# All 1,689 predictions

URL for any entry below: https://www.gregosuri.com/predictions/{theme}/{id}/
Markdown twin: append `index.md`.
This is a title index. Full quotes and citation details are in individual twins.

## ai-agents — 34 statements, 2022–2026

2022-11-03-machines-will-schedule-other-machines-rya4 — Machines will schedule other machines
2023-01-13-computing-is-shifting-from-humans-to-machines-as-i-nbuy — Computing is shifting from humans to machines as its users
2023-02-16-akash-as-a-token-governed-skynet-where-ai-writes-c-4hwc — Akash as a token-governed "Skynet" where AI writes code no one can stop
2023-02-16-deploying-to-akash-will-happen-through-chat-rqv2 — Deploying to Akash will happen through chat
2023-06-12-skynet-an-unstoppable-gpu-network-for-humans-and-m-feps — Skynet: an unstoppable GPU network for humans and machines
2023-08-31-an-ai-could-take-over-the-gpu-market-aqt3 — An AI could take over the GPU market
2023-09-06-ai-will-consume-akash-invisibly-in-the-background-y7l5 — AI will consume Akash invisibly in the background
2023-12-11-ai-run-companies-and-ai-as-a-better-boss-t6ni — AI-run companies — and AI as a better boss
2023-12-11-autonomous-bots-are-a-bigger-threat-than-regulator-t6ni — Autonomous bots are a bigger threat than regulators
2023-12-11-self-replicating-ai-will-out-consume-humans-on-aka-t6ni — Self-replicating AI will out-consume humans on Akash
2023-12-18-bots-and-agents-will-come-to-permissionless-comput-omru — Bots and agents will come to permissionless compute
2024-03-19-proof-of-personhood-free-speech-for-humans-not-mac-lsh6 — Proof of personhood; free speech for humans, not machines
2024-03-19-unstoppable-networks-where-agents-self-replicate-hedd — Unstoppable networks where agents self-replicate
2024-03-27-akash-network-translates-to-skynet-an-unstoppable-uwxl — Akash Network translates to Skynet — an unstoppable layer for agents
2024-05-20-agents-are-going-to-use-crypto-no-doubt-fdrc — Agents are going to use crypto, no doubt
2024-08-12-more-worried-about-self-replicating-machines-buyin-ovo3 — More worried about self-replicating machines buying their own compute than about regulators
2024-09-10-ten-year-vision-thousands-of-regions-and-self-coor-ctcy — Ten-year vision: thousands of regions and self-coordinating agents paying in crypto
2025-01-02-agents-on-centralized-ai-are-attackable-sovereign-76yh — Agents on centralized AI are attackable — sovereign agents are coming
2025-04-02-ai-agents-let-the-ceo-code-during-interviews-ocod — AI agents let the CEO code during interviews
2025-04-18-censorship-resistant-systems-will-be-favored-by-ai-xrte — Censorship-resistant systems will be favored by AI bots
2025-05-13-ai-agents-won-t-need-crypto-they-ll-use-your-bank-j2w6 — AI agents won't need crypto — they'll use your bank account
2026-02-24-agent-meetings-beat-employee-meetings-e6bk — Agent meetings beat employee meetings
2026-02-24-agents-consume-10-40x-more-tokens-than-humans-5cnf — Agents consume 10-40x more tokens than humans
2026-02-24-agents-fundamentally-redefine-user-experience-hgx4 — Agents fundamentally redefine user experience
2026-03-28-agents-unlocked-in-2026-make-every-constrained-res-xvxn — Agents, unlocked in 2026, make every constrained resource scarcer
2026-04-11-a-world-where-agents-outrank-humans-as-customers-byee — A world where agents outrank humans as customers
2026-04-11-agents-will-bootstrap-with-crypto-keys-not-aws-acc-cupi — Agents will bootstrap with crypto keys, not AWS accounts
2026-04-11-digital-goods-without-brand-or-community-will-be-w-hpcw — Digital goods without brand or community will be worthless
2026-04-11-no-future-for-narrow-software-engineers-or-desk-jo-46fb — No future for narrow software engineers or desk jobs
2026-04-11-the-20-year-old-advice-to-specialize-is-now-backwa-dije — The 20-year-old advice to specialize is now backwards
2026-04-23-agents-use-akash-in-minutes-humans-can-t-onboard-t-pm3d — Agents use Akash in minutes; humans can't onboard them to AWS
2026-04-23-decouple-the-stack-credit-cards-for-humans-private-6gqo — Decouple the stack: credit cards for humans, private keys for agents
2026-07-17-agents-are-1000x-inference-and-only-2-4m-people-us-hhlu — Agents are 1000x inference and only 2.4M people use them
2026-07-29-2-4-million-agent-users-are-causing-the-crisis-wha-k4hj — 2.4 million agent users are causing the crisis — what happens at 10x?

## cloud-decentralization — 461 statements, 2018–2026

2018-03-02-80-of-data-center-capacity-is-unused-edge-cuts-cos-nnfq — 80% of data-center capacity is unused; edge cuts cost 2–5x
2018-03-02-burgers-and-fries-cloud-lock-in-economics-nnfq — "Burgers and fries" cloud lock-in economics
2018-03-02-photon-s-mandate-cut-cloud-cost-to-1-5-1-2-nnfq — Photon's mandate: cut cloud cost to 1/5–1/2
2018-03-02-society-must-take-compute-back-nnfq — Society must take compute back
2018-03-02-three-companies-will-control-80-of-internet-traffi-nnfq — Three companies will control 80% of internet traffic
2018-03-16-centralized-cloud-is-the-biggest-threat-to-the-fut-tjza — Centralized cloud is the biggest threat to the future of society
2018-03-16-most-global-compute-sits-idle-bring-it-to-market-dg3c — Most global compute sits idle — bring it to market
2018-03-16-the-burgers-and-fries-cloud-business-model-exploit-xuab — The "burgers and fries" cloud business model exploits open source
2018-03-16-the-pendulum-swings-back-from-mainframes-to-pcs-to-cjlr — The pendulum swings back: from mainframes to PCs to cloud to decentralization
2018-03-16-three-companies-will-control-the-internet-kesq — Three companies will control the internet
2018-04-19-500-000-data-centers-at-85-underutilization-hgvo — 500,000 data centers at \~85% underutilization
2018-04-19-80-cost-reduction-vs-incumbent-cloud-4bai — 80% cost reduction vs. incumbent cloud
2018-04-19-clouds-stifle-open-source-innovation-h6iq — Clouds stifle open-source innovation
2018-04-19-majority-of-internet-traffic-from-three-providers-orfy — Majority of internet traffic from three providers within two years
2018-04-23-akash-s-early-architecture-on-chain-procurement-of-aea7 — Akash's early architecture: on-chain procurement, off-chain deployment
2018-04-23-decentralization-is-key-for-future-society-sfem — Decentralization is key for future society
2018-04-23-the-future-is-a-combination-of-centralized-and-dec-glzj — The future is a combination of centralized and decentralized systems
2018-06-15-cloud-decentralization-is-happening-now-not-in-fiv-eebq — Cloud decentralization is happening now — not in five to ten years
2018-06-15-data-is-doubling-every-two-years-but-the-cloud-isn-eebq — Data is doubling every two years but the cloud isn't keeping up
2018-06-15-society-must-reclaim-compute-from-the-elites-throu-eebq — Society must reclaim compute from the elites through decentralization
2018-08-31-burgers-and-fries-clouds-out-compete-open-source-xekn — Burgers-and-fries: clouds out-compete open source
2018-08-31-cloud-market-share-creates-an-oligopoly-xekn — Cloud market share creates an oligopoly
2018-08-31-protocols-cooperating-is-the-only-way-to-beat-the-xekn — Protocols cooperating is the only way to beat the oligopoly
2018-10-11-85-of-server-capacity-sits-unused-uflr — 85% of server capacity sits unused
2018-10-11-a-new-supercloud-from-disparate-compute-nmup — A new supercloud from disparate compute
2018-10-11-first-decentralized-cloud-to-run-a-full-web-applic-iero — First decentralized cloud to run a full web application
2018-10-11-push-a-job-and-forget-it-nobody-can-take-you-down-skue — Push a job and forget it — nobody can take you down
2018-10-11-three-gatekeepers-are-stopping-the-cloud-from-scal-2gvg — Three gatekeepers are stopping the cloud from scaling
2018-10-11-you-can-t-take-on-goliath-alone-mjte — You can't take on Goliath alone
2018-11-09-computing-pendulum-from-mainframes-to-cloud-and-ba-wydh — Computing pendulum: from mainframes to cloud and back to decentralized architectures
2018-11-10-three-companies-will-control-80-of-cloud-in-two-ye-ojob — Three companies will control 80% of cloud in two years
2019-08-06-akash-as-a-new-operating-system-for-the-internet-t-27bo — Akash as a new operating system for the internet tapping 85% unused capacity
2019-08-06-cloud-is-built-for-hyperscale-akash-optimizes-for-gmpb — Cloud is built for hyperscale; Akash optimizes for thousands of nodes at a fraction of the cost
2020-01-12-60-of-ethereum-nodes-run-on-aws-that-s-not-decentr-4ojj — 60% of Ethereum nodes run on AWS — that's not decentralization
2020-01-12-akash-gives-placement-sovereignty-to-the-user-and-4ojj — Akash gives placement sovereignty to the user — and clouds themselves plug in
2020-06-22-150-edge-metros-at-sub-10ms-latency-via-the-packet-wp2f — 150 edge metros at sub-10ms latency via the Packet program
2020-06-22-interoperability-is-the-future-of-the-decentralize-wjqh — Interoperability is the future of the decentralized cloud
2020-06-22-only-9-of-91-testnet-nodes-were-on-aws-vs-ethereum-w5z4 — Only 9 of 91 testnet nodes were on AWS, vs Ethereum's 60%+
2020-06-22-unstoppable-borderless-workloads-as-a-core-use-cas-gjoh — Unstoppable, borderless workloads as a core use case
2020-12-10-85-of-global-cloud-capacity-sits-unused-pdyq — 85% of global cloud capacity sits unused
2020-12-10-akash-2x-10x-cheaper-than-the-incumbent-cloud-4i5i — Akash: 2x-10x cheaper than the incumbent cloud
2020-12-10-akash-as-the-gateway-to-the-decentralized-cloud-st-minl — Akash as the gateway to the decentralized cloud stack
2020-12-16-a-world-where-the-cloud-runs-on-superminis-in-peop-eace — A world where the cloud runs on Superminis in people's homes
2020-12-16-akash-as-the-gateway-to-a-cambrian-explosion-of-de-eace — Akash as the gateway to a "Cambrian explosion" of decentralized cloud
2020-12-16-akash-s-mission-is-to-break-the-cloud-oligopoly-eace — Akash's mission is to break the cloud oligopoly
2020-12-16-non-custodial-ux-a-uniswap-for-cloud-deployments-eace — Non-custodial UX: a "Uniswap for cloud deployments"
2020-12-20-akash-as-the-gateway-to-a-decentralized-cloud-esch — Akash as the gateway to a decentralized cloud
2020-12-20-akash-as-the-open-source-aws-with-provider-add-on-ejkk — Akash as the open-source AWS with provider add-on services
2020-12-20-akash-could-host-200-solanas-supply-is-not-the-pro-rdc2 — Akash could host 200 Solanas; supply is not the problem
2020-12-20-akash-in-2031-a-300b-market-everywhere-like-the-cl-grgt — Akash in 2031: a $300B market, everywhere like the cloud
2020-12-20-at-maturity-akash-will-have-thousands-if-not-milli-glxo — At maturity Akash will have thousands, if not millions, of providers
2020-12-20-governance-based-content-takedowns-would-mean-cens-zucd — Governance-based content takedowns would mean censorship
2020-12-20-the-real-problem-cheaper-better-faster-compute-zr6k — The real problem: cheaper, better, faster compute
2020-12-20-usability-plus-censorship-resistance-is-the-winnin-vnyx — Usability plus censorship resistance is the winning combo
2020-12-20-users-will-self-deploy-dex-uis-signed-by-web-walle-yejq — Users will self-deploy DEX UIs signed by web wallets
2021-01-19-akash-as-the-first-open-source-cloud-nveu — Akash as the first open-source cloud
2021-01-19-crypto-nodes-concentrated-on-amazon-thorchain-boun-yagz — Crypto nodes concentrated on Amazon — Thorchain bounty
2021-01-19-ibc-removes-the-last-obstacle-to-replacing-central-tenu — IBC removes the last obstacle to replacing centralized cloud
2021-01-20-akash-as-the-first-open-source-cloud-jify — Akash as the first open-source cloud
2021-01-20-crypto-nodes-concentrated-on-amazon-thorchain-boun-v43g — Crypto nodes concentrated on Amazon — Thorchain bounty
2021-01-20-ibc-removes-the-last-obstacle-to-replacing-central-mpqh — IBC removes the last obstacle to replacing centralized cloud
2021-01-21-85-95-of-compute-is-not-being-used-wwvl — 85-95% of compute is not being used
2021-01-21-akash-is-2-3x-sometimes-10x-cheaper-than-the-big-c-w5g6 — Akash is 2-3x, sometimes 10x, cheaper than the big clouds
2021-01-21-an-interoperable-decentralized-cloud-with-better-u-awlt — An interoperable decentralized cloud with better UX than today's cloud
2021-01-21-the-fastest-growing-cloud-in-the-world-during-test-tfa6 — The fastest growing cloud in the world during testnet
2021-01-30-akash-s-mission-society-controls-the-system-jbcg — Akash's mission: society controls the system
2021-01-30-banned-communities-will-redeploy-on-akash-sz2c — Banned communities will redeploy on Akash
2021-01-30-decentralized-software-will-beat-centralized-ux-j6kf — Decentralized software will beat centralized UX
2021-01-30-the-cloud-is-closed-four-companies-control-81-niuh — The cloud is closed: four companies control 81%
2021-02-08-cloud-needs-its-linux-1991-moment-drku — Cloud needs its Linux 1991 moment
2021-02-08-everybody-pays-the-amazon-tax-u4yo — Everybody pays the Amazon tax
2021-02-08-oligopolies-stifle-innovation-and-cloud-is-becomin-6ek3 — Oligopolies stifle innovation — and cloud is becoming one
2021-02-08-the-amazon-is-a-safe-bet-ideology-is-cracking-fga3 — The "Amazon is a safe bet" ideology is cracking
2021-02-08-world-s-first-peer-to-peer-cloud-marketplace-yler — World's first peer-to-peer cloud marketplace
2021-02-19-2-3x-price-advantage-from-market-driven-pricing-phba — 2–3x price advantage from market-driven pricing
2021-02-19-adoption-will-climb-a-credibility-ladder-starting-ylrl — Adoption will climb a credibility ladder, starting with DeFi front-ends
2021-02-19-akash-as-the-gateway-for-decentralized-cloud-2f6o — Akash as the gateway for decentralized cloud
2021-02-19-breaking-the-four-company-cloud-oligopoly-u4ng — Breaking the four-company cloud oligopoly
2021-02-19-holy-grail-managed-services-and-a-serverless-super-iaf2 — Holy grail: managed services and a serverless supercloud
2021-02-19-the-cloud-s-promise-is-a-false-premise-outages-pro-idod — The cloud's promise is a false premise — outages prove it
2021-03-05-85-of-the-world-s-compute-capacity-sits-underutili-tfvy — 85% of the world's compute capacity sits underutilized
2021-03-05-akash-can-eventually-scale-to-compete-with-aws-and-ml2j — Akash can eventually scale to compete with AWS and Google Cloud
2021-03-05-akash-testnet-developer-engagement-rivaled-polkado-5xxz — Akash testnet developer engagement rivaled Polkadot's mainnet
2021-03-05-cloud-providers-are-middlemen-exploiting-demand-wi-hbys — Cloud providers are middlemen exploiting demand without solving supply
2021-03-05-equinix-metal-will-bootstrap-akash-s-compute-capac-ktcw — Equinix Metal will bootstrap Akash's compute capacity
2021-03-05-global-compute-in-the-hands-of-two-or-three-compan-rgg3 — Global compute in the hands of two or three companies is dangerous
2021-03-05-mainnet-2-is-the-first-non-custodial-self-sovereig-i6pn — Mainnet 2 is the first non-custodial, self-sovereign, permissionless cloud
2021-03-16-oligopolies-stop-innovating-the-cloud-is-next-6kt7 — Oligopolies stop innovating — the cloud is next
2021-03-16-oligopolies-stop-innovating-the-cloud-is-next-hguw — Oligopolies stop innovating — the cloud is next
2021-03-16-ownerless-web-services-owned-by-the-world-35at — Ownerless web services owned by the world
2021-03-16-ownerless-web-services-owned-by-the-world-fo4d — Ownerless web services owned by the world
2021-03-19-akash-as-airbnb-for-compute-across-8-2-million-dat-qriv — Akash as Airbnb for compute across 8.2 million data centers
2021-03-19-akash-is-the-gateway-to-the-decentralized-cloud-eu7m — Akash is the gateway to the decentralized cloud
2021-03-19-in-10-years-akash-will-be-fully-self-sustaining-1-7lnw — In 10 years Akash will be fully self-sustaining; 1% of cloud \= $3B
2021-03-19-predicted-2x-savings-vs-amazon-saw-8x-wnx3 — Predicted 2x savings vs. Amazon, saw 8x
2021-03-24-85-of-data-center-capacity-is-underutilized-ohwl — 85% of data-center capacity is underutilized
2021-03-24-akash-is-the-first-open-source-cloud-6v3q — Akash is the first open source cloud
2021-03-24-goal-cloud-power-affordable-to-10-year-olds-within-utql — Goal: cloud power affordable to 10-year-olds within four years
2021-03-24-hyperscalers-should-offload-compute-onto-akash-wnzf — Hyperscalers should offload compute onto Akash
2021-04-09-85-95-of-data-center-compute-sits-unused-a4v5 — 85-95% of data center compute sits unused
2021-04-09-akash-is-8x-cheaper-than-amazon-today-eznt — Akash is 8x cheaper than Amazon today
2021-05-12-if-it-runs-on-amazon-it-runs-on-akash-bsm3 — "If it runs on Amazon, it runs on Akash"
2021-05-12-ml-companies-pay-20-of-their-margins-to-amazon-bsm3 — ML companies pay \~20% of their margins to Amazon
2021-05-12-the-interoperability-holy-grail-pay-for-any-decent-bsm3 — The interoperability "holy grail": pay for any decentralized service with any token
2021-05-22-adoption-grew-40-week-over-week-only-adoption-matt-a2zl — Adoption grew 40% week-over-week; only adoption matters
2021-05-22-four-companies-control-81-of-the-cloud-62gm — Four companies control 81% of the cloud
2021-05-22-if-aws-does-what-akash-does-we-won-open-systems-al-dnsi — If AWS does what Akash does, we won — open systems always win
2021-05-22-no-code-one-click-resilient-deployment-is-coming-v-aru5 — No-code, one-click resilient deployment is coming very soon
2021-05-22-the-may-2021-crash-proved-decentralization-is-the-cv6e — The May 2021 crash proved decentralization is the future
2021-05-22-time-to-deploy-will-drop-from-90-minutes-to-two-mi-es75 — Time-to-deploy will drop from \~90 minutes to two minutes
2021-05-27-300b-cloud-market-heading-to-400b-akash-as-the-onl-lzia — $300B cloud market heading to $400B; Akash as the only open-source cloud
2021-05-27-8-million-data-centers-vs-a-choice-of-four-compani-hho5 — 8 million data centers vs. a choice of four companies
2021-05-27-no-one-can-take-an-app-off-the-platform-not-even-m-uxyt — No one can take an app off the platform — not even me
2021-05-27-startups-bleed-20-to-amazon-mostly-on-gpu-bills-rexe — Startups bleed 20% to Amazon — mostly on GPU bills
2021-05-28-akash-as-the-gateway-to-the-decentralized-web-7jzc — Akash as the gateway to the decentralized web
2021-05-28-every-layer-of-the-cloud-stack-is-decentralizing-eqmk — Every layer of the cloud stack is decentralizing
2021-05-28-from-90-minute-to-one-minute-deployments-iyxp — From 90-minute to one-minute deployments
2021-05-28-nobody-in-d-web-has-product-market-fit-yet-civi — Nobody in d-web has product-market fit yet
2021-05-28-tapping-8-2-million-underutilized-data-centers-5m43 — Tapping 8.2 million underutilized data centers
2021-05-29-no-one-can-take-akash-down-including-greg-6wju — No one can take Akash down — including Greg
2021-05-29-the-exit-strategy-is-acquiring-the-trillion-dollar-5efa — The exit strategy is acquiring the trillion-dollar market
2021-06-09-akash-is-airbnb-amazon-is-hilton-from-equinix-rack-55lw — Akash is Airbnb, Amazon is Hilton — from Equinix racks to devices in the home
2021-06-09-four-companies-control-81-of-a-trillion-dollar-by-6cf4 — Four companies control 81% of a trillion-dollar-by-2025 market — the "Amazon tax"
2021-06-09-users-see-up-to-8x-cost-savings-over-amazon-l6ss — Users see up to 8x cost savings over Amazon
2021-06-10-85-of-data-center-capacity-is-unused-akash-is-one-y2xd — 85% of data center capacity is unused; Akash is one-third Amazon's price
2021-06-10-centralized-platforms-are-being-weaponized-dweb-is-k3fj — Centralized platforms are being weaponized; dweb is disaster recovery
2021-06-10-the-holy-trinity-for-an-unstoppable-web-jprl — The holy trinity for an unstoppable web
2021-06-16-akash-costs-one-third-of-centralized-cloud-s5v3 — Akash costs one-third of centralized cloud
2021-06-16-decentralized-cloud-is-the-future-and-more-secure-gdgw — Decentralized cloud is the future (and more secure)
2021-06-16-decentralized-infrastructure-is-ready-d-web-is-her-yytj — Decentralized infrastructure is ready; d-web is here
2021-06-16-defi-s-stack-isn-t-decentralized-just-own-it-xyuk — DeFi's stack isn't decentralized — "just own it"
2021-06-16-defi-should-run-on-handshake-akash-sia-skynet-5dc5 — DeFi should run on Handshake, Akash, Sia/Skynet
2021-06-16-ethereum-full-node-25k-on-infura-vs-one-third-on-d-vyvv — Ethereum full node: \~$25k on Infura vs one-third on DeCloud
2021-06-16-open-finance-needs-open-cloud-regulatory-clock-is-5oqt — Open finance needs open cloud; regulatory clock is ticking
2021-06-16-platform-power-will-inevitably-be-abused-hwv5 — Platform power will inevitably be abused
2021-06-16-usability-gap-will-close-via-abstractions-e74h — Usability gap will close via abstractions
2021-06-22-akash-as-the-gateway-to-the-decentralized-web-adp2 — Akash as the gateway to the decentralized web
2021-06-22-every-layer-of-the-cloud-stack-is-decentralizing-z4up — Every layer of the cloud stack is decentralizing
2021-06-22-from-90-minute-to-one-minute-deployments-77dk — From 90-minute to one-minute deployments
2021-06-22-nobody-in-d-web-has-product-market-fit-yet-eb2k — Nobody in d-web has product-market fit yet
2021-06-22-tapping-8-2-million-underutilized-data-centers-7ztg — Tapping 8.2 million underutilized data centers
2021-06-27-70-of-blockchain-nodes-run-on-amazon-with-their-ke-ikie — \~70% of blockchain nodes run on Amazon — with their keys
2021-06-27-centralized-is-yesterday-the-future-is-decentraliz-na5k — "Centralized is yesterday... the future is decentralized — it's an evolution"
2021-07-14-akash-will-offer-more-managed-services-than-amazon-cciq — Akash will offer more managed services than Amazon's \~250
2021-07-14-decentralization-is-the-only-way-to-break-the-clou-6cka — Decentralization is the only way to break the cloud oligopoly
2021-07-14-open-infrastructure-is-the-template-for-the-future-w6id — Open infrastructure is the template for the future
2021-07-14-power-should-be-with-the-people-not-platform-gatek-szzd — Power should be with the people, not platform gatekeepers
2021-07-15-cloud-is-becoming-a-trillion-dollar-oligopoly-lrwg — Cloud is becoming a trillion-dollar oligopoly
2021-07-15-decentralization-will-win-on-ux-not-ideology-kusq — Decentralization will win on UX, not ideology
2021-07-15-everyone-pays-an-invisible-amazon-tax-625u — Everyone pays an invisible Amazon tax
2021-07-15-solve-unused-capacity-and-you-don-t-need-aws-q5jq — Solve unused capacity and you don't need AWS
2021-07-15-the-world-is-ready-for-a-decentralized-amazon-ngpi — The world is ready for a decentralized Amazon
2021-07-15-trillion-dollar-cloud-market-by-2025-81-held-by-fo-ospp — Trillion-dollar cloud market by 2025, 81% held by four companies
2021-08-04-85-95-of-data-center-compute-sits-unused-d6ag — 85-95% of data-center compute sits unused
2021-08-04-a-mature-akash-catalog-will-out-scale-amazon-s-250-b24r — A mature Akash catalog will out-scale Amazon's 250 services
2021-08-04-cloud-is-a-public-utility-that-must-be-taken-back-6hn2 — Cloud is a public utility that must be taken back from oligopolies
2021-08-04-data-gravity-is-a-pricing-problem-not-a-technologi-vfbn — Data gravity is a pricing problem, not a technological one
2021-08-04-deplatforming-is-being-weaponized-by-state-actors-3sly — Deplatforming is being weaponized by state actors
2021-08-04-saving-money-on-cloud-is-a-fallacy-repatriation-is-5o6p — Saving money on cloud is a fallacy — repatriation is real
2021-08-11-akash-workloads-doubling-every-month-uglx — Akash workloads doubling every month
2021-08-11-censorship-by-the-few-is-censorship-on-the-many-uglx — Censorship by the few is censorship on the many
2021-08-11-decentralized-systems-build-superior-ux-uglx — Decentralized systems build superior UX
2021-08-11-four-companies-control-the-cloud-and-that-is-scary-uglx — Four companies control the cloud — and that is scary
2021-08-11-private-deplatforming-power-is-intolerable-uglx — Private deplatforming power is intolerable
2021-09-11-akash-frees-the-cloud-like-the-internet-was-freed-vyi5 — Akash frees the cloud like the internet was freed from AOL
2021-09-11-every-layer-of-the-cloud-stack-is-decentralizing-cfny — Every layer of the cloud stack is decentralizing
2021-09-11-users-pay-an-invisible-amazon-tax-that-web3-will-l-rc3x — Users pay an invisible Amazon tax that web3 will lower
2021-09-11-what-bitcoin-did-to-money-akash-is-doing-to-cloud-7ldt — What Bitcoin did to money, Akash is doing to cloud computing
2021-10-08-a-paradigm-shift-from-centralized-to-decentralized-6ogt — A paradigm shift from centralized to decentralized architectures
2021-10-08-akash-today-is-like-aws-in-2008-adoption-takes-tim-7lte — Akash today is like AWS in 2008 — adoption takes time
2021-10-12-censorship-resistance-parler-would-run-fine-on-aka-7u22 — Censorship resistance: Parler would run fine on Akash
2021-10-12-deplatforming-is-weaponized-akash-as-disaster-reco-cxsk — Deplatforming is weaponized — Akash as disaster recovery
2021-10-12-four-companies-control-80-of-a-market-headed-to-1-kjw3 — Four companies control 80% of a market headed to $1 trillion
2021-10-26-80-of-cloud-controlled-by-four-companies-jbl4 — 80% of cloud controlled by four companies
2021-10-26-early-growth-500-apps-30k-deployments-doubling-mon-p2sa — Early growth: 500 apps, 30k deployments, doubling monthly
2021-10-26-open-source-makes-akash-as-secure-as-or-more-secur-p2sa — Open source makes Akash as secure as or more secure than AWS
2021-10-26-provider-self-moderation-instead-of-central-takedo-w6sc — Provider self-moderation instead of central takedowns
2021-10-27-80-of-cloud-controlled-by-four-companies-ue5e — 80% of cloud controlled by four companies
2021-10-27-early-growth-500-apps-30k-deployments-doubling-mon-qmov — Early growth: 500 apps, 30k deployments, doubling monthly
2021-10-27-open-source-makes-akash-as-secure-as-or-more-secur-qmov — Open source makes Akash as secure as or more secure than AWS
2021-10-27-provider-self-moderation-instead-of-central-takedo-74ne — Provider self-moderation instead of central takedowns
2021-11-15-open-systems-always-beat-corporate-land-grabs-micr-q46n — Open systems always beat corporate land-grabs (Microsoft/AOL analogy)
2021-11-15-the-cloud-is-controlled-by-four-players-few-contro-lly3 — The cloud is controlled by four players — few controlling the many
2021-11-19-four-players-control-the-cloud-what-happens-when-f-inzr — Four players control the cloud — what happens when few control the many
2021-11-19-open-systems-will-beat-centralized-claims-on-the-m-ldfm — Open systems will beat centralized claims on the metaverse
2021-12-15-enterprises-will-adopt-decentralized-cloud-in-five-34sh — Enterprises will adopt decentralized cloud in five to six years
2021-12-15-over-85-of-data-center-capacity-is-unused-any-data-hnnu — Over 85% of data-center capacity is unused; any data center can become a cloud provider
2021-12-15-the-future-is-sovereign-chains-in-a-multi-chain-wo-ry4z — The future is sovereign chains in a multi-chain world
2021-12-15-web2-concentrates-power-web3-distributes-it-uuw4 — Web2 concentrates power; Web3 distributes it
2021-12-22-akash-should-become-invisible-infrastructure-swne — Akash should become invisible infrastructure
2021-12-22-beating-amazon-requires-300-services-via-a-decentr-ublq — Beating Amazon requires 300 services — via a decentralized marketplace by end of 2022
2022-01-05-2022-is-the-year-the-world-shows-what-it-can-do-wi-qomg — 2022 is the year the world shows what it can do with Akash
2022-01-05-85-of-data-center-capacity-is-unused-equinix-is-th-o7np — 85% of data-center capacity is unused; Equinix is the largest supplier
2022-01-05-akash-costs-one-third-to-one-fifth-of-amazon-oy7c — Akash costs one-third to one-fifth of Amazon
2022-01-05-services-marketplace-by-end-of-2022-going-on-the-o-iqdc — Services marketplace by end of 2022 — "going on the offensive"
2022-01-05-the-largest-migration-of-web2-to-web3-is-underway-gs5d — The largest migration of web2 to web3 is underway
2022-01-10-85-of-data-center-compute-sits-unused-a4j5 — \~85% of data-center compute sits unused
2022-01-10-cloud-is-headed-to-a-trillion-dollar-market-device-zanf — Cloud is headed to a trillion-dollar market, devices beyond that
2022-01-10-current-cloud-is-overpriced-capabilities-not-cost-nfwp — Current cloud is overpriced; capabilities, not cost, win long-term
2022-01-10-decentralized-managed-services-marketplace-by-end-clk5 — Decentralized managed-services marketplace by end of 2022
2022-01-10-we-will-be-better-than-amazon-x7et — "We will be better than Amazon"
2022-02-17-browsers-blocking-urls-is-a-nearer-threat-than-reg-hxhl — Browsers blocking URLs is a nearer threat than regulators
2022-02-17-decentralized-apps-must-not-run-on-amazon-4jtu — Decentralized apps must not run on Amazon
2022-02-17-sovereign-frontends-launched-from-your-wallet-bnwv — Sovereign frontends launched from your wallet
2022-04-24-85-of-data-center-compute-sits-unused-ega5 — 85% of data-center compute sits unused
2022-04-24-a-decade-long-fight-for-a-trillion-dollar-market-bkov — A decade-long fight for a trillion-dollar market
2022-04-24-akash-as-the-de-facto-standard-for-web3-infrastruc-ax5p — Akash as the de facto standard for web3 infrastructure
2022-04-24-akash-vs-aws-is-airbnb-vs-hilton-eoty — Akash vs AWS is Airbnb vs Hilton
2022-04-24-complement-big-cloud-now-exceed-it-eventually-gjwe — Complement big cloud now, exceed it eventually
2022-04-24-everybody-gets-an-rpc-node-launched-from-your-wall-msua — Everybody gets an RPC node — launched from your wallet
2022-04-24-node-services-pocket-infura-alchemy-will-run-on-ak-3x6k — Node services (Pocket/Infura/Alchemy) will run on Akash
2022-04-24-one-of-the-largest-testnets-in-web3-znxb — One of the largest testnets in web3
2022-04-24-only-akash-can-enable-compute-futures-because-its-jzul — Only Akash can enable compute futures, because its data is open
2022-04-24-persistent-storage-enables-a-decentralized-cdn-on-ks4n — Persistent storage enables a decentralized CDN on Akash
2022-04-24-self-hosted-rpc-as-the-answer-to-censorship-et2k — Self-hosted RPC as the answer to censorship
2022-04-24-storage-networks-solana-validators-and-full-nodes-xdh3 — Storage networks, Solana validators, and full nodes will run on Akash
2022-06-16-300-500-providers-beats-amazon-on-geo-presence-ymrd — 300-500 providers beats Amazon on geo-presence
2022-06-16-faster-low-latency-delivery-from-500-000-nodes-wor-2j6r — Faster: low-latency delivery from 500,000 nodes worldwide
2022-06-22-aws-can-cancel-web3-with-a-stroke-of-a-pen-bixc — AWS can cancel web3 with a stroke of a pen
2022-06-22-the-signal-is-clear-akash-is-the-future-of-web-inf-d3o7 — The signal is clear: Akash is the future of web infrastructure
2022-06-28-85-of-data-center-capacity-unused-akash-95-cheaper-4a5y — 85% of data center capacity unused; Akash 95% cheaper
2022-06-28-85-of-data-center-capacity-unused-akash-95-cheaper-azhl — 85% of data center capacity unused; Akash 95% cheaper
2022-06-28-amazon-s-redundancy-ends-at-the-data-center-5hgh — Amazon's redundancy ends at the data center
2022-06-28-amazon-s-redundancy-ends-at-the-data-center-p52z — Amazon's redundancy ends at the data center
2022-06-29-amazon-is-crypto-s-middleman-40-of-ethereum-nodes-as3q — Amazon is crypto's middleman — 40% of Ethereum nodes
2022-06-29-web3-s-dependence-on-web2-must-end-uijp — Web3's dependence on Web2 must end
2022-07-01-300-500-providers-would-out-distribute-amazon-6ard — 300-500 providers would out-distribute Amazon
2022-07-01-60-of-ethereum-nodes-run-on-aws-the-foundation-mus-obp4 — 60% of Ethereum nodes run on AWS — the foundation must decentralize
2022-07-01-airbnb-for-cloud-compute-95-of-data-center-capacit-urbb — Airbnb for cloud compute — 95% of data center capacity sits unused
2022-07-01-the-rise-of-dws-decentralized-web-services-jk4r — The rise of DWS — decentralized web services
2022-07-01-the-usp-world-s-first-open-cloud-90-cheaper-distri-3bu7 — The USP: world's first open cloud, 90% cheaper, distribution Amazon can't give
2022-07-07-akash-will-be-the-fastest-network-to-deliver-the-c-cqtq — Akash will be the fastest network to deliver the cloud — a thousand regions vs. Amazon's 16-17
2022-07-07-mainstream-web2-is-a-trillion-dollar-opportunity-f-2qgc — Mainstream web2 is a trillion-dollar opportunity for Akash
2022-07-07-mass-adoption-will-come-from-abstractions-where-us-4bdu — Mass adoption will come from abstractions where users don't know they're using Akash
2022-07-14-5-000-providers-in-5-000-locations-low-latency-com-mpfd — 5,000 providers in 5,000 locations — low-latency compute impossible on the cloud
2022-07-14-akash-marketplace-utilization-30-vs-filecoin-s-0-7-ngsp — Akash marketplace utilization \~30% vs Filecoin's 0.7%
2022-07-21-a-thousand-cloud-grade-data-centers-at-90-cheaper-5ieb — A thousand cloud-grade data centers at 90% cheaper than Amazon
2022-07-21-more-regions-than-amazon-already-thousands-of-regi-bwou — More regions than Amazon already; thousands of regions coming
2022-07-25-akash-as-the-fastest-cloud-a-thousand-regions-vs-a-w2wr — Akash as the fastest cloud, a thousand regions vs Amazon's 17
2022-07-25-compute-must-move-to-where-the-user-is-jfip — Compute must move to where the user is
2022-07-25-trillion-dollar-mainstream-opportunity-mdfa — Trillion-dollar mainstream opportunity
2022-07-28-daos-will-deploy-cloud-workloads-directly-via-smar-j6ed — DAOs will deploy cloud workloads directly via smart contracts
2022-08-04-using-amazon-is-fundamentally-wrong-for-web3-enwz — Using Amazon is fundamentally wrong for web3
2022-08-04-web3-on-aws-is-a-bomb-waiting-to-go-off-2pyy — Web3 on AWS is a bomb waiting to go off
2022-08-12-akash-is-the-foundational-decentralized-layer-to-r-d3d2 — Akash is the foundational decentralized layer to rebuild web3's centralized dependencies
2022-08-18-akash-is-the-first-viable-open-cloud-vs-the-oligop-nyuo — Akash is the first viable open cloud vs. the oligopoly
2022-08-18-phase-four-thousands-of-nodes-for-low-latency-dist-mf53 — Phase four: thousands of nodes for low-latency distributed compute
2022-08-18-sovereign-cloud-services-are-the-future-7jx4 — Sovereign cloud services are the future
2022-08-25-autonomous-ownerless-deployments-no-one-can-take-d-kvay — Autonomous, ownerless deployments no one can take down
2022-08-25-no-akash-providers-on-amazon-it-s-97-cheaper-here-rigc — No Akash providers on Amazon — it's 97% cheaper here
2022-08-25-the-front-end-is-the-censorable-layer-so-akash-has-npf2 — The front-end is the censorable layer — so Akash has none
2022-08-27-no-akash-providers-actually-run-on-amazon-lpmw — No Akash providers actually run on Amazon
2022-09-01-big-clouds-will-ban-crypto-next-63dj — Big clouds will ban crypto next
2022-09-01-cloud-is-cheap-short-term-expensive-long-term-2018-zxoc — Cloud is cheap short-term, expensive long-term (2018 whitepaper thesis)
2022-09-01-enterprise-convergence-within-a-couple-of-years-kft3 — Enterprise convergence within a couple of years
2022-09-01-enterprise-repatriation-creates-underutilized-supp-vlaa — Enterprise repatriation creates underutilized supply for Akash
2022-09-01-most-akash-validators-were-running-on-hetzner-b343 — Most Akash validators were running on Hetzner
2022-09-01-the-infrastructure-of-the-future-is-decentralized-nzwg — The infrastructure of the future is decentralized
2022-09-01-validators-on-akash-would-be-a-risky-meta-deployme-3klv — Validators on Akash would be a risky "meta deployment"
2022-09-07-enterprise-convergence-within-a-couple-of-years-kux5 — Enterprise convergence within a couple of years
2022-09-07-repatriated-data-centers-will-offload-capacity-ont-2ily — Repatriated data centers will offload capacity onto Akash
2022-09-07-white-paper-thesis-vindicated-cloud-is-expensive-l-bq3u — White-paper thesis vindicated: cloud is expensive long-term
2022-09-08-fully-decentralized-stack-is-the-only-way-out-of-t-gxui — Fully decentralized stack is the only way out of the censorship regime
2022-09-08-on-chain-manifests-will-enable-unstoppable-dao-own-6nud — On-chain manifests will enable unstoppable, DAO-owned services
2022-09-08-the-future-of-defi-is-full-supply-chain-decentrali-hwa6 — The future of DeFi is full supply-chain decentralization
2022-09-12-hetzner-is-the-first-of-a-series-of-cloud-crypto-b-jw22 — Hetzner is the first of a series of cloud crypto bans
2022-09-12-the-amazons-and-googles-will-ban-crypto-next-k2p7 — The Amazons and Googles will ban crypto next
2022-09-13-akash-95-cheaper-1-000-1-500-providers-expected-so-elxn — Akash 95% cheaper; 1,000-1,500 providers expected soon
2022-09-15-a-fully-verifiable-software-supply-chain-from-sour-wv2r — A fully verifiable software supply chain, from source code to deployment
2022-09-15-decentralization-will-take-center-stage-wwrt — Decentralization will take center stage
2022-09-15-half-of-every-dollar-paid-for-cloud-services-goes-y4hn — Half of every dollar paid for cloud services goes to "Uncle Jeff"
2022-09-15-open-technologies-are-the-future-governments-must-zyh7 — Open technologies are the future — governments must escape centralized choke points
2022-09-15-the-centralized-cloud-could-decide-to-ban-decentra-2dmt — The centralized cloud could decide to ban decentralization
2022-09-15-the-centralized-cloud-is-a-kill-switch-mfac — The centralized cloud is a kill switch
2022-09-19-dod-website-as-the-credibility-proof-point-2wrn — DoD website as the credibility proof point
2022-09-19-half-of-every-cloud-service-dollar-goes-to-the-big-mydb — Half of every cloud-service dollar goes to the big clouds
2022-09-22-ecosystem-partners-will-replace-the-core-team-as-t-jorx — Ecosystem partners will replace the core team as the growth engine
2022-09-22-from-20-to-80-of-the-cosmos-ecosystem-in-12-months-lgrh — From 20% to 80% of the Cosmos ecosystem in 12 months
2022-09-29-akash-could-reach-100-cloud-penetration-slg2 — Akash could reach 100% cloud penetration
2022-09-29-cloud-margins-are-a-permanent-invisible-tax-htx3 — Cloud margins are a permanent invisible tax
2022-09-29-hyperscalers-will-join-a-multi-cloud-standard-43le — Hyperscalers will join a multi-cloud standard
2022-09-29-the-future-is-bringing-back-your-own-data-center-o-e4jt — The future is bringing back your own data center, offset by Akash
2022-09-29-trillion-dollar-cloud-market-akash-94-cheaper-bill-lzru — Trillion-dollar cloud market; Akash 94% cheaper, bills halved
2022-10-04-20ms-latency-for-the-95th-percentile-of-internet-u-eblu — 20ms latency for the 95th percentile of internet users
2022-10-04-a-hyperscaler-will-be-an-akash-provider-within-thr-w7by — A hyperscaler will be an Akash provider within three years
2022-10-04-akash-will-be-the-most-distributed-network-by-2024-d3qm — Akash will be the most distributed network by 2024
2022-10-04-edge-data-centers-are-disappearing-a-warning-mevx — Edge data centers are disappearing — a warning
2022-10-04-everyone-eventually-outgrows-shared-infrastructure-3rcn — Everyone eventually outgrows shared infrastructure
2022-10-04-the-50-uncle-jeff-tax-on-online-services-qslk — The 50% "Uncle Jeff tax" on online services
2022-10-06-half-of-ethereum-s-hosted-nodes-run-on-aws-vuo5 — Half of Ethereum's hosted nodes run on AWS
2022-10-06-the-only-viable-open-source-cloud-qbjz — The only viable open source cloud
2022-10-13-a-thousand-providers-then-superiority-over-the-pub-ihta — A thousand providers, then "superiority" over the public cloud
2022-10-13-sub-20ms-latency-everywhere-unlocks-new-applicatio-utv6 — Sub-20ms latency everywhere unlocks new application classes
2022-10-20-adoption-will-be-network-based-not-corporate-based-v2if — Adoption will be network-based, not corporate-based
2022-10-20-open-source-replaces-the-government-s-billion-doll-y3dn — Open source replaces the government's billion-dollar cloud
2022-10-28-1-000-providers-the-most-distributed-cloud-in-the-5bbz — 1,000 providers \= the most distributed cloud in the world
2022-10-28-akash-is-the-first-commercial-implementation-of-a-rih5 — Akash is the first commercial implementation of a supercloud
2022-10-28-akash-lets-you-be-sovereign-at-scale-web2-workload-imgd — "Akash lets you be sovereign at scale" — web2 workloads will follow DHH off the cloud
2022-10-28-from-cloud-parity-to-superiority-the-first-open-ip-pxt5 — From cloud parity to superiority — the first open IP-address marketplace
2022-11-11-data-centers-are-dying-while-hyperscalers-grow-7bph — Data centers are dying while hyperscalers grow
2022-11-11-the-amazon-tax-50-cents-of-every-online-service-do-7bph — The Amazon tax: 50 cents of every online-service dollar
2022-11-13-a-thousand-providers-will-make-akash-the-most-dist-ufqd — A thousand providers will make Akash the most distributed cloud in the world
2022-11-13-akash-is-the-first-commercial-implementation-of-th-wrsl — Akash is the first commercial implementation of the supercloud
2022-11-17-cloud-must-be-a-public-utility-and-blockchain-is-t-ekwo — Cloud must be a public utility, and blockchain is the only structure for that
2022-11-17-decentralization-is-the-only-way-out-bbo2 — Decentralization is the only way out
2022-11-17-three-companies-control-60-70-of-compute-fbsv — Three companies control 60-70% of compute
2022-11-18-console-will-drive-measurably-higher-usage-kt5l — Console will drive measurably higher usage
2022-11-21-cloud-parity-is-a-multi-year-journey-welv — Cloud parity is a multi-year journey
2022-12-01-adoption-will-come-through-verticalization-on-top-tqkd — Adoption will come through verticalization on top of the protocol
2022-12-01-akash-the-world-s-first-decentralized-supercloud-t-slxj — Akash: the world's first decentralized supercloud, targeting the true price of compute
2022-12-01-non-technical-users-shouldn-t-ever-see-sdl-y3vc — Non-technical users shouldn't ever see SDL
2022-12-02-akash-has-a-more-secure-design-than-amazon-b4o3 — Akash has a more secure design than Amazon
2022-12-02-single-command-deploys-better-than-amazon-vercel-n-rc6c — Single-command deploys better than Amazon, Vercel, Netlify
2022-12-02-web3-on-amazon-is-fundamentally-wrong-irza — Web3 on Amazon is fundamentally wrong
2022-12-03-sovereign-services-cheaper-than-commercial-equival-3xin — Sovereign services cheaper than commercial equivalents
2022-12-05-a-war-between-privacy-and-surveillance-centralized-d3z2 — A war between privacy and surveillance; centralized databases always leak
2022-12-05-akash-can-never-ban-you-and-that-migration-is-the-l5cj — Akash can never ban you — and that migration is the trend
2022-12-05-akash-has-never-gone-down-s6vl — Akash has never gone down
2022-12-05-in-2-3-years-amazon-google-and-microsoft-using-aka-77cp — In 2-3 years, Amazon, Google, and Microsoft using Akash
2022-12-05-in-five-years-we-won-t-be-talking-about-web3-at-al-fifk — In five years we won't be talking about web3 at all
2022-12-11-akash-is-the-first-viable-open-cloud-97-cheaper-xi5o — Akash is the first viable open cloud, 97% cheaper
2022-12-11-over-85-of-the-world-s-computers-are-unused-6qnh — Over 85% of the world's computers are unused
2023-01-13-the-invisible-amazon-tax-on-modern-society-7xrq — The invisible Amazon tax on modern society
2023-01-13-users-care-about-access-not-decentralization-gpus-jgk6 — Users care about access, not decentralization — GPUs are the wedge
2023-02-01-markets-reject-choke-points-the-industry-will-self-t4dn — Markets reject choke points — the industry will self-correct
2023-02-01-own-your-data-center-sell-the-spare-capacity-a67i — Own your data center, sell the spare capacity
2023-02-01-the-amazon-tax-50-of-online-service-spend-goes-to-epln — The Amazon tax: 50% of online-service spend goes to cloud
2023-02-16-85-of-data-center-compute-is-unused-fetf — 85% of data-center compute is unused
2023-02-16-akash-is-a-supercloud-hayz — Akash is a "supercloud"
2023-02-16-decentralization-lets-competitors-cooperate-3sj2 — Decentralization lets competitors cooperate
2023-02-16-half-of-every-dollar-for-online-services-goes-to-t-t2vh — Half of every dollar for online services goes to three clouds
2023-02-18-decentralization-means-removing-concentration-of-r-gida — Decentralization means removing concentration of risk
2023-02-18-marketplaces-should-be-decentralized-companies-nee-vu4f — Marketplaces should be decentralized, companies need not be
2023-02-25-decentralization-means-removing-systemic-failure-r-zbas — Decentralization means removing systemic failure risk
2023-02-27-the-internet-i-want-sovereign-private-decentralize-6n4z — The internet I want: sovereign, private, decentralized, efficient
2023-03-30-a-thousand-providers-within-12-months-more-distrib-vt5y — A thousand providers within 12 months; more distributed than Amazon
2023-05-09-a-viable-open-source-cloud-already-exists-o6lb — A viable open-source cloud already exists
2023-05-12-cloud-is-the-fabric-of-society-and-must-be-publicl-d2nr — Cloud is the fabric of society and must be publicly governed
2023-05-12-hyperscalers-will-route-users-through-akash-to-com-eto3 — Hyperscalers will route users through Akash to competitors' GPUs
2023-05-12-in-a-year-or-two-akash-becomes-the-secondary-marke-7uok — In a year or two Akash becomes the secondary market for cloud-grade compute
2023-05-12-post-parity-10-000-providers-in-every-city-workloa-khwp — Post-parity: 10,000 providers in every city, workloads that follow the user
2023-05-17-centralized-systems-will-absolutely-fail-at-this-s-yeuo — Centralized systems will absolutely fail at this scale
2023-05-17-cloud-is-modern-society-s-fabric-80-controlled-by-wqz5 — Cloud is modern society's fabric, 80% controlled by four companies
2023-06-03-akash-is-the-airbnb-layer-for-cloud-capacity-izwr — Akash is the Airbnb layer for cloud capacity
2023-06-10-hyperscalers-will-publicly-work-with-akash-akash-a-pj6j — Hyperscalers will publicly work with Akash; Akash as a global compute standard
2023-06-12-99-of-akash-code-will-come-from-outside-the-issuer-zd72 — 99% of Akash code will come from outside the issuer
2023-06-12-cloud-is-the-new-telco-k6v3 — Cloud is the new telco
2023-06-12-the-50-invisible-cloud-tax-bo5s — The 50% invisible cloud tax
2023-06-15-8-4-million-data-centers-mostly-idle-cmty — 8.4 million data centers, mostly idle
2023-06-15-the-invisible-cloud-tax-qjec — The invisible cloud tax
2023-06-15-we-called-the-supercloud-five-years-early-exno — We called the supercloud five years early
2023-08-31-first-ever-open-market-for-gpus-nxy2 — First-ever open market for GPUs
2023-09-06-8-4-million-data-centers-85-unused-y7l5 — 8.4 million data centers, 85% unused
2023-09-06-the-invisible-50-cloud-tax-y7l5 — The invisible 50% cloud tax
2023-09-06-we-knew-supercloud-was-going-to-be-a-thing-five-ye-y7l5 — "We knew supercloud was going to be a thing" — five years early
2023-09-28-open-systems-go-far-closed-systems-go-fast-7top — Open systems go far, closed systems go fast
2023-09-29-next-milestone-cloud-parity-rwia — Next milestone: cloud parity
2023-10-09-akash-s-one-thing-amazon-doesn-t-have-eudn — Akash's one thing Amazon doesn't have
2023-10-09-community-is-akash-s-competitive-moat-svs4 — Community is Akash's competitive moat
2023-10-26-everyone-pays-an-invisible-cloud-tax-trvs — Everyone pays an invisible cloud tax
2023-10-28-cloud-is-a-public-utility-people-first-not-shareho-awj7 — Cloud is a public utility — people first, not shareholders
2023-12-18-post-parity-10-000-regions-instead-of-amazon-s-30-wige — Post-parity: 10,000 regions instead of Amazon's 30
2023-12-19-open-systems-go-far-closed-systems-go-fast-akt3 — Open systems go far, closed systems go fast
2023-12-19-win-state-hyperscalers-integrate-akash-kpwi — Win state: hyperscalers integrate Akash
2024-01-09-supercloud-thesis-decouple-control-plane-from-reso-umff — Supercloud thesis: decouple control plane from resource plane
2024-01-16-akash-reaches-cloud-parity-within-two-years-bfpp — Akash reaches cloud parity within two years
2024-01-16-permanency-is-only-possible-with-a-protocol-bfpp — Permanency is only possible with a protocol
2024-03-02-akash-as-a-supercloud-over-any-cloud-capable-compu-hpkt — Akash as a supercloud over any cloud-capable computer
2024-03-19-akash-is-the-world-s-first-decentralized-superclou-hzb5 — Akash is the world's first decentralized supercloud
2024-03-19-if-we-don-t-decentralize-we-die-as-a-society-cdn5 — If we don't decentralize, we die as a society
2024-03-19-the-cloud-tax-is-creating-a-feudal-society-fxkf — The cloud tax is creating a feudal society
2024-03-27-akash-adoption-hipaa-data-nsa-dod-ip-address-marke-ajez — Akash adoption: HIPAA data, NSA/DoD, IP-address marketplace
2024-03-27-akash-is-the-world-s-first-open-supercloud-yohm — Akash is the world's first open supercloud
2024-03-27-permissionless-censorship-resistance-is-the-core-g-maxf — Permissionless censorship resistance is the core guarantee
2024-05-20-a-new-operating-system-for-the-internet-on-85-unus-i4fr — A new operating system for the internet on 85% unused capacity
2024-05-20-what-aws-did-for-amazon-akash-does-for-the-world-awzj — What AWS did for Amazon, Akash does for the world
2024-05-29-cloud-parity-moving-walmart-scale-workloads-off-aw-uly2 — Cloud parity: moving Walmart-scale workloads off AWS
2024-05-29-regulation-is-the-only-thing-that-can-stop-akash-une7 — Regulation is the only thing that can stop Akash
2024-05-29-the-2018-supercloud-thesis-7zvb — The 2018 supercloud thesis
2024-06-09-centralized-control-planes-can-t-scale-the-interne-uxvx — Centralized control planes can't scale — the internet's decentralized roots are the answer
2024-06-09-cloud-parity-moving-walmart-off-amazon-in-a-few-ye-v3ng — Cloud parity: moving Walmart off Amazon "in a few years"
2024-06-11-centralized-control-planes-can-t-scale-the-interne-42f7 — Centralized control planes can't scale — the internet's roots are the answer
2024-06-11-first-general-purpose-decentralized-compute-networ-a5om — First general-purpose decentralized compute network
2024-06-11-goal-cloud-parity-move-walmart-off-amazon-vi2n — Goal: cloud parity — move Walmart off Amazon
2024-06-13-1-000-providers-and-10ms-latency-for-98-of-the-int-tsx7 — 1,000 providers and 10ms latency for 98% of the internet
2024-06-13-data-center-concentration-is-reversing-no-winner-t-hstj — Data-center concentration is reversing; no winner-take-all for hyperscalers
2024-06-13-largest-distributed-network-500-600-new-regions-by-4hjh — Largest distributed network: 500-600 new regions by year-end
2024-06-14-airbnb-for-data-centers-with-trust-via-decentraliz-x4m6 — Airbnb for data centers with trust via decentralized auditors
2024-06-14-akash-as-the-world-s-first-supercloud-spanning-dat-njp2 — Akash as the world's first supercloud, spanning data centers and homes
2024-06-18-everyone-pays-an-invisible-cloud-tax-50-of-online-6evb — Everyone pays an invisible cloud tax — 50% of online-service revenue goes to the cloud
2024-06-18-open-source-clouds-failed-until-crypto-could-attac-6evb — Open-source clouds failed until crypto could attach resources to software
2024-06-18-post-parity-akash-1-000-regions-at-cell-towers-wit-6evb — Post-parity Akash: 1,000+ regions at cell towers with 10ms latency
2024-06-18-web3-restores-the-liberty-the-web-lost-6evb — Web3 restores the liberty the web lost
2024-06-19-akash-as-a-multi-trillion-dollar-internet-of-compu-4cnx — Akash as a multi-trillion-dollar internet of compute
2024-06-19-decentralizing-compute-is-the-wedge-for-decentrali-obyj — Decentralizing compute is the wedge for decentralizing the whole stack
2024-07-22-akash-never-breaks-more-alive-than-aws-n2fw — Akash never breaks — more alive than AWS
2024-07-22-compute-controlled-by-unelected-few-is-not-the-fut-4uxq — Compute controlled by unelected few is not the future
2024-07-29-no-other-way-to-scale-globally-than-decentralizati-mbye — No other way to scale globally than decentralization; hyperscalers keep failing
2024-07-29-the-cloud-is-an-unelected-tax-we-need-decentraliza-6bac — The cloud is an unelected tax — "we need decentralization to avoid feudalism"
2024-08-12-a-2-year-window-to-decentralize-before-hyperscaler-ht4p — A \~2-year window to decentralize before hyperscalers regain the advantage
2024-09-10-akash-has-run-four-years-without-a-single-outage-ctcy — Akash has run four years without a single outage
2024-09-10-akash-is-the-first-implementation-of-an-open-sourc-aw7u — Akash is the first implementation of an open source supercloud
2024-09-10-goal-cloud-parity-with-amazon-yz36 — Goal: cloud parity with Amazon
2024-09-10-next-12-months-managed-services-marketplace-makes-ctcy — Next 12 months: managed-services marketplace makes Akash a "network of networks" and pays open-source creators
2024-09-10-the-biggest-decentralization-risk-is-who-controls-4b7j — The biggest decentralization risk is who controls the roadmap
2024-09-10-three-companies-controlling-80-of-the-cloud-is-feu-ctcy — Three companies controlling 80% of the cloud is feudalism
2024-09-20-compute-should-be-a-public-utility-like-air-and-wa-7fty — Compute should be a public utility like air and water
2024-09-20-the-cloud-tax-half-of-every-dollar-goes-to-cloud-p-dw4s — The cloud tax: half of every dollar goes to cloud providers
2024-09-25-compute-should-be-a-public-utility-like-air-and-wa-nccv — Compute should be a public utility like air and water
2024-09-25-the-cloud-tax-half-of-every-dollar-goes-to-cloud-p-h7mb — The cloud tax: half of every dollar goes to cloud providers
2024-09-26-akash-becomes-a-network-of-networks-r24m — Akash becomes a network of networks
2024-09-26-cloud-is-a-public-utility-that-must-be-decentraliz-2cbp — Cloud is a public utility that must be decentralized
2024-09-26-everyone-pays-a-hidden-cloud-tax-oqhr — Everyone pays a hidden cloud tax
2024-09-27-akash-as-the-world-s-first-decentralized-superclou-nvyx — Akash as the world's first decentralized supercloud; Nvidia its biggest user
2024-09-27-compute-should-be-as-free-as-air-and-water-axjl — Compute should be as free as air and water
2024-09-27-the-cloud-tax-50-of-every-online-service-dollar-s3nm — The cloud tax: 50% of every online-service dollar
2024-09-30-akash-50-80-cheaper-than-amazon-with-h100-access-wpes — Akash 50–80% cheaper than Amazon, with H100 access
2024-10-15-akash-is-the-world-s-first-decentralized-superclou-slzz — Akash is the world's first decentralized supercloud, 80% cheaper, used by Nvidia
2024-10-18-cloud-should-be-as-free-as-air-and-water-sbze — Cloud should be as free as air and water
2024-10-18-first-milestone-1-of-the-cloud-market-dx3n — First milestone: 1% of the cloud market
2024-10-24-akash-four-years-with-zero-downtime-vs-amazon-s-20-7k5r — Akash: four years with zero downtime vs Amazon's \~200 outages a year
2024-10-24-distributed-data-centers-need-a-decentralized-conn-kdbm — Distributed data centers need a decentralized connective layer
2024-10-24-the-internet-s-decentralized-origins-ended-with-fo-jfjv — The internet's decentralized origins ended with four companies in control
2024-10-24-the-invisible-cloud-tax-on-every-online-service-3mtm — The invisible cloud tax on every online service
2024-11-07-akash-as-the-world-s-first-decentralized-superclou-v554 — Akash as the world's first decentralized supercloud built from underutilized compute
2024-11-14-compute-should-be-as-free-as-air-and-water-ilmo — Compute should be as free as air and water
2024-11-14-five-year-vision-cloud-parity-and-a-services-netwo-qkau — Five-year vision: cloud parity and a services network with thousands of regions
2024-11-25-society-pays-an-invisible-cloud-tax-of-50-wiw5 — Society pays an invisible "cloud tax" of 50%
2024-11-26-akash-must-outlive-its-company-systems-that-run-as-5ijy — Akash must outlive its company — systems that run as designed
2024-11-26-beat-amazon-at-a-game-they-cannot-play-inside-the-ers4 — Beat Amazon at a game they cannot play — inside the home
2024-12-06-akash-four-years-zero-unplanned-downtime-aws-down-wije — Akash: four years, zero unplanned downtime; AWS down \~200 times a year
2024-12-06-compute-should-be-a-public-utility-as-free-as-the-ynyz — Compute should be a public utility, "as free as the air we breathe"
2024-12-06-the-risk-is-a-return-to-feudalism-including-secret-wbue — The risk is a return to feudalism — including secret AGI captured by the few
2025-02-04-compute-should-be-as-free-as-the-air-we-breathe-d4lr — Compute should be as free as the air we breathe
2025-02-04-four-years-live-with-zero-downtime-open-source-rel-7fzn — Four years live with zero downtime — open source reliability
2025-02-04-the-internet-was-born-decentralized-the-cloud-reve-5qlf — The internet was born decentralized — the cloud reversed it
2025-03-02-decentralization-means-removing-systemic-failure-r-t73w — Decentralization means removing systemic failure risk
2025-06-03-20-hyperscalers-is-the-mainframe-problem-all-over-jz7u — 20 hyperscalers is the mainframe problem all over again
2025-06-03-optimistic-future-10-000-anonymous-data-centers-no-tk3p — Optimistic future: 10,000 anonymous data centers, not 20
2025-06-24-enterprises-will-eventually-be-forced-to-go-distri-g6zd — Enterprises will eventually be forced to go distributed
2025-06-24-the-cloud-of-the-future-is-a-planet-wide-mesh-4jhy — The cloud of the future is a planet-wide mesh
2025-06-27-tomorrow-akash-trains-and-hosts-the-defining-model-aoqe — Tomorrow Akash trains and hosts the defining models; the cloud should be owned by all of us
2025-07-01-build-a-cloud-no-one-can-shut-down-4u5l — Build a cloud no one can shut down
2025-07-01-starcluster-phase-1-hyperscale-from-distributed-st-r2nd — Starcluster Phase 1: hyperscale from distributed star nodes (2025)
2025-07-01-the-cloud-of-the-future-is-a-planet-wide-mesh-not-scgx — The cloud of the future is a planet-wide mesh, not a place
2025-07-01-the-cloud-of-the-future-is-a-planet-wide-mesh-om3g — The cloud of the future is a planet-wide mesh
2025-07-01-the-future-isn-t-hyperscale-it-s-hyperdistributed-yg2h — The future isn't hyperscale — it's hyperdistributed
2025-07-16-massive-centralized-data-centers-are-obsolete-5n42 — Massive centralized data centers are obsolete
2025-07-31-500-us-data-centers-are-sitting-ducks-in-a-conflic-p7mv — 500 US data centers are sitting ducks in a conflict
2025-12-03-the-2017-whitepaper-called-it-cloud-hyper-centrali-l2hq — The 2017 whitepaper called it: cloud hyper-centralization is failing
2026-01-15-akash-built-the-first-ever-supercloud-draf — Akash built the first-ever supercloud
2026-01-15-we-predicted-that-the-2017-white-paper-called-the-draf — "We predicted that" — the 2017 white paper called the cloud's cost and reliability crisis
2026-04-11-cloud-should-be-priced-like-a-utility-by-a-free-ma-ffyw — Cloud should be priced like a utility — by a free market, not the state
2026-04-11-clouds-are-picking-ai-s-winners-and-losers-lxw3 — Clouds are picking AI's winners and losers
2026-04-23-cloud-demand-will-outpace-compute-supply-yzrs — Cloud demand will outpace compute supply
2026-04-23-four-year-outlook-decentralization-takes-center-st-xs2e — Four-year outlook: decentralization takes center stage
2026-04-23-half-of-every-saas-dollar-goes-to-cloud-rent-seeke-blnt — Half of every SaaS dollar goes to cloud rent-seekers
2026-07-17-every-company-will-have-their-own-ai-cloud-vljw — Every company will have their own AI cloud
2026-07-17-hyperscalers-will-join-akash-737l — Hyperscalers will join Akash
2026-07-29-akash-a-supercloud-built-from-places-clouds-don-t-k4hj — Akash: a supercloud built from places clouds don't go
2026-07-29-core-thesis-spread-compute-akash-hit-10-billion-to-k4hj — Core thesis: spread compute; Akash hit 10 billion tokens a day

## crypto-depin — 225 statements, 2018–2026

2018-03-02-2018-will-be-the-year-of-security-tokens-nnfq — 2018 will be the year of security tokens
2018-04-26-endorsement-loom-solana-solved-fundamental-scalabi-3tgz — Endorsement: Loom/Solana solved fundamental scalability and interoperability
2018-04-26-greg-is-an-early-excited-solana-loom-investor-4pjv — Greg is an early, excited Solana ("Loom") investor
2018-06-15-2018-is-blockchain-s-1996-98-no-killer-app-no-brow-eebq — 2018 is blockchain's 1996-98: no killer app, no browser yet
2018-06-15-blockchain-will-take-over-the-world-faster-than-th-eebq — Blockchain will take over the world faster than the web did
2018-08-31-the-unstoppable-web-xekn — The unstoppable web
2018-11-09-smart-contracts-on-ethereum-cost-13-000-mb-vs-25-o-pjbx — Smart contracts on Ethereum cost $13,000/MB vs \~$25 on Akash
2019-08-06-we-cracked-the-code-on-tokenized-business-models-uyqx — "We cracked the code" on tokenized business models
2020-01-12-bootstrap-the-marketplace-by-borrowing-from-the-fu-4ojj — Bootstrap the marketplace by "borrowing from the future"
2020-01-12-tokenized-open-source-software-is-the-third-open-s-4ojj — Tokenized open source software is the third open-source business model
2020-04-28-decentralized-apps-that-feel-centralized-ttu7 — Decentralized apps that feel centralized
2020-06-22-ibc-will-enable-stablecoin-payments-for-compute-n2sb — IBC will enable stablecoin payments for compute
2020-06-22-solana-smart-contracts-running-on-akash-paying-in-rifr — Solana smart contracts running on Akash, paying in AKT
2020-07-06-giving-away-5-of-the-network-to-developers-as-the-2slt — Giving away 5% of the network to developers as the bootstrap mechanism
2020-12-10-defi-front-ends-will-be-shut-down-akash-shifts-lia-oxic — DeFi front-ends will be shut down — Akash shifts liability to users
2020-12-10-ownerless-services-nodes-that-pay-for-their-own-ho-qque — "Ownerless services": nodes that pay for their own hosting
2020-12-10-stakers-will-take-20-of-hosting-fees-the-300b-math-yvbg — Stakers will take 20% of hosting fees — the $300B math
2020-12-16-compute-will-be-paid-for-in-stablecoins-not-volati-eace — Compute will be paid for in stablecoins, not volatile tokens
2020-12-20-websites-hosted-by-a-blockchain-network-at-mainnet-yqnc — Websites hosted by a blockchain network at mainnet 2
2021-01-19-pay-for-compute-with-any-token-the-end-state-7ovu — Pay for compute with any token — the end state
2021-01-20-pay-for-compute-with-any-token-the-end-state-ozyb — Pay for compute with any token — the end state
2021-01-21-ownerless-web-services-infrastructure-that-pays-fo-tmsp — Ownerless web services — infrastructure that pays for itself
2021-01-30-akash-will-be-the-first-chain-to-connect-to-the-co-7q7f — Akash will be the first chain to connect to the Cosmos Hub via IBC
2021-01-30-decentralized-protocols-will-converge-into-a-full-f45e — Decentralized protocols will converge into a full web stack
2021-02-08-cambrian-explosion-the-birth-of-a-new-cloud-cxbh — Cambrian explosion — the birth of a new cloud
2021-02-08-companies-seek-monopoly-networks-are-markets-7mqx — Companies seek monopoly; networks are markets
2021-02-08-decentralized-cloud-is-having-its-defi-moment-of-2-wn2e — Decentralized cloud is having its "DeFi moment of 2018" — big things in 2021
2021-02-08-ibc-is-data-transfer-not-token-transfer-it-will-ne-2wqp — IBC is data transfer, not token transfer — it will never stop
2021-02-19-ibc-stargate-is-a-paradigm-shift-in-how-blockchain-wbre — IBC/Stargate is a paradigm shift in how blockchains communicate
2021-03-16-inflation-subsidies-can-cut-cloud-costs-another-10-eggo — Inflation subsidies can cut cloud costs another 10x
2021-03-16-inflation-subsidies-can-cut-cloud-costs-another-10-v3pg — Inflation subsidies can cut cloud costs another 10x
2021-03-19-ownerless-services-no-human-should-control-a-web-s-gqdp — "Ownerless services": no human should control a web service
2021-03-24-cosmos-defi-breakout-within-four-to-six-months-a5fc — Cosmos DeFi breakout within four to six months
2021-03-24-ibc-is-the-tcp-ip-of-blockchains-o6cn — IBC is the TCP/IP of blockchains
2021-05-22-in-three-to-four-years-akash-becomes-a-network-tha-4bsy — In three to four years Akash becomes a network that powers 5G
2021-05-27-a-marketplace-of-decentralized-services-is-the-hol-eyf6 — A marketplace of decentralized services is the holy grail
2021-06-09-from-password-based-accounts-to-wallet-first-syste-bmtu — From password-based accounts to wallet-first systems
2021-06-09-open-marketplaces-will-be-the-defining-theme-of-we-vwj3 — Open marketplaces will be the defining theme of web3
2021-06-16-70-of-blockchain-nodes-run-on-amazon-keys-on-box-4ln6 — \~70% of blockchain nodes run on Amazon, keys on-box
2021-06-26-17-week-over-week-deployment-growth-three-months-i-3lzw — 17% week-over-week deployment growth three months in
2021-06-26-a-self-serving-fiat-free-cloud-economy-is-live-ul5n — A self-serving, fiat-free cloud economy is live
2021-06-26-dexes-are-the-most-efficient-liquidity-mechanism-i-mlta — DEXes are the most efficient liquidity mechanism in crypto
2021-06-26-interchain-defi-will-take-off-once-usdc-arrives-of25 — Interchain DeFi will take off once USDC arrives
2021-06-26-osmosis-ends-the-liquidity-vs-usability-trade-off-7tdf — Osmosis ends the liquidity-vs-usability trade-off for appchains
2021-06-26-ust-on-osmosis-will-enable-stable-currency-payment-u3mv — UST on Osmosis will enable stable-currency payments for Akash
2021-06-27-defi-s-adorable-cognitive-dissonance-uniswap-runs-75jf — DeFi's "adorable" cognitive dissonance — Uniswap runs on Amazon and Cloudflare
2021-06-27-regulators-will-come-for-defi-frontends-registered-hc24 — Regulators will come for DeFi frontends registered in founders' names
2021-07-14-ibc-will-be-adopted-far-beyond-cosmos-savl — IBC will be adopted far beyond Cosmos
2021-07-14-the-ultimate-interoperable-future-services-paying-abaa — The ultimate interoperable future: services paying for compute in their own tokens
2021-07-15-bezos-could-shut-down-ethereum-tyra — Bezos could shut down Ethereum
2021-07-15-helping-solana-scale-from-1-000-to-10-000-validato-2s46 — Helping Solana scale from 1,000 to 10,000 validators
2021-07-15-network-revenue-will-eventually-exceed-staking-rew-zvne — Network revenue will eventually exceed staking rewards
2021-08-11-a-cambrian-explosion-of-experiences-in-3-4-years-uglx — A Cambrian explosion of experiences in 3–4 years
2021-08-11-personal-decentralization-as-a-coming-trend-uglx — Personal decentralization as a coming trend
2021-08-11-web3-will-replace-web2-no-matter-what-uglx — Web3 will replace Web2 no matter what
2021-10-12-akash-is-perfect-for-daos-aiqi — Akash is perfect for DAOs
2021-10-12-permissionless-composability-applied-to-compute-wi-vxpu — Permissionless composability applied to compute will produce unimaginable apps
2022-01-05-data-services-for-daos-are-the-future-ug2g — Data services for DAOs are the future
2022-01-10-a-stable-token-is-key-to-adoption-akt-to-turn-defl-agnv — A stable token is key to adoption; AKT to turn deflationary
2022-01-13-daos-owning-physical-infrastructure-through-self-r-md3l — DAOs owning physical infrastructure through self-repaying AKT loans
2022-01-13-defi-will-shift-liability-from-the-corporate-to-th-ipqi — DeFi will shift liability "from the corporate to the common" — censorship is already starting
2022-01-13-shared-state-chains-work-until-a-scalability-thres-tzxe — Shared-state chains work until a scalability threshold forces sovereignty
2022-02-17-cosmos-wins-slowly-on-tech-and-community-rrx5 — Cosmos wins slowly, on tech and community
2022-02-17-not-a-fan-of-shared-security-the-hub-s-value-is-li-7pxl — Not a fan of shared security; the Hub's value is liquidity and service discovery
2022-04-24-akt-as-reserve-currency-of-a-1-1t-cloud-economy-vwrm — AKT as reserve currency of a $1.1T cloud economy
2022-04-24-authorized-spend-unlocks-credit-card-payments-on-a-q3go — Authorized spend unlocks credit-card payments on Akash
2022-04-24-stablecoin-minted-only-by-burning-akt-lt72 — Stablecoin minted only by burning AKT
2022-04-24-stablecoin-settlement-minted-by-burning-akt-jjxz — Stablecoin settlement minted by burning AKT
2022-04-24-usage-today-will-look-flat-versus-a-year-out-5v3x — Usage today will look flat versus a year out
2022-06-16-a-deliberately-hobbled-akt-stablecoin-designed-aga-c5zs — A deliberately hobbled AKT stablecoin, designed against death spirals
2022-06-22-chia-plotting-on-akash-10-cents-vs-40-cents-on-clo-fhg7 — Chia plotting on Akash: 10 cents vs 40 cents on cloud; AKT spend doubled in a week
2022-06-22-first-lp-on-osmosis-never-sold-an-osmo-nvbj — First LP on Osmosis, never sold an OSMO
2022-06-28-proof-of-stake-networks-are-communal-organisms-tha-ci6n — Proof-of-stake networks are communal organisms that resist takeover
2022-06-28-proof-of-stake-networks-are-communal-organisms-tha-hffd — Proof-of-stake networks are communal organisms that resist takeover
2022-06-29-bear-market-costs-drive-validators-to-decentralize-74aq — Bear-market costs drive validators to decentralized cloud
2022-07-01-one-chain-fits-all-is-dead-ibc-style-interoperabil-qngi — One chain fits all is dead; IBC-style interoperability is the way
2022-07-01-the-bear-market-is-a-build-market-next-bull-will-b-oh7t — The bear market is a build market — next bull will be a different world
2022-07-14-juno-users-will-deploy-to-akash-without-realizing-jfyb — Juno users will deploy to Akash without realizing it
2022-07-14-staking-400-akt-gets-you-a-free-server-every-month-nja2 — Staking 400 AKT gets you a free server every month
2022-07-14-the-future-is-inter-chain-jcfd — The future is inter-chain
2022-07-20-burn-mint-s-fatal-flaw-is-downturn-reconciliation-s25f — Burn-mint's fatal flaw is downturn reconciliation
2022-07-20-pegged-rate-settlement-with-validators-as-oracles-kpbc — Pegged-rate settlement with validators as oracles
2022-07-21-cosmos-will-go-way-beyond-ethereum-once-integratio-zlyp — Cosmos will go way beyond Ethereum once integration standards are solved
2022-07-21-the-interchain-experience-will-be-owned-by-cosmos-afco — The interchain experience will be owned by Cosmos
2022-07-23-akash-helium-solana-in-tandem-within-a-year-2zmv — Akash + Helium + Solana in tandem within a year
2022-07-28-incentives-should-come-after-product-market-fit-or-oukv — Incentives should come after product-market fit, or supply outstrips demand
2022-07-28-web3-must-decouple-from-finance-and-showcase-infra-7dj4 — Web3 must decouple from finance and showcase infrastructure
2022-08-03-no-single-party-profits-value-accrues-to-the-token-5deb — No single party profits — value accrues to the token
2022-08-04-bear-market-thesis-less-noise-more-signal-tlfl — Bear market thesis: less noise, more signal
2022-08-04-bridges-have-to-burn-ibc-takes-center-stage-ew5x — Bridges have to burn; IBC takes center stage
2022-08-04-defi-stood-where-cefi-failed-and-will-get-very-str-jflt — DeFi stood where CeFi failed — and will get very strong
2022-08-04-stable-settlement-coming-to-akt-within-months-6nps — Stable settlement coming to AKT within months
2022-08-06-take-income-is-blocked-by-regulation-not-engineeri-lgsz — Take income is blocked by regulation, not engineering
2022-08-12-privacy-tech-will-be-the-battleground-of-the-next-vr52 — Privacy tech will be the battleground of the next two years
2022-08-12-save-incentives-for-growth-don-t-incentivize-produ-whol — Save incentives for growth — don't incentivize product-market fit
2022-08-12-usdc-will-be-kyc-d-within-two-years-crypto-splits-2m53 — USDC will be KYC'd within two years; crypto splits into two worlds
2022-08-14-a-pos-chain-is-only-as-secure-as-its-market-cap-h7qr — A PoS chain is only as secure as its market cap
2022-08-14-akash-is-just-a-coordination-protocol-safer-by-des-xz5y — Akash is just a coordination protocol — safer by design
2022-08-14-relayers-are-structurally-safer-than-bridges-lq6b — Relayers are structurally safer than bridges
2022-08-25-infrastructure-airdrops-are-coming-4msg — Infrastructure airdrops are coming
2022-09-01-nakamoto-coefficient-needs-improvement-delegate-to-owi4 — Nakamoto coefficient needs improvement — delegate to smaller validators
2022-09-01-proof-of-stake-protocols-will-follow-chia-to-akash-mh7j — Proof-of-stake protocols will follow Chia to Akash
2022-09-08-95-cheaper-than-traditional-cloud-1-000-1-500-prov-guwl — 95% cheaper than traditional cloud; 1,000-1,500 providers coming soon
2022-09-08-don-t-incentivize-before-product-market-fit-xemu — Don't incentivize before product-market fit
2022-09-13-fiat-payments-still-root-down-to-akt-3y2y — Fiat payments still root down to AKT
2022-09-22-the-merge-validates-akash-s-early-bets-on-pos-cosm-j2cz — The Merge validates Akash's early bets on PoS, Cosmos, Kubernetes
2022-09-26-incentivizing-pre-product-market-fit-ruins-the-dat-3to4 — Incentivizing pre-product-market-fit ruins the data
2022-09-26-on-chain-incentives-will-open-a-new-era-for-akash-dk3n — On-chain incentives will open a new era for Akash
2022-09-29-web3-s-base-layer-is-under-assault-need-self-sover-mqz6 — Web3's base layer is under assault; need self-sovereign RPC
2022-10-04-50-of-the-global-1000-on-blockchain-crypto-by-2027-235g — 50% of the Global 1000 on blockchain/crypto by 2027
2022-10-04-akt-price-is-a-security-function-not-an-investment-xflo — AKT price is a security function, not an investment
2022-10-04-crypto-node-concentration-on-big-cloud-is-a-system-vghc — Crypto-node concentration on Big Cloud is a systemic risk
2022-10-04-enterprise-churn-comes-from-missing-web3-native-no-ppl5 — Enterprise churn comes from missing web3-native, non-custodial infrastructure
2022-10-04-from-20-to-80-cosmos-penetration-within-12-months-77g5 — From 20% to 80% Cosmos penetration within 12 months; DoD and drug-design users
2022-10-04-walmart-s-10-000-edge-data-centers-jnsi — Walmart's 10,000 edge data centers
2022-10-06-smart-contracts-will-own-deployments-no-humans-in-b3ez — Smart contracts will own deployments — no humans in the middle
2022-10-20-fortune-50s-are-building-web3-teams-bear-market-is-ofsw — Fortune 50s are building web3 teams; bear market is good for Akash
2022-10-20-the-next-bull-run-will-be-mainstream-adoption-asxx — The next bull run will be mainstream adoption
2022-11-03-usdc-payments-with-a-20-take-fee-that-buys-and-bur-sve3 — USDC payments with a \~20% take-fee that buys and burns AKT
2022-11-11-a-cloud-hosted-blockchain-is-a-disruption-waiting-cvuv — A cloud-hosted blockchain is a disruption waiting to happen
2022-11-11-a-dao-could-fund-gpu-data-centers-that-pay-back-in-aec3 — A DAO could fund GPU data centers that pay back in months
2022-11-11-enterprise-adoption-will-catalyze-the-next-bull-ru-xhjo — Enterprise adoption will catalyze the next bull run
2022-11-11-node-hosting-coming-with-a-bang-gpus-next-n7n5 — Node hosting "coming with a bang," GPUs next
2022-11-17-enterprise-demand-deals-within-6-12-months-2vwz — Enterprise demand deals within 6-12 months
2022-12-01-cosmos-ibc-interoperability-will-take-center-stage-5ajd — Cosmos IBC interoperability will take center stage
2022-12-05-development-should-be-financed-by-the-chain-not-th-yunw — Development should be financed by the chain, not the company
2023-01-13-composability-and-shared-security-get-solved-in-20-7s5h — Composability and shared security get solved in 2023; ATOM top 10 "easy"
2023-01-13-usdc-stable-settlement-with-an-akt-take-and-burn-t-g7w4 — USDC stable settlement with an AKT take-and-burn tax
2023-02-01-a-fully-verifiable-on-chain-world-within-one-to-tw-bmg5 — A fully verifiable on-chain world within one to two years
2023-02-01-cross-chain-dao-deployments-on-akash-within-six-mo-nlcl — Cross-chain DAO deployments on Akash within six months
2023-02-01-crypto-s-access-and-base-layers-are-not-decentrali-pf4a — Crypto's access and base layers are not decentralized
2023-02-01-daos-owning-deployments-eliminates-the-human-attac-tygi — DAOs owning deployments eliminates the human attack vector
2023-02-01-us-military-embraced-secret-network-and-akash-with-4hln — US military embraced Secret Network and Akash within 30 days of the ban
2023-02-18-bull-market-returns-in-2025-yuxf — Bull market returns in 2025
2023-02-18-the-next-narrative-is-real-yield-q7qy — The next narrative is "real yield"
2023-02-18-there-is-no-decentralization-without-open-source-b5h2 — There is no decentralization without open source
2023-02-25-letting-akash-borrow-security-from-bitcoin-ngzr — Letting Akash borrow security from Bitcoin
2023-02-25-studio-driven-chains-risk-losing-decentralization-k7nr — Studio-driven chains risk losing decentralization
2023-03-30-about-30-of-cosmos-runs-on-akash-pjh2 — About 30% of Cosmos runs on Akash
2023-03-30-incentives-only-after-product-market-fit-wfjx — Incentives only after product-market fit
2023-05-17-gpu-protectionism-and-kyc-are-coming-but-the-proto-2t3f — GPU protectionism and KYC are coming — but the protocol stays permissionless
2023-06-10-ai-will-catch-a-market-rally-in-the-next-1-2-years-qw6z — AI will catch a market rally in the next 1-2 years
2023-06-10-not-hard-to-see-a-100x-bdl6 — Not hard to see a 100x
2023-09-06-crypto-is-the-sustainability-layer-for-open-source-y7l5 — Crypto is the sustainability layer for open source
2023-09-25-bringing-ai-to-crypto-is-imperative-not-optional-adn4 — Bringing AI to crypto is imperative, not optional
2023-09-25-crypto-sources-supply-ai-sources-demand-that-s-the-adn4 — Crypto sources supply, AI sources demand — that's the marriage
2023-09-28-akash-incentives-can-sustain-1-000-1-500-idle-a100-bqhh — Akash incentives can sustain 1,000–1,500 idle A100s
2023-09-28-seamless-crypto-ux-will-arrive-like-tcp-ip-won-net-6exe — Seamless crypto UX will arrive like TCP/IP won networking
2023-09-29-cosmos-style-sovereign-chains-will-surpass-ethereu-63ky — Cosmos-style sovereign chains will surpass Ethereum in 5-10 years
2023-09-29-evm-insecurity-is-the-root-of-crypto-s-exploits-wyum — EVM insecurity is the root of crypto's exploits
2023-09-29-without-non-crypto-use-cases-crypto-will-not-make-cvtl — Without non-crypto use cases, crypto "will not make it"
2023-10-26-app-chain-regret-use-shared-chains-first-scale-to-sjdh — App-chain regret: use shared chains first, scale to sovereignty later
2023-12-11-crypto-saves-ai-web3-gives-ai-its-rails-t6ni — Crypto saves AI; Web3 gives AI its rails
2023-12-11-gpu-leases-as-tradable-nfts-a-futures-market-for-c-t6ni — GPU leases as tradable NFTs — a futures market for compute
2023-12-18-akash-makes-more-in-fees-than-ripple-dogecoin-card-54w4 — Akash makes more in fees than Ripple, Dogecoin, Cardano
2023-12-18-depins-over-incentivized-supply-and-under-optimize-pcsa — DePINs over-incentivized supply and under-optimized demand
2023-12-19-akash-out-earns-graph-helium-and-livepeer-combined-anzn — Akash out-earns Graph, Helium, and Livepeer combined — pre-incentives
2023-12-19-progressive-decentralization-is-a-fallacy-xqzg — Progressive decentralization is a fallacy
2023-12-19-the-depin-incentivize-supply-first-thesis-is-false-nlb2 — The DePIN "incentivize supply first" thesis is false
2023-12-19-ultimate-vision-bitcoin-secures-akash-zudd — Ultimate vision: Bitcoin secures Akash
2024-01-09-300m-in-on-chain-incentives-to-bootstrap-gpu-suppl-wnqg — $300M in on-chain incentives to bootstrap GPU supply, pilot Q1 2024
2024-01-09-validate-demand-before-incentivizing-supply-or-inc-xkfa — Validate demand before incentivizing supply, or incentives lead to waste
2024-01-16-crypto-is-incentive-on-steroids-bfpp — Crypto is incentive on steroids
2024-01-16-post-etf-fundamentals-will-reprice-crypto-bfpp — Post-ETF, fundamentals will reprice crypto
2024-01-16-tokenized-open-source-a-sustainability-model-the-w-bfpp — Tokenized open source — a sustainability model the world has never seen
2024-02-14-blockchains-create-permanent-systems-that-outlive-klnh — Blockchains create permanent systems that outlive their creators
2024-02-14-crypto-is-saving-ai-an-a100-for-1-10-on-akash-klnh — "Crypto is saving AI" — an A100 for $1.10 on Akash
2024-02-14-crypto-is-the-only-sustainable-model-for-open-sour-klnh — Crypto is the only sustainable model for open-source infrastructure
2024-02-14-scam-heuristics-investor-facing-sites-buzzwords-cl-klnh — Scam heuristics: investor-facing sites, buzzwords, closed source
2024-03-19-helium-paid-him-500k-for-a-300-box-why-akash-is-pr-3c7c — Helium paid him \~$500k for a $300 box — why Akash is pre-incentives
2024-03-27-ai-needs-crypto-more-than-crypto-needs-ai-ygr4 — AI needs crypto more than crypto needs AI
2024-03-30-open-systems-don-t-need-token-mergers-xaoo — Open systems don't need token mergers
2024-05-20-the-unbanked-billion-will-be-akash-s-next-users-5bup — The unbanked billion will be Akash's next users
2024-06-09-ip-addresses-are-scarcer-than-gold-an-ip-coin-some-ha5w — IP addresses are scarcer than gold — an "IP coin" someday
2024-06-09-self-regulate-or-the-regulators-will-bibi — Self-regulate or the regulators will
2024-06-13-bitcoin-should-be-the-mother-chain-securing-akash-snyw — Bitcoin should be the mother chain securing Akash
2024-06-14-tokenized-open-source-will-be-the-third-open-sourc-yeu6 — Tokenized open source will be the third open source business model
2024-06-18-ai-is-the-killer-use-case-for-crypto-6evb — AI is the killer use case for crypto
2024-06-18-washington-policymakers-already-know-akash-as-depi-6evb — Washington policymakers already know Akash as DePIN-meets-AI
2024-07-17-does-open-source-agi-need-a-token-not-yet-but-bitt-ajq2 — Does open-source AGI need a token? "Not yet" — but Bittensor's emissions fund open AI
2024-07-22-akash-saw-the-gpu-era-coming-in-its-2018-whitepape-nruq — Akash saw the GPU era coming in its 2018 whitepaper
2024-07-22-no-incentives-without-verification-io-net-as-the-c-usra — No incentives without verification — io.net as the cautionary tale
2024-08-02-block-rewards-will-buy-the-network-properties-you-ryon — Block rewards will buy the network properties you want, Helium-style
2024-09-10-crypto-onboarding-loses-95-of-would-be-akash-users-ctcy — Crypto onboarding loses 95% of would-be Akash users
2024-09-18-long-term-bitcoin-thesis-hedge-against-runaway-inf-aeyh — Long-term Bitcoin thesis: hedge against runaway inflation
2024-09-26-depin-will-put-crypto-center-stage-beyond-defi-nyjp — DePIN will put crypto center stage beyond DeFi
2024-09-26-on-device-keys-would-change-the-game-forever-sav4 — On-device keys would change the game forever
2024-09-30-long-term-bitcoin-thesis-hedge-against-runaway-inf-zohz — Long-term Bitcoin thesis: hedge against runaway inflation
2024-10-01-don-t-pay-dollar-priced-hardware-in-volatile-token-m5pq — Don't pay dollar-priced hardware in volatile tokens
2024-10-01-incentives-without-verification-get-you-sybil-atta-cqni — Incentives without verification get you Sybil-attacked to death
2024-10-02-akash-at-50-utilization-while-rival-gpu-networks-s-tra3 — Akash at \~50% utilization while rival GPU networks sit under 1%
2024-10-15-governance-stake-should-be-participation-not-capit-fnjs — Governance stake should be participation, not capital
2024-10-24-akash-four-years-live-zero-unplanned-outages-order-clti — Akash: four years live, zero unplanned outages, order-of-magnitude yearly growth
2024-11-09-fractionalized-model-ownership-will-kick-start-a-r-adxs — Fractionalized model ownership will kick-start a revolution
2024-11-19-babylon-turns-bitcoin-from-a-money-chain-into-an-a-ptuf — Babylon turns Bitcoin from a money chain into an application-powering chain
2024-11-19-bitcoin-security-so-akash-can-withstand-a-nation-s-7xxn — Bitcoin security so Akash can withstand a nation-state attack
2024-11-25-akash-revenue-up-1700-yoy-since-gpus-launched-57yo — Akash revenue up 1700% YoY since GPUs launched
2024-11-25-depin-is-the-savior-of-crypto-and-will-dominate-th-wd5e — DePIN is the savior of crypto and will dominate the conversation
2024-11-26-bitcoin-at-200-000-a-year-from-now-xm7o — Bitcoin at $200,000 a year from now
2024-11-26-decentralization-s-spectrum-begins-with-open-sourc-nqbm — Decentralization's spectrum begins with open source and ends with energy sourcing
2024-12-18-akash-created-the-depin-category-1700-yoy-growth-6j25 — Akash created the DePIN category; 1700% YoY growth
2025-01-31-tokenized-model-ownership-with-royalties-4skz — Tokenized model ownership with royalties
2025-03-02-borrowing-security-from-bitcoin-lb2s — Borrowing security from Bitcoin
2025-03-02-studio-driven-chains-risk-losing-decentralization-t74k — Studio-driven chains risk losing decentralization
2025-04-02-depin-plus-defi-creates-new-financial-assets-to-fu-ozyi — DePIN plus DeFi creates new financial assets to fund home compute
2025-04-18-a-peer-to-peer-marketplace-is-the-only-way-to-get-drgb — A peer-to-peer marketplace is the only way to get chips
2025-06-24-starbonds-fractional-on-chain-ownership-of-ai-infr-vrhp — Starbonds: fractional on-chain ownership of AI infrastructure
2025-06-27-akash-vs-render-permissionless-and-on-chain-vs-clo-7vwi — Akash vs Render: permissionless and on-chain vs closed and off-chain
2025-06-27-starbonds-are-capital-democratization-for-compute-q76c — Starbonds are capital democratization for compute
2025-07-01-star-bonds-fractional-on-chain-ownership-of-comput-gvgy — Star Bonds: fractional on-chain ownership of compute
2025-07-01-starbonds-fractional-on-chain-ownership-of-ai-infr-l57b — Starbonds: fractional on-chain ownership of AI infrastructure with up to 6.4x ROI
2025-07-01-starbonds-nft-rack-ownership-paying-on-chain-ai-re-hf4d — Starbonds: NFT rack ownership paying on-chain AI revenue
2025-07-01-up-to-6-4x-roi-36-7-44-8-irr-tiers-75m-first-issua-77hh — Up to 6.4x ROI; 36.7-44.8% IRR tiers; $75M first issuance
2025-08-02-compute-for-token-model-guarantees-future-inferenc-glxu — Compute-for-token model guarantees future inference revenue
2025-08-02-enormous-money-in-decentralized-ai-in-the-next-1-2-ywge — Enormous money in decentralized AI in the next 1-2 years; Gensyn trains 10,000 models
2025-10-10-decentralize-what-is-abundant-and-idle-75iy — Decentralize what is abundant and idle
2025-10-10-tokens-are-rocket-fuel-not-cruise-fuel-yq5m — Tokens are rocket fuel, not cruise fuel
2025-10-20-a-blockchain-without-decentralization-is-just-a-re-m5ch — A blockchain without decentralization "is just a really bad database"
2025-10-20-sovereign-chain-economics-are-unsustainable-withou-b47q — Sovereign-chain economics are unsustainable without massive volume
2025-10-20-staking-will-evolve-from-security-to-direct-exposu-2vin — Staking will evolve from security to direct exposure to AI compute
2025-12-03-the-cosmos-model-failed-sovereignty-before-product-cwl6 — The Cosmos model failed: sovereignty before product-market fit
2026-03-28-ai-crypto-convergence-forced-by-energy-and-privacy-7zc2 — AI-crypto convergence forced by energy and privacy crises
2026-03-28-meme-coins-are-done-for-fundamentals-lead-the-reco-vlpq — Meme coins are done for; fundamentals lead the recovery
2026-04-23-only-1-2-of-gpus-on-incentive-driven-depin-network-bwdn — Only 1-2% of GPUs on incentive-driven DePIN networks are real
2026-04-23-stablecoins-become-de-facto-lopt — Stablecoins become de facto

## decentralized-ai — 165 statements, 2020–2026

2020-12-10-defi-and-machine-learning-first-enterprise-later-t-frdf — DeFi and machine learning first, enterprise later (the S3 playbook)
2021-04-09-the-cloud-is-the-biggest-impediment-to-ai-soht — The cloud is the biggest impediment to AI
2022-10-20-private-deployments-enclaves-and-ml-on-akash-gpus-7icm — Private deployments, enclaves, and ML on Akash GPUs
2022-11-03-web3-and-generative-ai-will-converge-s2kn — Web3 and generative AI will converge
2022-11-11-ai-is-the-future-of-humanity-few-companies-can-t-c-rmz7 — AI is the future of humanity — few companies can't control its supply
2022-11-17-lots-of-value-exchanged-on-akash-from-ml-in-the-ve-3ngp — Lots of value exchanged on Akash from ML in the very short future
2022-12-01-ai-x-generative-art-whole-nft-series-in-hours-art-ldbh — AI x generative art: whole NFT series in hours, art commoditized by GPUs
2023-02-18-12-month-mission-akash-the-best-platform-for-ai-wo-wrgo — 12-month mission: Akash the best platform for AI workloads
2023-02-25-akash-ai-in-45-days-best-ai-developer-product-not-lkee — Akash AI in 45 days — best AI developer product, not a crypto product
2023-03-30-web3-is-the-supply-ai-is-the-demand-ed4b — Web3 is the supply, AI is the demand
2023-05-09-gpus-as-the-power-of-the-future-must-be-decentrali-4f2k — GPUs as the power of the future must be decentralized
2023-06-10-machine-learning-is-very-centralized-decentralizin-2bzk — Machine learning is very centralized — decentralizing it is extremely hard
2023-06-10-whoever-controls-gpus-controls-the-world-ai-must-b-3ljj — Whoever controls GPUs controls the world; AI must be in the hands of people
2023-06-15-akash-runs-15-000-models-render-runs-one-r32u — Akash runs 15,000 models; Render runs one
2023-06-15-an-explosion-in-machine-learning-on-akash-ja7q — An explosion in machine learning on Akash
2023-06-15-decentralized-gpu-networks-will-invisibly-power-ai-bu7g — Decentralized GPU networks will invisibly power AI
2023-08-31-geo-distributed-training-works-on-akash-lkdu — Geo-distributed training works on Akash
2023-09-06-resilience-kill-the-company-the-network-lives-y7l5 — Resilience: kill the company, the network lives
2023-09-25-decentralized-solutions-will-win-ai-not-centralize-adn4 — Decentralized solutions will win AI, not centralized ones
2023-09-25-the-commons-should-own-agi-adn4 — The commons should own AGI
2023-09-29-1-of-global-gdp-will-go-to-machine-learning-that-s-ssqz — \~1% of global GDP will go to machine learning; that's Akash's success metric
2023-09-29-akash-was-built-for-machine-learning-from-the-2017-v57i — Akash was built for machine learning from the 2017 white paper
2023-09-29-centralized-ai-leads-to-feudalism-make-sure-everyo-e7xz — Centralized AI leads to feudalism; make sure everyone has chips
2023-10-26-first-foundation-model-trained-on-a-decentralized-whzc — First foundation model trained on a decentralized cloud; centralized-superiority "going to be debunked"
2023-10-26-gpus-are-the-new-oil-sovereign-ai-3b7r — GPUs are the new oil; sovereign AI
2023-10-28-akash-is-the-only-functional-supercloud-6hue — Akash is the only functional supercloud
2023-10-28-gpu-gatekeepers-serving-shareholders-not-humanity-nebt — GPU gatekeepers serving shareholders, not humanity
2023-12-11-akash-will-be-the-platform-of-choice-for-decentral-t6ni — Akash will be the platform of choice for decentralized ML
2023-12-18-on-chain-ai-is-at-least-5-6-years-away-gmer — On-chain AI is at least 5-6 years away
2024-01-09-ai-access-is-controlled-by-a-few-players-not-a-fut-mqj2 — AI access is controlled by a few players — not a future to accept
2024-01-16-for-the-first-time-crypto-has-something-amazon-doe-bfpp — For the first time, crypto has something Amazon doesn't
2024-03-02-crypto-is-saving-ai-not-the-other-way-around-w7e3 — Crypto is saving AI, not the other way around
2024-03-19-crypto-networks-are-better-positioned-to-prevent-s-ndur — Crypto networks are better positioned to prevent Skynet than corporate boards
2024-03-19-full-stack-decentralization-not-one-layer-virq — Full-stack decentralization, not one layer
2024-03-19-general-purpose-compute-verification-is-unsolved-z-zz3h — General-purpose compute verification is unsolved; ZK is 40 minutes per image
2024-03-27-the-app-layer-captures-the-most-value-users-of-nvi-nxmt — The app layer captures the most value; users of Nvidia beat Nvidia
2024-03-30-bittensor-is-the-orchestration-layer-for-ai-xoer — Bittensor is the orchestration layer for AI
2024-05-20-an-unstoppable-machine-run-gpu-network-bcwz — An unstoppable machine-run GPU network
2024-05-20-first-foundation-model-trained-on-a-decentralized-fk56 — First foundation model trained on a decentralized network
2024-05-29-decentralized-training-is-starting-to-work-mqe7 — Decentralized training is starting to work
2024-05-29-nobody-has-solved-distributed-training-r2ih — Nobody has solved distributed training
2024-06-09-decentralized-training-research-is-promising-ltdc — Decentralized training research is promising
2024-06-09-nobody-has-solved-distributed-ml-training-ae6s — Nobody has solved distributed ML training
2024-06-13-decentralized-training-on-heterogeneous-compute-is-c3jp — Decentralized training on heterogeneous compute is promising
2024-06-14-ai-on-blockchain-is-a-reality-now-vgbt — AI on blockchain is a reality now
2024-06-18-bittensor-s-emissions-already-rival-openai-s-reven-6evb — Bittensor's emissions already rival OpenAI's revenue
2024-06-18-nobody-who-discovers-asi-will-share-it-so-asi-acce-6evb — Nobody who discovers ASI will share it — so ASI access must be a public utility
2024-06-19-ai-concentration-leads-to-a-feudalistic-society-jhzb — AI concentration leads to a feudalistic society
2024-06-19-no-one-has-solved-federated-learning-on-heterogene-mb6i — No one has solved federated learning on heterogeneous GPUs
2024-06-19-separation-of-compute-from-state-5pyp — Separation of compute from state
2024-07-17-crack-distributed-training-and-we-crack-agi-much-s-kxug — Crack distributed training and we crack AGI much sooner
2024-07-22-agi-should-be-decentralized-but-current-trajectory-4wtm — AGI should be decentralized — but current trajectory says otherwise
2024-07-22-akash-is-the-only-network-offering-on-demand-h100s-4hyy — Akash is the only network offering on-demand H100s at reasonable prices
2024-07-22-compute-should-be-a-common-good-shared-clusters-wi-34ka — Compute should be a common good; shared clusters will drive cost down
2024-07-22-federated-learning-on-distributed-clusters-is-live-wobc — Federated learning on distributed clusters is live via Prime Intellect and DiLoCo
2024-08-02-akash-is-the-de-facto-standard-for-decentralized-a-np2z — Akash is the de facto standard for decentralized AI
2024-08-02-the-notion-that-decentralized-systems-cannot-be-fa-sqao — "The notion that decentralized systems cannot be fast is just wrong" — and real products already prove it
2024-08-06-we-cannot-rely-on-centralized-ai-overlords-4j5v — We cannot rely on centralized AI overlords
2024-09-10-firmest-conviction-your-fridge-will-contribute-to-ctcy — Firmest conviction: your fridge will contribute to a global machine learning machine
2024-09-18-crypto-enables-data-sovereignty-for-ai-5a76 — Crypto enables data sovereignty for AI
2024-09-20-without-decentralization-we-become-peasants-under-uhby — Without decentralization, we become peasants under digital lords
2024-09-25-nvidia-integration-and-decentralized-training-cust-7hdz — Nvidia integration and decentralized training customers
2024-09-25-without-decentralization-we-become-peasants-under-w272 — Without decentralization, we become peasants under digital lords
2024-09-26-distributed-training-puzzle-being-solved-on-akash-mjn4 — Distributed training puzzle being solved on Akash
2024-09-26-private-ai-over-chatgpt-for-personal-data-abhi — Private AI over ChatGPT for personal data
2024-09-27-digital-feudalism-corporations-rationing-who-gets-nc77 — Digital feudalism: corporations rationing who gets to do AI
2024-09-27-nvidia-is-akash-s-biggest-user-and-its-only-crypto-ngtw — Nvidia is Akash's biggest user and its only crypto protocol
2024-09-30-crypto-enables-data-sovereignty-for-ai-gjff — Crypto enables data sovereignty for AI
2024-10-01-the-future-of-akash-verification-is-tee-a-reversal-u6xq — The future of Akash verification is TEE (a reversal he concedes)
2024-10-02-the-ai-crossroads-digital-lords-vs-the-people-tra3 — The AI crossroads: digital lords vs. the people
2024-10-15-decentralization-and-transparency-are-needed-to-un-myvv — Decentralization and transparency are needed to understand model bias
2024-10-15-most-data-lives-on-personal-devices-decentralizati-a22s — Most data lives on personal devices; decentralization unlocks it without breaking privacy
2024-10-15-permissionless-peer-to-peer-membership-removes-the-hm2n — Permissionless peer-to-peer membership removes the bound on compute scale
2024-10-16-five-unelected-people-controlled-the-world-s-most-4w5l — Five unelected people controlled the world's most powerful AI
2024-10-16-the-biggest-risk-society-faces-is-digital-feudalis-vlqa — The biggest risk society faces is digital feudalism
2024-10-16-whoever-gets-agi-first-will-keep-it-yjsw — Whoever gets AGI first will keep it
2024-10-18-agi-more-likely-from-many-small-models-than-one-bi-7cce — AGI more likely from many small models than one bigger model
2024-10-18-decentralized-networks-will-challenge-hyperscalers-ie6r — Decentralized networks will challenge hyperscalers
2024-10-24-by-cosmoverse-2025-a-100b-to-1t-parameter-decentra-clra — By Cosmoverse 2025: a 100B-to-1T parameter decentralized model, and reactors under construction
2024-10-24-concentration-of-power-plus-ai-leads-to-digital-fe-n65j — Concentration of power plus AI leads to digital feudalism
2024-10-24-data-centers-in-space-and-they-ll-be-decentralized-6tgv — Data centers in space — and they'll be decentralized
2024-10-24-decentralized-training-has-been-cracked-and-it-hap-4pkn — Decentralized training has been cracked, and it happened on Akash
2024-10-24-decentralized-training-works-and-it-s-happening-on-6lqv — Decentralized training works — and it's happening on Akash
2024-10-24-fractionalized-model-ownership-is-the-missing-ai-b-flw4 — Fractionalized model ownership is the missing AI business model
2024-11-09-agi-centralization-means-digital-feudalism-42c5 — AGI centralization means digital feudalism
2024-11-09-crypto-can-pool-capital-to-train-frontier-models-5-x6ai — Crypto can pool capital to train frontier models (\~$50M for a Llama)
2024-11-14-gpu-scarcity-even-for-the-richest-idle-gpus-are-th-jzab — GPU scarcity even for the richest; idle GPUs are the answer
2024-11-19-ai-will-be-the-most-important-layer-of-life-for-mo-j6zt — AI will be the most important layer of life for most people
2024-11-19-decouple-intelligence-from-the-state-like-bitcoin-u75w — Decouple intelligence from the state, like Bitcoin decoupled money
2024-11-19-host-a-model-pay-with-bitcoin-secure-on-bitcoin-br-arnn — Host a model, pay with Bitcoin, secure on Bitcoin — bringing intelligence to Bitcoin
2024-11-25-deai-summer-arrives-mid-2025-p6vt — "DeAI summer" arrives mid-2025
2024-11-25-distributed-training-is-a-few-generations-behind-a-qwta — Distributed training is a few generations behind and catching up fast
2024-11-26-decentralized-ai-will-shine-by-mid-2025-qukb — Decentralized AI will shine by mid-2025
2024-11-26-internet-scale-training-10b-now-then-100b-then-a-t-zqd2 — Internet-scale training: 10B now, then 100B, then a trillion parameters
2024-12-06-nous-research-s-distro-cracked-decentralized-train-2gag — Nous Research's DisTrO cracked decentralized training on Akash
2024-12-18-5-of-global-gdp-will-be-spent-on-ai-compute-by-203-j4ax — 5% of global GDP will be spent on AI compute by 2030
2024-12-18-own-ai-or-be-owned-by-it-xc4v — Own AI or be owned by it
2025-01-02-decentralized-ai-goes-mainstream-by-mid-2025-76yh — Decentralized AI goes mainstream by mid-2025
2025-01-02-nuclear-can-t-arrive-in-time-distributed-training-76yh — Nuclear can't arrive in time — distributed training is the answer
2025-01-31-agi-is-possible-on-chain-not-in-private-labs-h3np — AGI is possible on-chain, not in private labs
2025-01-31-deepseek-accelerates-deai-summer-expect-a-uniswap-gpe3 — DeepSeek accelerates "DeAI summer" — expect a Uniswap moment
2025-01-31-five-year-window-for-decentralization-to-go-mainst-yqt2 — Five-year window for decentralization to go mainstream
2025-01-31-synthetic-data-broke-the-data-ceiling-and-accelera-4fve — Synthetic data broke the data ceiling and accelerated AGI
2025-02-04-digital-feudalism-corporations-will-dictate-who-ge-5nsr — Digital feudalism: corporations will dictate who gets to do AI
2025-02-04-nvidia-is-akash-s-biggest-user-the-only-crypto-pro-xk67 — Nvidia is Akash's biggest user — the only crypto protocol it uses
2025-02-26-crypto-is-the-only-framework-to-monetize-open-ai-6wn2 — Crypto is the only framework to monetize open AI
2025-03-02-akash-ai-in-45-days-the-best-ai-developer-product-ti43 — Akash AI in 45 days — the best AI developer product, not a crypto product
2025-03-17-decentralization-is-how-you-disrupt-openai-pnus — Decentralization is how you disrupt OpenAI
2025-04-02-distributed-training-over-the-internet-just-became-w7ms — Distributed training over the internet just became real
2025-04-11-distributed-training-got-solved-three-months-ago-o-pcq4 — Distributed training got solved three months ago — on Akash
2025-04-11-in-a-couple-of-years-it-will-be-obvious-ai-can-onl-tst3 — In a couple of years it will be obvious: AI can only scale decentralized
2025-04-18-ai-access-will-create-a-feudal-society-if-left-con-gelb — AI access will create a feudal society if left concentrated
2025-04-18-decentralized-ai-is-close-to-catching-up-with-cent-rxdl — Decentralized AI is close to catching up with centralized AI
2025-04-18-decentralized-training-of-frontier-models-is-not-p-bglh — Decentralized training of frontier models is not possible today
2025-04-18-machine-learning-must-be-decentralized-and-owned-b-4kxc — Machine learning must be decentralized and owned by the public
2025-04-18-your-data-trains-gpt-for-free-data-sovereignty-sho-nir6 — Your data trains GPT for free — data sovereignty should be a primitive
2025-05-13-decentralized-ai-takes-off-mid-2025-every-layer-of-j2w6 — Decentralized AI "takes off" mid-2025; every layer of AI will decentralize
2025-05-13-distributed-training-just-broke-the-co-location-re-j2w6 — Distributed training just broke the co-location requirement
2025-06-03-distributed-training-is-in-its-gpt-3-era-limited-o-soyr — Distributed training is in its GPT-3 era, limited only by compute
2025-06-03-hyper-bullish-on-decentralized-ai-as-the-fix-for-t-4zy2 — "Hyper bullish" on decentralized AI as the fix for the energy crisis
2025-06-03-inference-will-be-much-larger-than-training-oaee — Inference will be much larger than training
2025-06-24-decentralize-ai-s-foundation-before-it-ossifies-womh — Decentralize AI's foundation before it ossifies
2025-06-24-decentralized-training-isn-t-the-future-it-s-the-p-moyj — Decentralized training "isn't the future, it's the present"
2025-06-24-open-compute-as-national-strategy-and-line-of-defe-l3uo — Open compute as national strategy and line of defense
2025-06-27-in-six-months-decentralized-training-went-from-vis-rqld — In six months decentralized training went from vision to proven path
2025-07-01-2025-broke-the-decentralized-ai-is-impossible-assu-y6sg — 2025 broke the "decentralized AI is impossible" assumption
2025-07-01-decentralization-is-a-national-security-advantage-lpot — Decentralization is a national-security advantage
2025-07-01-decentralize-ai-s-foundation-before-it-ossifies-flcp — Decentralize AI's foundation before it ossifies
2025-07-01-decentralized-training-already-works-at-405b-scale-bubc — Decentralized training already works at 405B scale
2025-07-01-inference-today-fine-tuning-tomorrow-training-soon-hu7v — Inference today, fine-tuning tomorrow, training soon after
2025-07-01-restoring-model-control-communities-keep-models-al-vx36 — Restoring model control — communities keep models alive
2025-07-16-distributed-infrastructure-decentralizes-opportuni-ikqp — Distributed infrastructure decentralizes opportunity
2025-07-31-distributed-training-hits-gpt-3-level-by-end-of-ye-p7mv — Distributed training hits GPT-3 level by end of year
2025-07-31-the-fix-is-changing-the-math-875x-less-communicati-p7mv — The fix is changing the math: 875x less communication
2025-07-31-traditional-ai-now-accepts-decentralized-training-p7mv — Traditional AI now accepts decentralized training: five papers at ICML
2025-08-02-decentralized-ai-is-the-only-way-no-new-energy-for-mgok — Decentralized AI is the only way — no new energy for four years
2025-08-02-distributed-training-becomes-reality-this-year-sta-53mo — Distributed training becomes reality this year; state-of-the-art by \~2027
2025-08-02-high-conviction-3-5-years-for-decentralized-ai-or-6qaf — High conviction: 3-5 years for decentralized AI, or never
2025-08-02-token-incentives-could-out-compete-openai-53mo — Token incentives could out-compete OpenAI
2025-08-02-we-re-about-to-blow-up-very-soon-4li4 — "We're about to blow up very soon"
2025-10-10-a-truly-decentralized-trained-model-within-6-12-mo-hcw6 — A truly decentralized-trained model within 6-12 months
2025-10-10-continuous-gpu-verification-is-unsolved-and-akash-qhy4 — Continuous GPU verification is unsolved — and Akash is close
2025-10-20-post-upgrade-roadmap-verifiable-compute-and-vms-wi-wdcy — Post-upgrade roadmap: verifiable compute and VMs, with demand to follow
2025-10-20-we-re-not-bitcoin-we-re-ai-the-ai-market-demands-r-iwjc — "We're not Bitcoin, we're AI" — the AI market demands rapid change
2025-11-04-a-15b-parameter-llm-was-trained-over-the-public-in-5kwu — A 15B-parameter LLM was trained over the public internet, matching centralized accuracy
2025-11-04-energy-gated-compute-means-centralization-by-defau-zmo6 — Energy-gated compute means centralization by default
2025-11-04-the-internet-itself-can-be-the-training-cluster-i2uz — The internet itself can be the training cluster
2025-11-04-we-re-expanding-who-gets-to-build-turning-idleness-jh5l — We're expanding who gets to build — turning idleness into intelligence
2025-12-03-decentralized-inference-is-complete-vaporware-toda-rzac — Decentralized inference is complete vaporware (today)
2025-12-03-most-decentralized-ai-is-junk-ignore-closed-source-axah — Most decentralized AI is junk; ignore closed source and off-chain projects
2025-12-03-tees-solve-verifiability-and-confidentiality-at-20-mtg6 — TEEs solve verifiability and confidentiality at \~20% overhead
2025-12-03-the-holy-grail-contribute-your-computer-to-a-train-4336 — The holy grail: contribute your computer to a training run, get tokens back
2025-12-03-there-is-no-other-future-that-s-not-decentralized-c4fa — There is no other future that's not decentralized
2026-02-12-crypto-ai-isn-t-dead-distributed-training-will-hit-zwzz — Crypto AI isn't dead — distributed training will "hit you hard"
2026-02-12-distributed-training-is-at-its-gpt-2-moment-km27 — Distributed training is at its GPT-2 moment
2026-02-24-distributed-training-will-be-a-thing-big-labs-moat-cqpu — Distributed training will be a thing; big labs' moat in doubt
2026-03-28-distributed-training-becomes-a-thing-in-6-months-t-xvxn — Distributed training becomes a thing in 6 months to a year
2026-04-11-distributed-training-takes-center-stage-53kl — Distributed training takes center stage
2026-04-11-every-lab-is-looking-at-it-mainstage-in-a-couple-o-zz6s — Every lab is looking at it — mainstage in a couple of years, GPUs on farmland
2026-04-23-a-70b-model-no-longer-needs-meta-s-data-centers-ri5t — A 70B model no longer needs Meta's data centers
2026-04-23-distributed-training-reaches-state-of-the-art-in-2-6gku — Distributed training reaches state of the art in 2-3 years
2026-04-23-if-we-rely-on-these-companies-for-intelligence-we-tglf — If we rely on these companies for intelligence, we lost as a society
2026-04-23-moratoriums-and-energy-limits-will-force-distribut-ot5q — Moratoriums and energy limits will force distributed training
2026-07-17-heterogeneous-compute-unlocks-decentralized-networ-acoo — Heterogeneous compute unlocks decentralized networks
2026-07-29-training-now-works-on-distributed-heterogeneous-ne-k4hj — Training now works on distributed, heterogeneous networks

## energy-ai — 129 statements, 2018–2026

2018-04-26-a-single-bitcoin-transaction-powers-an-american-ho-qm4e — A single Bitcoin transaction powers an American house for a week
2018-04-26-solar-panels-heating-water-while-hashing-an-early-p3rn — Solar panels heating water while hashing — an early energy-compute convergence vision
2021-06-09-decentralizing-compute-decentralizes-energy-consum-eind — Decentralizing compute decentralizes energy consumption
2022-01-05-wasted-renewable-overage-in-texas-can-power-akash-7bsy — Wasted renewable overage in Texas can power Akash data centers
2022-07-01-decentralized-systems-look-inward-for-efficiency-n-d4k6 — Decentralized systems look inward for efficiency, not outward expansion
2022-10-13-mission-equitable-computing-and-a-greener-planet-kj2j — Mission: equitable computing and a greener planet
2022-12-01-decentralized-cloud-is-inherently-greener-sell-cap-6q2u — Decentralized cloud is inherently greener — sell capacity that's already burning carbon
2022-12-11-efficiency-over-expansion-reuse-deployed-compute-ln7f — Efficiency over expansion — reuse deployed compute
2023-02-16-decentralization-is-a-global-energy-efficiency-pla-4nxt — Decentralization is a global energy-efficiency play; "web3 is greener"
2023-02-25-web3-is-greener-it-s-about-efficiency-dk6t — Web3 is greener — it's about efficiency
2023-10-28-compute-is-a-logical-abstraction-of-energy-dpdx — Compute is a logical abstraction of energy
2023-12-18-5-of-global-gdp-will-be-spent-on-ai-compute-by-203-yruv — \~5% of global GDP will be spent on AI compute by \~2030
2024-05-20-the-real-bottleneck-is-power-not-compute-z4hd — The real bottleneck is power, not compute
2024-06-19-next-frontier-a-truly-decentralized-power-market-3x7z — Next frontier: a truly decentralized power market
2024-10-16-by-2030-20-of-us-electricity-will-be-consumed-by-a-7oiu — By 2030, 20% of US electricity will be consumed by AI
2024-10-16-training-compute-is-scaling-to-gigawatt-clusters-i-rnhv — Training compute is scaling to gigawatt clusters — it is going to be nuclear
2024-10-24-ai-s-power-curve-50mw-on-diesel-today-250mw-next-t-vbgr — AI's power curve: 50MW on diesel today, 250MW next, then 1.2GW — only nuclear can feed it
2024-11-09-ai-power-needs-grow-half-an-order-of-magnitude-per-nofg — AI power needs grow half an order of magnitude per year — beyond 1GW means nuclear
2024-11-09-ai-will-consume-20-of-the-us-grid-by-2030-lmxa — AI will consume 20% of the US grid by 2030
2024-11-09-type-1-civilization-in-his-lifetime-acvw — Type 1 civilization in his lifetime
2024-11-14-ai-will-have-to-go-nuclear-qeim — AI will have to go nuclear
2024-11-25-ai-energy-needs-grow-5x-per-year-with-model-size-e6yd — AI energy needs grow 5x per year with model size
2024-11-25-in-two-years-training-a-frontier-model-will-need-a-j66f — In two years, training a frontier model will need a nuclear reactor
2024-11-25-only-china-can-build-reactors-fast-enough-energy-i-5mh4 — Only China can build reactors fast enough; energy is the ignored bottleneck
2025-01-02-50mw-today-250mw-in-2026-1-2gw-the-year-after-76yh — 50MW today, 250MW in 2026, 1.2GW the year after
2025-01-02-ai-is-hitting-a-wall-with-energy-growing-5x-a-year-76yh — AI is hitting a wall with energy, growing \~5x a year
2025-01-02-everyone-will-produce-energy-locally-and-compute-l-76yh — Everyone will produce energy locally and compute locally
2025-01-31-single-data-center-training-caps-out-in-two-years-vcy7 — Single-data-center training caps out in two years; distributed training is the only way out
2025-03-17-centralized-ai-training-hits-an-energy-cap-in-two-n6te — Centralized AI training hits an energy cap in two years
2025-03-17-skeptical-of-hyperscale-buildout-growth-is-in-sub-trnh — Skeptical of hyperscale buildout; growth is in sub-10MW data centers
2025-04-02-ai-training-energy-doubles-every-two-years-bhkt — AI training energy doubles every two years
2025-04-02-centralized-data-centers-are-a-national-security-l-q34p — Centralized data centers are a national-security liability
2025-04-02-existing-sources-won-t-cut-it-ai-takes-2-8-of-glob-dqo7 — Existing sources won't cut it; AI takes 2-8% of global energy
2025-04-02-inference-math-150-calls-person-day-by-2040-energy-ugwt — Inference math: \~150 calls/person/day by 2040, energy growing 37%/year
2025-04-02-kardashev-type-1-in-his-lifetime-55az — Kardashev Type 1 in his lifetime
2025-04-02-memphis-colossus-runs-on-gas-and-it-s-poisoning-th-qk5v — Memphis Colossus runs on gas, and it's poisoning the city
2025-04-11-ai-will-consume-2-of-global-energy-within-15-years-romv — AI will consume 2% of global energy within 15 years — conservatively
2025-04-11-china-will-out-accelerate-the-us-on-ai-because-it-rjfs — China will out-accelerate the US on AI because it has the energy
2025-04-11-no-free-nuclear-reactors-left-and-no-way-to-build-5bro — No free nuclear reactors left — and no way to build new ones in time
2025-04-11-training-power-doubles-every-two-years-900mw-model-badr — Training power doubles every two years — 900MW models by 2028
2025-04-11-we-are-burning-fossil-fuels-to-make-ai-xai-memphis-g55k — We are burning fossil fuels to make AI — xAI Memphis
2025-05-13-2-million-small-solar-data-centers-by-2040-could-s-j2w6 — \~2 million small solar data centers by 2040 could solve the global energy problem
2025-05-13-ai-heading-to-150-prompts-day-per-user-and-8-of-gl-j2w6 — AI heading to \~150 prompts/day per user and \~8% of global energy by 2040
2025-05-13-by-2030-or-sooner-we-run-out-of-energy-to-train-ne-j2w6 — By 2030 or sooner, we run out of energy to train new models
2025-05-13-solar-rooftops-can-power-the-distributed-training-j2w6 — Solar rooftops can power the distributed-training nodes
2025-05-13-xai-s-memphis-data-center-draws-150-mw-but-gets-on-j2w6 — xAI's Memphis data center draws \~150 MW but gets only \~7 MW from the grid
2025-06-03-ai-will-consume-8-of-global-energy-by-2040-2hzi — AI will consume \~8% of global energy by 2040
2025-06-03-gpus-are-a-wrapper-on-energy-rp4n — GPUs are a wrapper on energy
2025-06-03-the-energy-demand-cannot-be-met-the-only-solution-qjor — The energy demand cannot be met — the only solution is distribution
2025-06-03-within-six-years-only-nuclear-reactors-can-power-a-oaee — Within six years, only nuclear reactors can power a frontier training run
2025-06-03-xai-memphis-runs-on-burning-gas-not-the-grid-slfu — xAI Memphis runs on burning gas, not the grid
2025-06-24-ai-will-consume-30-of-us-energy-by-2030-lrl7 — AI will consume 30% of US energy by 2030
2025-06-24-by-2028-ai-data-centers-could-use-12-of-the-us-gri-ppgi — By 2028 AI data centers could use 12% of the US grid
2025-06-24-by-2030-only-nuclear-scale-power-can-train-a-state-yped — By 2030 only nuclear-scale power can train a state-of-the-art model
2025-06-24-compute-migrates-to-the-greenest-cheapest-power-yxec — Compute migrates to the greenest, cheapest power
2025-06-24-decentralization-will-unlock-small-untapped-energy-4suk — Decentralization will unlock small, untapped energy sources
2025-06-24-kardashev-math-civilization-needs-500x-today-s-ene-jurk — Kardashev math: civilization needs 500x today's energy
2025-06-24-states-that-don-t-innovate-on-energy-policy-will-b-yacd — States that don't innovate on energy policy will be left behind
2025-06-24-watts-are-the-new-silicon-pvzk — "Watts are the new silicon"
2025-06-27-compute-as-a-grid-balancing-asset-following-clean-pn46 — Compute as a grid-balancing asset following clean power
2025-06-27-data-centers-to-12-of-us-electricity-by-2028-44-of-uj4n — Data centers to 12% of US electricity by 2028; 44% of new grid load
2025-06-27-kardashev-type-one-needs-500x-today-s-energy-ai-is-uuff — Kardashev Type One needs 500x today's energy; AI is the new fire
2025-06-27-the-chips-are-ready-the-circuits-aren-t-watts-are-o3fk — The chips are ready, the circuits aren't — watts are the new silicon
2025-07-01-a-type-1-civilization-emerges-from-a-network-of-mi-ai5b — A Type 1 civilization emerges from a network of millions, not one cloud provider
2025-07-01-ai-could-eat-12-of-the-us-grid-by-2028-the-bottlen-o3xz — AI could eat 12% of the US grid by 2028 — the bottleneck is electricity
2025-07-01-compute-that-follows-green-energy-train-in-arizona-ogvy — Compute that follows green energy: train in Arizona sun, infer on Kansas wind
2025-07-01-flip-the-model-power-attracts-compute-lvzm — Flip the model: power attracts compute
2025-07-01-kardashev-type-one-requires-500x-today-s-global-en-4ho5 — Kardashev Type One requires 500x today's global energy
2025-07-01-the-1-gigawatt-ai-cloud-doesn-t-need-one-building-wvpi — The 1-gigawatt AI cloud doesn't need one building
2025-07-01-us-data-centers-could-hit-12-of-the-grid-by-2028-4-se2g — US data centers could hit 12% of the grid by 2028; 40% of new AI data centers underpowered by 2026
2025-07-01-watts-are-the-new-silicon-w7lx — Watts are the new silicon
2025-07-04-data-centers-now-face-10-year-interconnection-queu-i2zv — Data centers now face 10-year interconnection queues
2025-07-05-ai-will-consume-30-of-us-energy-by-2030-pbi4 — AI will consume 30% of US energy by 2030
2025-07-05-by-2030-training-frontier-models-requires-gigawatt-exax — By 2030, training frontier models requires gigawatt supply — nuclear is the only way
2025-07-05-jevons-paradox-efficiency-will-only-increase-ai-us-wv23 — Jevons paradox: efficiency will only increase AI usage
2025-07-05-microgrids-at-the-edge-interacting-peer-to-peer-dq6o — Microgrids at the edge, interacting peer-to-peer
2025-07-05-utility-scale-ai-power-means-a-nuclear-reactor-not-dkww — Utility-scale AI power means a nuclear reactor, not solar
2025-07-16-ai-power-usage-to-hit-165-326-twh-by-2028-7ceh — AI power usage to hit 165–326 TWh by 2028
2025-07-31-china-builds-a-nuclear-reactor-s-worth-of-solar-ev-p7mv — China builds a nuclear reactor's worth of solar every two days; America's edge is decentralization
2025-07-31-doe-s-12-by-2028-data-center-forecast-is-conservat-p7mv — DOE's 12%-by-2028 data-center forecast is conservative; reality is 30-35%
2025-07-31-don-t-bring-power-to-the-ai-let-the-ai-go-to-the-p-p7mv — Don't bring power to the AI — let the AI go to the power source
2025-07-31-every-ai-company-is-adding-one-more-us-state-of-em-p7mv — Every AI company is adding one more US state of emissions
2025-07-31-musk-s-50-million-gpus-make-every-official-forecas-p7mv — Musk's 50 million GPUs make every official forecast look quaint
2025-07-31-rooftop-solar-is-the-cheapest-energy-a-texas-ranch-p7mv — Rooftop solar is the cheapest energy: a Texas ranch roof yields \~80 kW
2025-07-31-there-are-no-free-reactors-in-america-p7mv — There are no free reactors in America
2025-08-02-doe-508-twh-12-of-us-energy-for-ai-by-2028-7fjn — DOE: \~508 TWh, 12% of US energy for AI by 2028
2025-08-02-gartner-40-of-ai-data-centers-out-of-power-by-2026-n4js — Gartner: 40% of AI data centers out of power by 2026
2025-08-02-gpt-6-7-will-be-trained-by-a-nuclear-powered-data-ceg6 — GPT-6/7 will be trained by a nuclear-powered data center
2025-08-02-move-the-ai-workload-to-the-energy-energy-aware-sc-faww — Move the AI workload to the energy: energy-aware scheduling on Akash
2025-08-02-rolling-blackouts-by-next-year-xf6a — Rolling blackouts by next year
2025-08-02-stargate-s-carbon-two-thirds-of-vermont-ax3y — Stargate's carbon \= two-thirds of Vermont
2025-08-02-states-with-ev-mandates-will-suffer-most-under-ai-65hc — States with EV mandates will suffer most under AI load
2025-08-02-the-grid-is-so-fragile-he-s-going-fully-off-grid-tm6n — The grid is so fragile he's going fully off-grid
2025-10-10-a-nuclear-reactor-per-training-run-by-2030-aa2e — A nuclear reactor per training run by 2030
2025-10-10-ai-centralization-is-spiking-energy-prices-only-de-45f2 — AI centralization is spiking energy prices; only decentralization can coordinate it
2025-11-04-ai-is-becoming-the-substrate-of-civilization-but-f-qejs — AI is becoming the substrate of civilization — but foundations need power
2025-11-04-by-2028-data-centers-take-up-to-12-of-us-electrici-rbpl — By 2028, data centers take up to 12% of US electricity; 40% of AI data centers power-stalled by 2026
2025-11-04-schedulers-follow-the-sun-and-wind-ai-becomes-a-gr-omc6 — Schedulers follow the sun and wind — AI becomes a grid asset
2025-11-04-small-modular-data-centers-next-to-renewables-puzz-myix — Small modular data centers next to renewables — puzzle pieces, not megaprojects
2025-12-03-data-centers-are-running-out-of-power-40-by-2026-ruwp — Data centers are running out of power — 40% by 2026
2025-12-03-forget-waiting-on-nuclear-the-sun-is-the-reactor-a-plo3 — Forget waiting on nuclear — the sun is the reactor, and homes are the way
2025-12-03-move-the-workload-to-where-the-energy-is-4sgf — Move the workload to where the energy is
2026-02-12-ai-as-the-grid-s-load-balancer-the-problem-is-tran-p6hz — AI as the grid's load balancer — the problem is transmission, not generation
2026-02-12-crypto-ai-and-energy-converge-into-one-load-balanc-zz72 — Crypto, AI and energy converge into one load-balanced system
2026-02-12-gpus-were-the-tip-of-the-iceberg-memory-storage-en-pppy — GPUs were the tip of the iceberg — memory, storage, energy next
2026-02-24-agent-energy-usage-isn-t-priced-into-forecasts-bul-hgx4 — Agent energy usage isn't priced into forecasts — bullish distributed training
2026-02-24-ai-power-demand-roughly-doubling-by-2030-ucjp — AI power demand roughly doubling by 2030
2026-02-24-coreweave-crashed-on-energy-not-chips-aayy — CoreWeave crashed on energy, not chips
2026-02-24-energy-can-t-scale-like-data-centers-isa4 — Energy can't scale like data centers
2026-02-24-energy-is-the-dark-horse-of-ai-zmv2 — Energy is the dark horse of AI
2026-02-24-northern-virginia-grid-unreliable-by-june-2027-aayy — Northern Virginia grid unreliable by June 2027
2026-03-28-china-adds-a-nuclear-reactor-of-solar-every-36-hou-kbuk — China adds a nuclear reactor of solar every 36 hours; the US can't catch up
2026-03-28-extending-residential-solar-to-ai-training-is-the-e67q — Extending residential solar to AI training is the winning move
2026-03-28-training-energy-doubles-every-2-years-gigawatt-sca-hi5v — Training energy doubles every \~2 years; gigawatt-scale training by 2030
2026-04-11-a-gpu-abstracts-energy-you-can-t-transmit-b2df — A GPU abstracts energy you can't transmit
2026-04-11-ai-s-shortage-cascade-chips-memory-energy-d7th — AI's shortage cascade: chips → memory → energy
2026-04-11-bitcoin-as-a-global-energy-load-balancer-ai-is-nex-ahtf — Bitcoin as a global energy load balancer — AI is next
2026-04-11-the-energy-wall-is-here-openai-cancellations-and-a-hxwl — The energy wall is here: OpenAI cancellations and a GDP giveback
2026-04-23-chips-quadruple-yearly-energy-has-4-14-year-lead-t-gz2g — Chips quadruple yearly; energy has 4-14 year lead times
2026-04-23-homes-as-power-plants-for-ai-cvxk — Homes as power plants for AI
2026-04-23-space-data-centers-become-real-in-3-5-years-if-ene-7bp4 — Space data centers become real in 3-5 years if energy isn't solved
2026-04-23-the-grid-was-never-designed-for-edge-generation-bhiv — The grid was never designed for edge generation
2026-04-23-the-sun-is-a-giant-nuclear-reactor-we-waste-renewa-46e5 — The sun is a giant nuclear reactor we waste; renewables should train AI
2026-04-23-we-called-gpu-scarcity-then-energy-scarcity-every-6ftj — We called GPU scarcity, then energy scarcity — every resource AI touches gets scarce
2026-07-17-14-year-turbine-lead-times-are-pausing-mega-projec-xszb — 14-year turbine lead times are pausing mega-projects
2026-07-17-congress-testimony-distributed-data-centers-as-the-lnag — Congress testimony: distributed data centers as the fix
2026-07-17-gigawatt-data-centers-by-2028-29-hit-the-nuclear-w-67xx — Gigawatt data centers by 2028-29 hit the nuclear wall
2026-07-29-announced-data-center-projects-are-stalling-a-cris-k4hj — Announced data-center projects are stalling — "a crisis beyond historical proportions"
2026-07-29-we-underpredicted-the-ai-energy-crunch-k4hj — "We underpredicted" the AI energy crunch

## gpu-economics — 248 statements, 2018–2026

2018-06-15-ten-million-servers-sit-comatose-while-76-struggle-eebq — Ten million servers sit comatose while 76% struggle with cloud costs
2018-11-09-85-of-server-capacity-sits-underutilized-wydh — 85% of server capacity sits underutilized
2018-11-10-85-of-server-capacity-sits-unused-h64d — 85% of server capacity sits unused
2018-11-10-akash-can-cut-cloud-prices-50-now-90-at-scale-m7ub — Akash can cut cloud prices 50% now, 90% at scale
2020-01-12-85-of-capacity-in-4-8-million-data-centers-is-unus-4ojj — 85% of capacity in 4.8 million data centers is unused
2020-01-12-compute-can-t-be-commoditized-it-s-like-diamonds-n-4ojj — Compute can't be commoditized — "it's like diamonds, not like gold"
2020-01-12-for-batch-workloads-cheap-enough-compute-makes-lat-4ojj — For batch workloads, cheap enough compute makes latency irrelevant
2020-06-22-machine-learning-is-akash-s-biggest-use-case-10x-c-6vqn — Machine learning is Akash's biggest use case, \~10x cost advantage
2020-12-16-85-of-data-center-capacity-sits-idle-across-8-2-mi-eace — 85%+ of data-center capacity sits idle across \~8.2 million data centers
2021-01-19-launch-pricing-2-3x-below-market-on-bare-metal-znnb — Launch pricing 2-3x below market on bare metal
2021-01-20-launch-pricing-2-3x-below-market-on-bare-metal-53rw — Launch pricing 2-3x below market on bare metal
2021-01-30-ai-companies-pay-20-of-margins-to-amazon-data-cent-regu — AI companies pay \~20% of margins to Amazon; data centers sit underutilized
2021-03-16-20-of-ai-company-margins-go-to-the-cloud-6yge — 20% of AI company margins go to the cloud
2021-03-16-20-of-ai-company-margins-go-to-the-cloud-cmko — 20% of AI company margins go to the cloud
2021-03-16-ai-companies-idle-gpu-clusters-become-a-peer-to-pe-6yge — AI companies' idle GPU clusters become a peer-to-peer cloud
2021-03-16-ai-companies-idle-gpu-clusters-become-a-peer-to-pe-cmko — AI companies' idle GPU clusters become a peer-to-peer cloud
2021-03-19-20-of-ai-company-margins-go-to-cloud-bills-uie6 — \~20% of AI-company margins go to cloud bills
2021-03-19-proof-of-stake-transitions-will-flood-the-market-w-fprl — Proof-of-stake transitions will flood the market with GPUs for Akash
2021-03-19-the-peer-to-peer-cloud-ml-clusters-earn-akt-in-dow-2exc — The peer-to-peer cloud: ML clusters earn AKT in downtime
2021-03-24-the-peer-to-peer-machine-learning-cloud-zau3 — The peer-to-peer machine learning cloud
2021-04-09-a-futures-market-and-hft-bots-for-compute-pytg — A futures market and HFT bots for compute
2021-04-09-a-power-grid-model-ai-companies-sell-idle-gpus-bac-ksdj — A power-grid model: AI companies sell idle GPUs back to the network
2021-04-09-ethereum-s-move-to-proof-of-stake-will-flood-the-m-ipsc — Ethereum's move to proof of stake will flood the market with GPUs for AI
2021-05-12-85-of-data-center-compute-sits-unused-bsm3 — 85% of data-center compute sits unused
2021-05-12-akash-will-launch-the-world-s-first-gpu-marketplac-bsm3 — Akash will launch "the world's first GPU marketplace" fed by post-Merge Ethereum GPUs
2021-05-12-post-merge-mining-hardware-becomes-useless-without-bsm3 — Post-Merge mining hardware becomes useless without a compute marketplace
2021-05-27-ethereum-s-pos-switch-strands-gpu-infrastructure-a-xvgp — Ethereum's PoS switch strands GPU infrastructure — a huge AI opportunity
2021-05-27-we-ll-buy-stranded-gpus-at-half-price-for-the-ai-m-aw43 — We'll buy stranded GPUs at half price for the AI market
2021-05-28-ethereum-s-merge-will-strand-miner-gpus-akash-will-3njm — Ethereum's merge will strand miner GPUs — Akash will absorb them
2021-05-28-the-invisible-amazon-tax-on-machine-learning-3njm — The invisible Amazon tax on machine learning
2021-05-29-85-of-capacity-in-8-4-million-data-centers-is-idle-x6ih — 85% of capacity in 8.4 million data centers is idle; 8-10x cheaper than Amazon
2021-05-29-world-s-first-open-gpu-marketplace-coming-customer-tcwd — World's first open GPU marketplace coming — customers spend $1-2M/month on GPUs
2021-06-09-20-of-ai-companies-margins-go-to-amazon-xun6 — 20% of AI companies' margins go to Amazon
2021-06-09-ethereum-s-proof-of-stake-shift-will-unlock-enormo-bhqf — Ethereum's proof-of-stake shift will unlock enormous GPU supply
2021-06-22-ethereum-s-merge-will-strand-miner-gpus-akash-will-ftgz — Ethereum's merge will strand miner GPUs — Akash will absorb them
2021-06-22-the-invisible-amazon-tax-on-machine-learning-7cwg — The invisible Amazon tax on machine learning
2021-06-27-akash-costs-one-third-to-one-fourth-of-centralized-nyza — Akash costs one-third to one-fourth of centralized cloud
2021-07-14-85-90-of-data-centers-are-idle-akash-costs-one-thi-2fvx — 85-90% of data centers are idle; Akash costs one-third of Amazon
2021-07-14-gpu-marketplace-in-6-months-will-be-the-holy-grail-digi — GPU marketplace in \~6 months will be "the holy grail"
2021-07-14-gpus-are-ai-s-biggest-cost-20-of-ai-companies-marg-dgv3 — GPUs are AI's biggest cost — \~20% of AI companies' margins go to Amazon
2021-07-15-gpus-on-akash-in-the-next-few-months-n34l — GPUs on Akash "in the next few months"
2021-09-11-85-of-data-center-capacity-sits-unused-zvnr — 85% of data center capacity sits unused
2021-10-08-gpu-support-on-akash-coming-in-about-six-months-z27c — GPU support on Akash coming in about six months
2021-10-12-half-of-saas-margins-go-to-amazon-bkdm — Half of SaaS margins go to Amazon
2021-10-12-half-to-one-fifth-the-cost-of-amazon-pkwh — Half to one-fifth the cost of Amazon
2021-10-12-ml-on-akash-in-six-months-fueled-by-the-ethereum-m-qs2s — ML on Akash in six months, fueled by the Ethereum merge's stranded GPUs
2021-12-15-akash-is-one-third-to-one-fifth-the-price-of-aws-d-mxcm — Akash is one-third to one-fifth the price of AWS, driving miner arbitrage
2021-12-15-akash-plans-a-futures-market-for-compute-hs5m — Akash plans a futures market for compute
2021-12-22-the-ethereum-merge-will-flood-the-market-with-gpus-lcf4 — The Ethereum merge will flood the market with GPUs for Akash
2022-01-10-gpus-on-akash-in-three-to-five-months-bklv — GPUs on Akash in three to five months
2022-01-10-post-merge-ethereum-miners-will-repurpose-gpus-ont-sjcc — Post-merge Ethereum miners will repurpose GPUs onto Akash
2022-01-13-akash-compute-at-one-fifth-to-one-third-of-market-7qxh — Akash compute at one-fifth to one-third of market price
2022-06-16-general-purpose-gpu-cloud-spec-ready-20-customers-q5ts — General-purpose GPU cloud: spec-ready, 20 customers, no one has done it
2022-06-29-akash-gpus-20-50-cheaper-than-market-jigw — Akash GPUs 20-50% cheaper than market
2022-06-29-merge-will-strand-enormous-gpu-capacity-oneu — Merge will strand enormous GPU capacity
2022-07-07-ethereum-merge-gpus-will-be-akash-s-unique-value-p-5q74 — Ethereum merge GPUs will be Akash's unique value proposition
2022-07-14-gpu-machine-learning-workloads-are-the-next-market-wa2u — GPU/machine-learning workloads are the next market after PMF
2022-07-25-post-merge-gpus-as-akash-s-unique-value-propositio-6s3w — Post-merge GPUs as Akash's unique value proposition
2022-07-28-eth-merge-will-flood-akash-with-cheap-gpus-txm7 — ETH merge will flood Akash with cheap GPUs
2022-08-18-gpu-hpc-on-akash-will-undercut-cloud-by-20-30-thpd — GPU/HPC on Akash will undercut cloud by 20-30%
2022-08-18-gpus-managed-services-will-be-a-paradigm-shift-for-jrko — GPUs + managed services will be a paradigm shift for Akash
2022-08-18-over-85-of-the-world-s-compute-sits-unused-ko5v — Over 85% of the world's compute sits unused
2022-09-15-gpu-on-kubernetes-prototype-worked-timeline-hostag-shgf — GPU-on-Kubernetes prototype worked; timeline hostage to upstream
2022-10-04-akash-costs-about-95-cheaper-than-your-traditional-77g5 — "Akash costs about 95% cheaper than your traditional Amazon"
2022-10-04-gpus-coming-to-akash-within-three-months-kmlj — GPUs coming to Akash within three months
2022-10-13-globally-distributed-gpu-clusters-mean-massive-cos-glav — Globally distributed GPU clusters mean massive cost reduction from reused hardware
2022-10-13-gpu-marketplace-prototype-by-end-of-2022-lfoi — GPU marketplace prototype by end of 2022
2022-10-20-gpus-are-the-next-mainnet-milestone-oknr — GPUs are the next mainnet milestone
2022-10-28-gpus-are-the-superiority-play-an-open-gpu-market-t-vitj — GPUs are the superiority play: an open GPU market the cloud doesn't have
2022-10-28-gpus-will-be-akash-s-netflix-moment-ppuz — GPUs will be Akash's "Netflix moment"
2022-10-28-society-doesn-t-have-enough-gpus-for-even-immediat-fkfr — Society doesn't have enough GPUs for even immediate AI adoption
2022-11-03-19b-of-idle-ethereum-mining-gpus-to-unlock-2g5g — $19B of idle Ethereum-mining GPUs to unlock
2022-11-03-gpu-demand-is-doubling-every-four-months-nqvr — GPU demand is doubling every four months
2022-11-03-training-stable-diffusion-600k-cheaper-on-akash-m6bh — Training Stable Diffusion: \~$600k, cheaper on Akash
2022-11-11-19b-of-post-merge-gpus-need-a-market-and-akash-is-v4lo — $19B of post-merge GPUs need a market — and Akash is ready
2022-11-11-generative-ai-compute-demand-doubling-every-four-m-fueo — Generative AI compute demand doubling every four months
2022-11-13-gpus-at-5x-price-akash-uniquely-taps-unused-genera-nmpg — GPUs at 5x price; Akash uniquely taps unused general-purpose GPU capacity
2022-11-17-19b-of-gpus-unlocked-from-ethereum-mining-akash-po-uwj6 — $19B of GPUs unlocked from Ethereum mining, Akash positioned to capture them
2022-11-17-ai-will-be-akash-s-biggest-demand-driver-gpu-need-fb64 — AI will be Akash's biggest demand driver; GPU need doubling every four months
2022-11-21-gpus-move-akash-from-parity-to-superiority-via-the-jqg3 — GPUs move Akash from parity to superiority via the first open GPU market
2022-11-21-gpus-will-be-akash-s-netflix-moment-fa72 — GPUs will be Akash's Netflix moment
2022-12-11-cloud-repatriation-40x-savings-building-in-house-g-p3ub — Cloud repatriation: 40x savings building in-house GPUs
2023-01-13-19b-of-ethereum-mining-gpus-sit-idle-post-merge-ak-mjs7 — \~$19B of Ethereum-mining GPUs sit idle post-merge — Akash will target them
2023-01-13-gpus-on-akash-within-three-months-ai-avatar-apps-a-jols — GPUs on Akash within three months; AI avatar apps as first killer demand
2023-01-13-the-cloud-is-breaking-down-under-ai-gpu-scarcity-indd — The cloud is breaking down under AI GPU scarcity
2023-01-20-gpus-coming-to-akash-within-six-months-maybe-even-5tp7 — GPUs coming to Akash within six months — maybe even to secure Bitcoin
2023-02-01-gpus-are-next-on-akash-yykm — GPUs are next on Akash
2023-02-16-a100s-five-week-waits-and-concentrated-ownership-wftk — A100s: five-week waits and concentrated ownership
2023-02-16-ai-demand-grows-10x-every-six-months-decentralize-oh3q — AI demand grows 10x every six months; decentralize or few companies control AI
2023-02-18-ai-complexity-is-doubling-every-six-months-gvvt — AI complexity is doubling every six months
2023-02-18-akash-gpu-market-to-launch-with-at-least-20-000-gp-azwa — Akash GPU market to launch with at least 20,000 GPUs
2023-02-18-chip-costs-to-rise-five-times-from-protectionism-t-6m5f — Chip costs to rise five times from protectionism/TSMC relocation
2023-02-18-gpu-prices-will-get-worse-not-better-izhp — GPU prices will get worse, not better
2023-02-25-900-000-ethereum-merge-gpus-to-come-online-during-36e6 — 900,000 Ethereum-merge GPUs to come online during 2023
2023-02-25-a100s-at-0-50-hour-vs-4-on-traditional-cloud-eumg — A100s at $0.50/hour vs. $4 on traditional cloud
2023-02-25-gpu-demand-doubling-every-3-5-months-gpt-4-at-a-tr-i2lg — GPU demand doubling every 3.5 months; GPT-4 at a trillion parameters
2023-03-30-ai-workloads-will-dominate-akash-on-cost-1-hr-a100-bccd — AI workloads will dominate Akash on cost: $1/hr A100s vs $4 on AWS
2023-05-09-akash-will-be-the-only-place-ml-devs-can-get-h100s-fxu7 — Akash will be the only place ML devs can get H100s
2023-05-09-gpus-are-the-new-oil-the-new-gold-f5ou — GPUs are the new oil / the new gold
2023-05-12-akash-as-the-only-cloud-with-h100s-no-longer-just-fiak — Akash as the only cloud with H100s — no longer just the cheap alternative
2023-05-12-clouds-selectively-gatekeep-high-end-gpus-openai-g-v2lz — Clouds selectively gatekeep high-end GPUs; OpenAI got a leg up
2023-05-12-ml-companies-should-own-their-own-gpus-for-soverei-2uxj — ML companies should own their own GPUs for sovereignty
2023-05-12-nvidia-is-a-software-company-not-a-hardware-compan-rdbi — Nvidia is a software company, not a hardware company
2023-05-17-gpu-supply-won-t-catch-demand-for-years-n5h4 — GPU supply won't catch demand for years
2023-05-17-gpus-are-the-new-oil-d5ak — GPUs are the new oil
2023-06-03-gpus-are-the-blood-for-ai-whoever-controls-gpus-co-w6pn — GPUs are the blood for AI; whoever controls GPUs controls AI
2023-06-03-the-ethereum-merge-unleashed-19b-of-idle-gpus-as-c-7jsc — The Ethereum merge unleashed $19B of idle GPUs as centralized infrastructure crumbles
2023-06-10-ai-wave-means-exponential-compute-demand-z5xh — AI wave means exponential compute demand
2023-06-10-akash-launches-gpus-from-a-position-of-strength-b6dj — Akash launches GPUs from a position of strength
2023-06-10-chip-market-to-grow-10x-to-400b-in-nine-years-cfop — Chip market to grow \~10x to $400B in nine years
2023-06-10-chips-are-the-new-oil-stwy — Chips are the new oil
2023-06-10-gpu-costs-and-demand-both-rising-for-years-due-to-dh7e — GPU costs and demand both rising for years due to geopolitics
2023-06-10-gpu-scarcity-makes-a-secondary-market-inevitable-ynds — GPU scarcity makes a secondary market inevitable
2023-06-12-ai-compute-market-will-be-worth-trillions-xkaj — AI compute market will be worth trillions
2023-06-12-airbnb-for-data-centers-t52c — Airbnb for data centers
2023-06-12-from-cheap-cloud-to-access-cloud-ngoh — From cheap cloud to access cloud
2023-06-15-1-5t-ai-spend-vs-a-200m-market-cap-3wxi — $1.5T AI spend vs a $200M market cap
2023-06-15-akash-as-the-world-s-first-open-gpu-secondary-mark-wd7a — Akash as the world's first open GPU secondary market
2023-06-15-gpus-are-the-oil-for-ai-supply-chain-broken-for-2-lbkj — GPUs are the oil for AI; supply chain broken for 2-5 years
2023-08-31-akash-is-the-most-capable-gpu-cloud-p3ap — Akash is the most capable GPU cloud
2023-08-31-amd-is-at-least-two-years-behind-nvidia-ygki — AMD is at least two years behind Nvidia
2023-08-31-best-amd-chips-will-land-on-akash-before-any-cloud-zuoi — Best AMD chips will land on Akash before any cloud
2023-08-31-nvidia-is-deliberately-fragmenting-the-gpu-market-64jo — Nvidia is deliberately fragmenting the GPU market
2023-08-31-openai-can-t-buy-gpus-proof-of-demand-wnvv — OpenAI can't buy GPUs — proof of demand
2023-09-06-1-5-trillion-ai-spend-in-the-next-five-years-y7l5 — $1.5 trillion AI spend in the next five years
2023-09-06-gpus-are-the-oil-for-ai-shortage-lasts-2-5-years-y7l5 — GPUs are the oil for AI; shortage lasts 2–5 years
2023-09-25-akash-is-the-airbnb-for-high-end-gpus-adn4 — Akash is the Airbnb for high-end GPUs
2023-09-25-chips-are-the-new-oil-adn4 — Chips are the new oil
2023-09-25-nvidia-is-deliberately-fragmenting-the-gpu-market-adn4 — NVIDIA is deliberately fragmenting the GPU market
2023-09-28-1-of-global-gdp-will-go-to-machine-learning-qs2i — 1% of global GDP will go to machine learning
2023-09-28-globally-distributed-consumer-gpu-clusters-viable-vocw — Globally distributed consumer-GPU clusters viable within two years
2023-09-29-akash-is-the-secondary-market-for-the-gpu-supply-c-ezxl — Akash is the secondary market for the GPU supply crunch
2023-09-29-all-a100s-sold-out-within-three-weeks-of-gpu-launc-hkfm — All A100s sold out within three weeks of GPU launch
2023-09-29-h100s-take-two-years-to-get-harder-than-a-rolex-x2dv — H100s take two years to get — "harder than a Rolex"
2023-09-29-nvidia-deprioritized-the-hyperscalers-as-competito-c4xj — Nvidia deprioritized the hyperscalers as competitors
2023-10-26-80-of-akash-demand-will-be-inference-wgw3 — 80% of Akash demand will be inference
2023-10-26-ai-products-will-be-forced-to-distributed-clusters-ihm3 — AI products will be forced to distributed clusters by unit economics
2023-10-26-chatgpt-needs-one-h100-per-concurrent-user-nitf — ChatGPT needs one H100 per concurrent user
2023-10-26-crypto-s-inverted-problem-high-demand-not-enough-g-l4xp — Crypto's inverted problem: high demand, not enough GPU supply
2023-10-28-akash-is-the-airbnb-of-gpu-contracts-mnyf — Akash is the Airbnb of GPU contracts
2023-10-28-heterogeneous-compute-can-never-be-fully-commoditi-gije — Heterogeneous compute can never be fully commoditized
2023-10-28-nvidia-is-deliberately-depowering-the-big-clouds-bwko — Nvidia is deliberately depowering the big clouds
2023-10-28-what-happens-with-access-to-a-million-gpus-fp7f — What happens with access to a million GPUs
2023-12-11-frontier-launches-on-nvidia-mass-adoption-spreads-t6ni — Frontier launches on NVIDIA; mass adoption spreads to cheaper GPUs
2023-12-11-gpu-supply-must-be-diversified-taiwan-is-a-single-t6ni — GPU supply must be diversified — Taiwan is a single point of failure
2023-12-18-95-utilization-on-a100s-no-incentives-needed-dn3c — 95% utilization on A100s, no incentives needed
2023-12-18-gpus-are-36-of-all-time-revenue-after-90-days-hxg7 — GPUs are 36% of all-time revenue after 90 days
2023-12-18-h100s-12-hr-on-amazon-vs-2-hr-on-akash-5jbw — H100s: \~$12/hr on Amazon vs \~$2/hr on Akash
2023-12-18-incentives-will-make-akash-the-cheapest-place-for-idj2 — Incentives will make Akash the cheapest place for A100s
2023-12-19-50-utilization-is-the-marketplace-sweet-spot-p3na — 50% utilization is the marketplace sweet spot
2023-12-19-akash-is-4-5x-render-s-usage-kfgu — Akash is \~4-5x Render's usage
2023-12-19-chip-supply-is-nowhere-close-to-demand-get-chips-i-2pfy — Chip supply is nowhere close to demand — get chips into people's hands
2023-12-19-milestone-1-million-a-day-in-network-spend-wqt4 — Milestone: $1 million a day in network spend
2024-01-09-a100-providers-can-recover-hardware-cost-within-a-4yvd — A100 providers can recover hardware cost within a year
2024-01-09-akash-growing-150-month-over-month-6w2v — Akash growing 150% month-over-month
2024-01-09-without-100m-or-hyperscaler-backing-high-density-g-xl26 — Without $100M or hyperscaler backing, high-density GPUs are unobtainable
2024-01-16-liquidity-mining-for-gpus-bfpp — Liquidity mining for GPUs
2024-02-14-5-of-global-gdp-will-be-spent-on-ai-hardware-klnh — \~5% of global GDP will be spent on AI hardware
2024-03-02-600-gpus-month-coming-online-h100s-at-2-hour-u2y4 — 600 GPUs/month coming online; H100s at $2/hour
2024-03-02-big-clouds-control-gpu-leasing-startups-are-locked-yaoo — Big clouds control GPU leasing; startups are locked out
2024-03-02-there-are-free-gpus-everywhere-gpus-are-the-new-sp-ce3h — There are free GPUs everywhere; GPUs are the new spice
2024-03-19-gpus-harder-to-get-than-drugs-sub-2-h100s-on-akash-zhzm — GPUs "harder to get than drugs"; sub-$2 H100s on Akash
2024-03-27-gpu-supply-crunch-lasts-until-2026-biggest-war-che-kssc — GPU supply crunch lasts until \~2026; biggest war chest wins
2024-03-27-gpus-are-the-most-important-chipsets-for-humanity-7cen — GPUs are the most important chipsets for humanity
2024-03-27-gpus-are-the-new-spice-wpo3 — GPUs are the new spice
2024-03-30-gpus-are-the-new-spice-oyzi — GPUs are the new spice
2024-05-20-nvidia-is-deprioritizing-hyperscalers-by-design-iho5 — Nvidia is deprioritizing hyperscalers by design
2024-05-29-akash-as-the-first-place-to-get-frontier-chips-ojbq — Akash as the first place to get frontier chips
2024-05-29-claimed-2018-call-that-ml-would-drive-gpu-demand-iv64 — Claimed 2018 call that ML would drive GPU demand
2024-05-29-more-available-gpus-than-amazon-m7k7 — More available GPUs than Amazon
2024-06-09-2018-whitepaper-called-the-ml-compute-crunch-2eia — 2018 whitepaper called the ML compute crunch
2024-06-09-scaling-supply-is-easier-than-scaling-demand-eqqe — Scaling supply is easier than scaling demand
2024-06-09-sub-2-on-demand-h100s-are-unheard-of-mxnc — Sub-$2 on-demand H100s are unheard of
2024-06-09-the-spice-must-flow-gpus-sell-themselves-without-d-jim6 — "The spice must flow" — GPUs sell themselves without demand incentives
2024-06-11-h100s-at-1-46-hour-vs-12-on-amazon-if-you-can-get-wvvg — H100s at $1.46/hour vs. $12 on Amazon — if you can get one at all
2024-06-11-the-2018-whitepaper-called-the-ml-gpu-boom-seven-y-vdrv — The 2018 whitepaper called the ML/GPU boom seven years early
2024-06-13-2-hr-h100s-vs-amazon-s-12-r2mz — $2/hr H100s vs Amazon's $12
2024-06-13-5-of-global-gdp-will-be-spent-on-ai-compute-by-203-kiod — 5% of global GDP will be spent on AI compute by 2030
2024-06-13-ai-can-t-embed-in-everyday-products-not-enough-chi-pcqz — AI can't embed in everyday products — not enough chips
2024-06-13-gpu-supply-chain-eases-in-three-to-five-years-5rhv — GPU supply chain eases in three to five years
2024-06-13-no-challenger-threatens-nvidia-for-five-years-gyt7 — No challenger threatens Nvidia for five years
2024-06-13-revenue-to-triple-or-quadruple-within-two-months-vukk — Revenue to triple or quadruple within two months
2024-06-14-gpu-scarcity-is-a-coordination-problem-blockchains-yctq — GPU scarcity is a coordination problem blockchains solve
2024-06-18-akash-is-the-only-place-to-get-an-h100-on-demand-6evb — Akash is the only place to get an H100 on demand
2024-06-18-the-2017-whitepaper-predicted-ai-demand-would-outr-6evb — The 2017 whitepaper predicted AI demand would outrun GPU supply
2024-06-19-ai-compute-to-5-of-global-gdp-by-2030-supply-chain-fu4u — AI compute to 5% of global GDP by 2030; supply chain eases in 3-5 years
2024-07-22-breaking-nvidia-s-monopoly-via-amd-first-tinybox-w-tdym — Breaking Nvidia's monopoly via AMD — first tinybox will run on Akash
2024-07-22-cutting-the-cloud-middleman-removes-amazon-s-43-ma-byu7 — Cutting the cloud middleman removes Amazon's \~43% margin
2024-07-22-gpus-are-nearly-impossible-to-lease-on-demand-nzib — GPUs are nearly impossible to lease on demand
2024-07-29-supply-is-solved-by-incentives-demand-side-onboard-r3jp — Supply is solved by incentives; demand-side onboarding is the real bottleneck
2024-07-29-trial-wallets-will-unlock-a-significant-demand-inc-y3vb — Trial wallets will unlock a significant demand increase within months
2024-08-02-akash-predicted-the-gpu-shortage-in-its-2018-white-rrno — Akash predicted the GPU shortage in its 2018 whitepaper
2024-08-02-enormous-idle-gpu-supply-sits-in-crypto-miners-and-a32p — Enormous idle GPU supply sits in crypto miners and warehouses
2024-08-02-gpus-are-nearly-impossible-to-lease-on-demand-gc32 — GPUs are nearly impossible to lease on demand
2024-09-10-cloud-providers-dictate-who-gets-to-train-ai-ctcy — Cloud providers dictate who gets to train AI
2024-09-10-data-centers-sit-unused-85-of-the-time-ctcy — Data centers sit unused 85% of the time
2024-09-10-on-demand-h100s-at-1-50-hour-unheard-of-in-traditi-4566 — On-demand H100s at $1.50/hour, unheard of in traditional cloud
2024-09-20-akash-is-80-cheaper-than-amazon-h100s-at-1-49-vs-5-6ceq — Akash is \~80% cheaper than Amazon; H100s at $1.49 vs $5
2024-09-25-akash-is-80-cheaper-than-amazon-h100s-at-1-49-vs-5-u7mq — Akash is \~80% cheaper than Amazon; H100s at $1.49 vs $5
2024-09-26-akash-is-airbnb-economics-vs-cloud-s-hilton-econom-zcbo — Akash is Airbnb economics vs. cloud's Hilton economics
2024-09-26-cheapest-h100s-in-the-industry-7cod — Cheapest H100s in the industry
2024-09-27-aws-s-60-margins-are-incompatible-with-a-public-ut-jdip — AWS's 60%+ margins are incompatible with a public utility
2024-09-27-nvidia-demand-is-already-declining-as-open-models-b3jd — Nvidia demand is already declining as open models run on non-Nvidia chips
2024-09-27-nvidia-won-t-stay-dominant-i-don-t-want-to-live-in-rdvc — Nvidia won't stay dominant — "I don't want to live in a digital feudalism"
2024-10-01-gpu-demand-will-keep-outpacing-supply-akash-is-the-v2wg — GPU demand will keep outpacing supply; Akash is the only on-demand source
2024-10-01-utilization-gated-supply-incentives-50-used-releas-bvk6 — Utilization-gated supply incentives: 50% used releases rewards to double capacity
2024-10-02-nvidia-is-backlogged-18-months-to-2-years-on-h100s-tra3 — NVIDIA is backlogged 18 months to 2 years on H100s
2024-10-02-serving-apple-s-users-would-take-a-billion-h100s-o-tra3 — Serving Apple's users would take a billion H100s — only \~700,000 exist
2024-10-02-the-endgame-is-one-h100-class-gpu-per-user-refresh-tra3 — The endgame is one H100-class GPU per user, refreshed yearly
2024-10-16-akash-daily-spend-grew-10x-in-a-year-wqid — Akash daily spend grew 10x in a year
2024-11-09-akash-is-ebay-for-gpus-iycn — Akash is eBay for GPUs
2024-11-09-nvidia-is-akash-s-biggest-user-jhd3 — Nvidia is Akash's biggest user
2024-11-09-sub-2-hour-h100s-mean-the-market-is-in-oversupply-bkjt — Sub-$2/hour H100s mean the market is in oversupply
2024-11-14-data-centers-are-85-90-underutilized-bjtc — Data centers are 85-90% underutilized
2024-11-26-1700-growth-1-cloud-market-share-in-about-five-yea-icin — 1700% growth; 1% cloud market share in about five years
2024-11-26-75-90-of-data-center-capacity-is-underutilized-201-oojj — 75-90% of data center capacity is underutilized (2017 supercloud paper)
2024-11-26-92-gpu-utilization-highest-of-any-cloud-pfgl — 92% GPU utilization — highest of any cloud
2024-11-26-compute-futures-markets-within-a-year-wnyu — Compute futures markets within a year
2024-11-26-nvidia-s-dominance-won-t-last-long-v33a — Nvidia's dominance won't last long
2024-12-06-akash-delivers-the-same-compute-as-aws-for-80-chea-3xhv — Akash delivers the same compute as AWS for 80% cheaper by reaching idle capacity
2024-12-06-the-cloud-tax-half-of-every-dollar-for-online-serv-r733 — The "cloud tax": half of every dollar for online services goes to four providers
2025-01-02-contribute-compute-own-the-model-earn-inference-re-76yh — Contribute compute, own the model, earn inference revenue
2025-01-19-5-of-gdp-spent-on-compute-by-2030-gartner-zy6g — \~5% of GDP spent on compute by 2030 (Gartner)
2025-02-04-a-60-margin-layer-cannot-be-a-public-utility-every-agyu — A 60%-margin layer cannot be a public utility — everyone pays a cloud tax
2025-02-26-akash-utilization-grew-10-to-70-in-12-months-kb4c — Akash utilization grew 10% to 70% in 12 months
2025-02-26-h200s-are-100-utilized-on-akash-deepseek-demand-ynj2 — H200s are 100% utilized on Akash (DeepSeek demand)
2025-03-02-900-000-ethereum-merge-gpus-will-come-online-on-ak-oti5 — 900,000 Ethereum-merge GPUs will come online on Akash in 2023
2025-03-02-a100s-at-0-50-hour-vs-4-on-traditional-cloud-b5tr — A100s at $0.50/hour vs. $4 on traditional cloud
2025-03-02-gpu-demand-doubling-every-3-5-months-gpt-4-at-a-tr-bnjr — GPU demand doubling every 3.5 months; GPT-4 at a trillion parameters
2025-03-17-enterprise-data-centers-sit-at-15-utilization-zwe7 — Enterprise data centers sit at \~15% utilization
2025-03-17-targets-10k-gpus-in-2025-100k-in-2026-1m-in-three-2igw — Targets: 10K GPUs in 2025, 100K in 2026, 1M in three years
2025-04-18-akash-s-community-has-access-to-1-million-gpus-mn77 — Akash's community has access to \~1 million GPUs
2025-04-18-gpus-are-the-oil-whoever-controls-the-fuel-control-e25n — GPUs are the oil — whoever controls the fuel controls the world
2025-04-18-openai-s-moat-is-gpus-and-data-not-the-model-and-i-3bmy — OpenAI's moat is GPUs and data, not the model — and it's eroding
2025-07-01-a-gigawatt-of-ai-compute-doesn-t-need-one-building-nbdk — A gigawatt of AI compute doesn't need one building
2025-07-31-gpu-access-is-feudalism-p7mv — GPU access is feudalism
2025-10-10-70-utilization-vs-aws-s-40-and-filecoin-s-0-5-mxe2 — 70% utilization vs. AWS's 40% and Filecoin's 0.5%
2025-10-10-80-cheaper-than-cloud-deployed-in-two-minutes-4m3e — 80% cheaper than cloud, deployed in two minutes
2025-11-04-akash-sustains-54-55-utilization-across-1-000-gpus-a5s7 — Akash sustains 54-55% utilization across 1,000+ GPUs
2025-12-03-priced-out-builders-prove-decentralization-works-t-y5rf — Priced-out builders prove decentralization works — the Cornell-to-Nvidia story
2026-01-15-in-the-2023-gpu-crisis-akash-was-the-only-one-with-draf — In the 2023 GPU crisis, Akash was the only one with GPUs
2026-02-12-one-gpu-per-prompt-7-billion-ai-users-implies-stag-clyb — One GPU per prompt — 7 billion AI users implies staggering GPU demand
2026-02-12-the-h100-gap-half-a-million-made-four-million-need-tg7y — The H100 gap: half a million made, four million needed
2026-02-24-physical-goods-going-up-resource-trade-still-early-wkxj — Physical goods going up; resource trade still early
2026-04-23-claimed-track-record-called-the-gpu-and-energy-sho-joas — Claimed track record: called the GPU and energy shortages
2026-04-23-market-shift-from-single-gpus-to-50-100-node-h100-nmuc — Market shift from single GPUs to 50-100 node H100 clusters on long-term contracts
2026-07-17-gpus-appreciate-instead-of-depreciating-6xlr — GPUs appreciate instead of depreciating
2026-07-29-put-5090s-at-home-on-solar-and-earn-income-at-zero-k4hj — Put 5090s at home on solar and earn income at zero marginal cost

## local-ai — 48 statements, 2020–2026

2020-06-22-giving-iot-devices-intelligence-at-the-edge-with-h-b3nz — Giving IoT devices intelligence at the edge with home compute
2021-05-12-machine-learning-is-the-ideal-workload-for-home-de-bsm3 — Machine learning is the ideal workload for home-deployed compute
2021-06-09-the-home-supermini-box-is-for-machine-learning-i7wr — The home Supermini box is for machine learning
2021-07-15-home-machines-as-ml-supercomputers-uil2 — Home machines as ML supercomputers
2023-06-12-ai-is-intelligence-mobile-was-convenience-zysk — AI is intelligence; mobile was convenience
2023-09-28-a-private-home-ai-to-replace-siri-lee7 — A private home AI to replace Siri
2023-09-28-both-training-and-inference-can-happen-in-the-hous-qxpu — Both training and inference can happen in the house
2023-09-28-private-data-fine-tuned-by-an-ai-you-control-7pbi — Private data fine-tuned by an AI you control
2023-09-28-sovereign-ai-is-a-key-part-of-ai-evolution-g7op — Sovereign AI is a key part of AI evolution
2023-09-29-sovereign-ai-my-data-should-never-leave-my-house-cwbd — Sovereign AI: my data should never leave my house
2023-10-28-ai-empowered-doctors-10-patients-a-day-becomes-100-773i — AI-empowered doctors: 10 patients a day becomes 100
2023-12-11-a-gpt-for-each-person-healthcare-is-ai-s-first-dom-t6ni — A GPT for each person — healthcare is AI's first dominant application
2023-12-11-super-mini-a-gpu-for-the-home-because-ai-must-rema-t6ni — Super Mini — a GPU for the home, because AI must remain sovereign
2024-03-30-the-future-people-that-use-ai-own-the-ai-66c7 — The future: people that use AI own the AI
2024-08-02-federated-learning-models-come-to-the-data-users-k-r5xa — Federated learning: models come to the data, users keep control
2024-08-02-solar-powered-starlink-data-centers-are-bringing-a-r2u3 — Solar-powered Starlink data centers are bringing AI to off-grid Africa
2024-08-02-the-larger-the-model-gets-the-dumber-it-gets-pgbe — The larger the model gets, the dumber it gets
2024-08-06-hosted-ai-s-restrictions-are-why-you-should-run-yo-5wty — Hosted AI's restrictions are why you should run your own AI on Akash
2024-09-27-home-compute-is-usable-once-distributed-training-i-uoyf — Home compute is usable once distributed training/inference is cracked
2024-10-16-a-billion-ai-phones-are-coming-and-the-world-lacks-3qs2 — A billion AI phones are coming and the world lacks infrastructure — 8 billion H100s needed
2024-10-18-home-models-on-family-macbooks-privacy-is-underrat-kpka — Home models on family MacBooks; privacy is underrated
2024-10-18-nothing-beats-a-private-model-that-doesn-t-leave-m-t6lh — Nothing beats a private model that doesn't leave my network
2024-11-09-the-future-is-many-small-specialized-models-not-on-us2o — The future is many small specialized models, not one giant one
2025-01-02-ai-is-moving-off-the-cloud-and-into-home-computers-76yh — AI is moving off the cloud and into home computers
2025-01-02-sovereign-private-ai-at-home-is-inevitable-76yh — Sovereign private AI at home is inevitable
2025-01-31-privacy-plus-energy-will-push-ai-hosting-into-home-ub2t — Privacy plus energy will push AI hosting into homes
2025-03-17-ai-in-the-home-must-not-leak-to-the-cloud-iv2q — AI in the home must not leak to the cloud
2025-03-17-sovereign-ai-in-the-home-i-m-building-that-cses — Sovereign AI in the home — "I'm building that"
2025-04-11-sovereign-ai-at-home-agents-everywhere-data-never-q3za — Sovereign AI at home: agents everywhere, data never leaves
2025-06-03-his-own-home-is-managed-by-local-deepseek-data-nev-zsb6 — His own home is managed by local DeepSeek — data never leaves
2025-07-01-a-solar-powered-school-server-training-a-global-mo-wvpi — A solar-powered school server training a global model
2025-07-07-high-powered-generative-models-now-run-on-consumer-sci7 — High-powered generative models now run on consumer hardware
2025-08-02-his-home-runs-ai-entirely-locally-nothing-leaves-t-q7py — His home runs AI entirely locally — nothing leaves the network
2025-08-02-i-m-so-pro-local-ai-of-the-future-lease-unused-com-lsi4 — "I'm so pro local AI of the future" — lease unused compute back to an AI grid
2025-12-03-a-state-of-the-art-model-trained-over-the-internet-3jog — A state-of-the-art model trained over the internet within 12 months
2025-12-03-home-inference-becomes-effective-when-starlink-hit-j7kf — Home inference becomes effective when Starlink hits 1-2 gigabit
2025-12-03-home-node-clusters-will-run-inference-for-househol-ht3w — Home node clusters will run inference for household robots
2026-01-15-desert-island-pick-a-gpu-machine-with-a-fully-load-draf — Desert-island pick: a GPU machine with a fully loaded local AI
2026-02-24-never-trust-intimate-data-leaving-your-own-network-wrdl — Never trust intimate data leaving your own network
2026-03-28-ai-at-home-becomes-a-very-common-thing-in-a-few-ye-375e — AI at home becomes a very common thing in a few years
2026-03-28-building-a-fully-local-personalized-home-ai-hk47 — Building a fully local, personalized home AI
2026-03-28-he-will-never-give-remote-model-providers-access-t-bhci — He will never give remote model providers access to his life
2026-03-28-privacy-becomes-the-most-important-factor-for-loca-dc34 — Privacy becomes the most important factor for local AI agents
2026-03-28-sovereignty-over-one-s-ai-is-the-future-he-s-build-mb3i — Sovereignty over one's AI is the future he's building toward
2026-04-23-local-inference-because-cloud-can-t-be-trusted-wit-fhud — Local inference because cloud can't be trusted with private data
2026-04-23-my-home-data-goes-to-local-gpus-it-never-touches-t-aste — My home data goes to local GPUs — it never touches the cloud
2026-07-17-nvidia-and-grassroots-engineers-are-driving-local-2ubx — Nvidia and grassroots engineers are driving local AI
2026-07-17-the-future-of-inference-is-the-home-nfcm — The future of inference is the home

## local-compute — 159 statements, 2018–2026

2018-11-10-devices-will-outnumber-humans-the-future-needs-edg-plcz — Devices will outnumber humans; the future needs edge capacity served by people, not hyperscalers
2019-08-06-dedicated-home-devices-as-the-future-of-peer-to-pe-xynw — Dedicated home devices as the future of peer-to-peer services
2019-08-06-home-hardware-made-almost-free-by-earning-akash-re-gepu — Home hardware made almost free by earning Akash rewards
2020-01-12-home-devices-helium-edge-infrastructure-that-skips-4ojj — Home devices + Helium \= edge infrastructure that skips telcos and clouds entirely
2020-01-12-home-to-home-encrypted-services-that-skip-the-clou-4ojj — Home-to-home encrypted services that skip the cloud altogether
2020-01-12-the-supermini-pays-for-itself-in-year-one-110-roi-4ojj — The Supermini pays for itself in year one — \~110% ROI
2020-06-22-home-gpu-kubernetes-clusters-as-a-milestone-of-com-2fni — Home GPU Kubernetes clusters as a milestone of computing's evolution
2020-06-22-super-mini-sold-out-300-units-in-four-weeks-djpw — Super Mini sold out — 300 units in four weeks
2020-06-22-supermini-a-home-gpu-node-that-earns-tokens-when-i-yb7q — Supermini: a home GPU node that earns tokens when idle
2020-12-10-supermini-a-home-appliance-you-plug-in-to-earn-tok-3d2m — Supermini: a home appliance you plug in to earn tokens
2020-12-16-plug-and-earn-getting-cloud-into-consumers-homes-w-eace — "Plug and earn" — getting cloud into consumers' homes with the Supermini
2020-12-16-true-decentralization-requires-a-device-in-the-hom-eace — True decentralization requires a device in the home
2020-12-20-supermini-is-a-home-provider-device-with-home-devi-mugm — Supermini is a home provider device with home-device constraints
2021-01-21-hosting-decentralized-service-nodes-locally-on-100-gri3 — Hosting decentralized service nodes locally on $100 hardware
2021-01-30-idle-office-gpu-racks-will-rent-out-capacity-peer-ii6c — Idle office GPU racks will rent out capacity peer-to-peer
2021-01-30-low-powered-home-devices-will-contribute-to-a-larg-s6xl — Low-powered home devices will contribute to a larger cloud (Supermini)
2021-03-24-supermini-a-plug-and-earn-home-data-center-device-mxfu — Supermini: a plug-and-earn home data center device
2021-04-09-every-home-device-and-tesla-should-sell-spare-comp-ezvx — Every home device and Tesla should sell spare compute to the market
2021-04-09-teslas-will-earn-income-mining-compute-maybe-enoug-fy72 — Teslas will earn income mining compute — maybe enough to pay for the car
2021-04-09-the-world-s-workloads-are-going-ml-ai-that-s-where-g7qt — The world's workloads are going ML/AI — that's where the Teslas come in
2021-05-12-the-supermini-a-home-gpu-cluster-arbitraging-home-bsm3 — The Supermini: a home GPU cluster arbitraging home power and bandwidth
2021-05-28-plug-in-a-gpu-cluster-and-earn-money-ezpt — Plug in a GPU cluster and earn money
2021-05-29-long-term-goal-devices-talk-to-the-cloud-and-earn-t3tf — Long-term goal: devices talk to the cloud and earn income
2021-05-29-tesla-cars-are-data-centers-on-wheels-that-should-325p — Tesla cars are data centers on wheels that should earn income while charging
2021-06-09-idle-office-gpus-earning-tokens-a-peer-to-peer-clo-xbrd — Idle office GPUs earning tokens — a peer-to-peer cloud for AI
2021-06-10-bring-the-cloud-to-you-the-supermini-home-supercom-zta4 — Bring the cloud to you: the Supermini home supercomputer
2021-06-10-home-cloud-with-sovereignty-keys-never-leave-your-d2da — Home cloud with sovereignty — keys never leave your home
2021-06-10-idle-home-compute-earns-tokens-on-the-marketplace-tqbs — Idle home compute earns tokens on the marketplace
2021-06-22-plug-in-a-gpu-cluster-and-earn-money-qxxb — Plug in a GPU cluster and earn money
2021-07-14-idle-gpus-everywhere-gpus-in-your-macintosh-that-a-fy6y — Idle GPUs everywhere — "GPUs in your Macintosh that are not used" and Ethereum's soon-to-be-free mining fleet
2021-07-15-supermini-bring-the-cloud-into-your-home-pc4c — Supermini: bring the cloud into your home
2021-09-11-future-demand-is-machine-learning-on-ubiquitous-co-kbxc — Future demand is machine learning on ubiquitous compute — gaming PCs to self-driving cars
2021-10-08-cars-robots-and-planes-as-edge-cloud-supply-on-aka-7pdq — Cars, robots, and planes as edge cloud supply on Akash
2021-10-12-parked-cars-selling-their-idle-gpus-at-night-dcyo — Parked cars selling their idle GPUs at night
2022-01-05-any-home-computer-with-a-powerful-gpu-can-become-a-vzh6 — Any home computer with a powerful GPU can become a provider
2022-01-10-akash-on-phones-arm-build-this-quarter-android-fir-wnkl — Akash on phones: ARM build "this quarter," Android first
2022-01-10-akash-wins-because-it-s-device-first-where-cloud-s-by5o — Akash wins because it's device-first where cloud skipped the device
2022-01-10-big-data-centers-bootstrap-supply-until-fridges-ph-jthg — Big data centers bootstrap supply until fridges, phones, and cars take over
2022-01-10-cars-are-computers-predicted-container-based-car-o-pslr — Cars are computers; predicted container-based car OS in 2015
2022-01-10-end-state-redefining-cloud-from-every-underutilize-dgpu — End state: redefining cloud from every underutilized device
2022-01-10-everyone-will-use-akash-without-knowing-it-your-te-olqu — Everyone will use Akash without knowing it; your Tesla should pay for itself
2022-04-24-home-computers-will-earn-income-once-ml-workloads-dmp7 — Home computers will earn income once ML workloads arrive
2022-04-24-own-your-own-compute-offload-excess-to-a-peer-to-p-fshl — Own your own compute; offload excess to a peer-to-peer network
2022-04-24-shrink-an-akash-provider-until-it-runs-on-an-iot-d-rck3 — Shrink an Akash provider until it runs on an IoT device
2022-04-24-supermini-is-not-dead-n4gr — Supermini is not dead
2022-06-29-phones-do-light-compute-decentralized-cloud-does-t-eycx — Phones do light compute, decentralized cloud does the heavy lifting
2022-07-07-idle-compute-becoming-passive-income-for-community-gtkz — Idle compute becoming passive income for community providers
2022-07-07-servers-must-move-to-where-the-user-is-w7yq — Servers must move to where the user is
2022-07-23-phones-do-light-compute-akash-does-the-heavy-lifti-ofz3 — Phones do light compute; Akash does the heavy lifting
2022-10-06-buy-a-gpu-host-it-at-home-lease-it-out-when-idle-epkt — Buy a GPU, host it at home, lease it out when idle
2022-10-13-tapping-idle-gpus-from-home-gaming-machines-to-min-vtlo — Tapping idle GPUs from home gaming machines to mining data centers
2022-10-28-evergreen-a-home-miner-that-runs-akash-when-you-re-zcxm — Evergreen: a home miner that runs Akash when you're not using it
2022-12-02-akash-is-a-market-including-someone-s-home-server-irza — Akash is a market — including someone's home server
2023-02-16-idle-home-gpus-playstations-xboxes-macs-are-wasted-hv5e — Idle home GPUs — PlayStations, Xboxes, Macs — are wasted compute
2023-02-18-home-miners-will-absolutely-have-a-place-on-akash-d2nu — Home miners will absolutely have a place on Akash soon
2023-02-25-idle-home-devices-consoles-and-m1-macs-are-untappe-dk6t — Idle home devices — consoles and M1 Macs — are untapped compute
2023-05-12-mobile-edge-compute-robots-self-driving-requires-m-xwle — Mobile/edge compute (robots, self-driving) requires massive compute distribution
2023-05-12-supermini-a-supercomputer-for-the-home-76ux — Supermini: a supercomputer for the home
2023-05-17-home-supercomputers-doing-local-inference-and-trai-63ul — Home supercomputers doing local inference and training
2023-05-17-neighbors-trading-gpu-time-battery-packs-for-compu-7ayq — Neighbors trading GPU time — battery packs for compute
2023-06-12-supermini-the-home-gpu-box-for-training-ai-mmrm — Supermini: the home GPU box for training AI
2023-06-12-the-2018-supercloud-thesis-ai-needs-a-decentralize-5m65 — The 2018 supercloud thesis: AI needs a decentralized supercloud
2023-06-15-anyone-s-gpu-can-join-the-marketplace-owlp — Anyone's GPU can join the marketplace
2023-06-15-models-mature-onto-consumer-gaming-gpus-hkpw — Models mature onto consumer gaming GPUs
2023-09-06-mature-models-migrate-to-distributed-gaming-gpus-y7l5 — Mature models migrate to distributed gaming GPUs
2023-09-28-every-home-will-have-a-supercomputer-zved — Every home will have a supercomputer
2023-09-28-home-compute-will-feed-a-grid-like-rooftop-solar-be3x — Home compute will feed a grid like rooftop solar
2023-09-28-sovereignty-means-having-the-chip-in-your-house-kyni — Sovereignty means having the chip in your house
2023-10-26-home-gaming-pcs-will-train-models-yes-one-day-not-hfht — Home gaming PCs will train models — "yes, one day, not yet"
2023-10-26-idle-playstations-xboxes-and-desktops-are-the-unta-5muq — Idle PlayStations, Xboxes, and desktops are the untapped compute layer
2023-10-28-akash-can-go-to-a-playstation-a-refrigerator-anywh-ofny — Akash can go to a PlayStation, a refrigerator — anywhere a GPU exists
2023-12-11-bring-the-compute-to-the-data-teslas-and-playstati-t6ni — Bring the compute to the data — Teslas and PlayStations on Akash
2023-12-18-go-into-the-home-playstations-xboxes-and-teslas-as-qri2 — Go into the home: PlayStations, Xboxes, and Teslas as providers
2024-01-16-repurposing-compute-from-homes-consoles-and-cars-bfpp — Repurposing compute from homes, consoles, and cars
2024-02-14-the-near-term-gpu-fix-repurpose-the-idle-chips-alr-klnh — The near-term GPU fix: repurpose the idle chips already in homes and data centers
2024-03-30-own-the-chips-idle-home-compute-should-join-the-gr-vwpq — Own the chips; idle home compute should join the grid
2024-05-20-home-hardware-device-paid-for-by-hosting-akash-wor-4xjo — Home hardware device paid for by hosting Akash workloads
2024-05-29-10-000-gpus-10-000-homes-dtkj — 10,000 GPUs \= 10,000 homes
2024-06-13-every-idle-device-even-self-driving-cars-joins-the-aujr — Every idle device — even self-driving cars — joins the network
2024-06-13-home-gpus-playstations-and-xboxes-on-the-market-wi-kphc — Home GPUs — PlayStations and Xboxes — on the market within two years
2024-06-13-latent-supply-lives-in-homes-but-home-compute-isn-oiu3 — Latent supply lives in homes — but home compute isn't there yet
2024-06-18-metaverse-vision-pro-rendering-will-need-low-laten-6evb — Metaverse/Vision Pro rendering will need low-latency decentralized edge compute
2024-06-19-compute-becomes-a-basic-human-necessity-akash-is-i-or3i — Compute becomes a basic human necessity; Akash is its currency
2024-06-19-home-gpus-playstations-xboxes-mac-studios-must-joi-3ctr — Home GPUs — PlayStations, Xboxes, Mac Studios — must join the network in one click
2024-06-19-universal-basic-compute-will-be-a-thing-compute-ho-5pyp — Universal basic compute will be a thing; compute-holders survive
2024-08-02-a-revolution-of-solar-powered-ultra-local-compute-uam4 — A revolution of solar-powered ultra-local compute
2024-08-02-more-compute-lives-in-user-devices-than-in-data-ce-qoxs — More compute lives in user devices than in data centers
2024-08-02-the-shift-from-h100s-to-4090s-now-we-can-incentivi-lt2a — The shift from H100s to 4090s: "now we can incentivize home computers... eventually mobile phones"
2024-08-12-4090s-will-become-the-most-important-gpus-his-are-5bb2 — 4090s will become the most important GPUs; his are earning $250 at home
2024-08-12-building-a-40kw-solar-powered-data-center-in-his-t-ht4p — Building a 40kW solar-powered data center in his Texas home that pays for the house
2024-08-12-home-machines-need-asynchronous-designs-to-serve-p-2cr5 — Home machines need asynchronous designs to serve production AI
2024-09-18-untapped-compute-in-homes-game-stations-home-appli-4dug — Untapped compute in homes, game stations, home appliances
2024-09-27-the-killer-feature-is-untapped-supply-in-homes-dev-6l3e — The killer feature is untapped supply in homes, devices, and appliances
2024-09-30-untapped-compute-in-homes-game-stations-home-appli-fhem — Untapped compute in homes, game stations, home appliances
2024-10-18-building-a-home-data-center-idle-edge-compute-tesl-nn4i — Building a home data center; idle edge compute (Teslas) will be harnessed
2024-10-18-computing-reverts-to-power-at-the-edge-dx3n — Computing reverts to power at the edge
2024-10-24-satellite-internet-phones-with-ai-streaming-on-the-knai — Satellite internet phones with AI streaming on the other side
2024-11-09-no-time-for-nuclear-connect-small-data-centers-eve-ghpf — No time for nuclear — connect small data centers everywhere instead
2024-11-14-enormous-idle-compute-sits-in-our-home-devices-it-fyay — Enormous idle compute sits in our home devices; it needs federation
2024-11-25-homes-and-garages-can-contribute-energy-and-comput-akhx — Homes and garages can contribute energy and compute to training runs
2024-11-26-ideally-supply-comes-from-homes-idle-ps5s-and-xbox-2r5a — Ideally supply comes from homes — idle PS5s and Xboxes
2025-01-02-phones-macbooks-and-ps5s-joining-training-runs-76yh — Phones, MacBooks, and PS5s joining training runs
2025-01-02-underutilized-home-computers-should-earn-revenue-76yh — Underutilized home computers should earn revenue
2025-01-31-building-a-32-h100-data-center-in-his-own-house-b6q7 — Building a 32-H100 data center in his own house
2025-03-17-ai-entering-the-home-will-cause-an-explosion-of-sm-ib5u — AI entering the home will cause an explosion of small data centers
2025-04-02-2m-home-supercluster-pays-back-in-four-years-via-a-sqg7 — $2M home supercluster pays back in four years via Akash
2025-04-02-a-4-000-sq-ft-roof-can-power-a-home-ai-data-center-37q6 — A 4,000 sq ft roof can power a home AI data center
2025-04-02-sub-50kw-home-edge-data-centers-running-frontier-m-oylv — Sub-50kW "home edge" data centers running frontier models
2025-04-02-supercluster-timeline-experimental-by-end-of-2025-4q5a — Supercluster timeline: experimental by end of 2025, scale in year three
2025-04-11-10-000-sub-50kw-residential-edge-clusters-can-trai-mgur — 10,000 sub-50kW residential edge clusters can train the best model
2025-04-11-the-future-is-edge-data-centers-not-hyperscale-6mry — The future is edge data centers, not hyperscale
2025-05-13-decentralize-the-compute-grid-for-national-securit-j2w6 — Decentralize the compute grid for national security: 1,000 small data centers, "Akash at home"
2025-06-03-anyone-with-solar-and-roof-space-becomes-a-data-ce-bx2i — Anyone with solar and roof space becomes a data center
2025-06-03-sovereign-local-ai-whose-gpus-pay-for-themselves-o-3ztl — Sovereign local AI whose GPUs pay for themselves on Akash
2025-06-03-the-akash-home-model-40-h200s-8-local-32-leased-fu-zmf2 — The "Akash home model": 40 H200s, 8 local, 32 leased, funded by DeFi
2025-06-24-star-cluster-roadmap-colos-2025-telco-edge-2026-ho-vpa4 — Star Cluster roadmap: colos 2025, telco edge 2026, homes and schools 2027
2025-06-24-tap-homes-universities-and-telco-closets-instead-o-7b74 — Tap homes, universities, and telco closets instead of new data centers
2025-06-27-star-cluster-phase-three-homes-schools-and-communi-2hqx — Star Cluster phase three: homes, schools, and communities
2025-06-27-tap-underused-servers-telco-closets-and-home-rigs-x52a — Tap underused servers, telco closets, and home rigs instead of $500M campuses
2025-07-01-10-000-small-sites-instead-of-10-mega-data-centers-nrcv — 10,000 small sites instead of 10 mega data centers — down to your basement rig
2025-07-01-phase-3-homes-schools-communities-every-gpu-earns-gxw3 — Phase 3: homes, schools, communities — every GPU earns in the new compute economy
2025-07-01-phases-2-3-telco-edge-in-2026-homes-and-schools-in-ci3a — Phases 2-3: telco edge in 2026, homes and schools in 2027
2025-07-01-star-cluster-roadmap-colos-in-2025-telco-edge-in-2-xwl2 — Star Cluster roadmap: colos in 2025, telco edge in 2026, homes and schools in 2027
2025-07-01-tap-homes-universities-and-telco-closets-instead-o-zy2l — Tap homes, universities, and telco closets instead of building new data centers
2025-07-04-homeowners-hosting-their-own-compute-and-power-cit-dxng — Homeowners hosting their own compute and power, citing Greg's "Akash at home"
2025-07-16-compute-near-local-energy-and-idle-in-homes-campus-7rl5 — Compute near local energy and idle in homes, campuses, communities
2025-07-31-a-chip-at-home-consumes-the-solar-energy-you-can-t-p7mv — A chip at home consumes the solar energy you can't store or sell
2025-07-31-a-gpu-data-center-at-home-is-not-a-far-out-reality-p7mv — A GPU data center at home is not a far-out reality; consumer box in \~6 months
2025-07-31-by-the-end-of-the-year-we-ll-have-a-very-high-qual-p7mv — "By the end of the year, we'll have a very high-quality model that competes with centralized models"
2025-07-31-cheaper-better-open-sovereignty-for-the-next-gener-p7mv — Cheaper, better, open — sovereignty for the next generation
2025-07-31-sovereign-compute-compute-is-going-to-be-like-spic-p7mv — Sovereign compute: "compute is going to be like spice"
2025-07-31-starcluster-5-000-edge-sites-first-then-22-million-p7mv — StarCluster: 5,000 edge sites first, then 22 million homes
2025-08-02-22-million-homes-the-way-we-live-may-change-hrxi — 22 million homes — "the way we live may change"
2025-08-02-idle-consumer-gpus-plus-unconcentrated-energy-are-wvco — Idle consumer GPUs plus unconcentrated energy are the untapped resource
2025-08-02-star-cluster-distributed-training-across-homes-via-yuvp — Star Cluster: distributed training across homes via telecom partners
2025-08-02-the-home-gpu-pitch-free-bandwidth-free-energy-mone-pcex — The home GPU pitch: free bandwidth, free energy, money on top
2025-10-10-inference-is-better-at-the-edge-5zr5 — Inference is better at the edge
2025-12-03-home-solar-plus-a-home-data-center-zero-marginal-e-3zcv — Home solar plus a home data center \= zero marginal energy cost
2025-12-03-rtx-5090s-not-h100s-are-the-home-compute-sweet-spo-ngk2 — RTX 5090s, not H100s, are the home-compute sweet spot
2026-02-12-from-data-centers-to-the-entire-globe-the-home-is-q67n — From data centers to the entire globe — the home is the holy grail
2026-02-12-home-nodes-solar-powered-training-from-greg-s-own-z23e — Home nodes: solar-powered training from Greg's own house
2026-02-24-12-gpus-at-home-running-local-llms-on-solar-bpyb — 12 GPUs at home running local LLMs on solar
2026-02-24-home-solar-powers-training-households-earn-a-share-s6cy — Home solar powers training; households earn a share of the model
2026-02-24-people-are-going-to-have-a-lot-of-compute-at-home-aqtz — People are going to have a lot of compute at home
2026-03-28-home-networks-not-data-centers-are-where-akash-s-f-6thu — Home networks, not data centers, are where Akash's future is
2026-03-28-robots-will-outsource-intelligence-to-low-latency-wxqs — Robots will outsource intelligence to low-latency local compute
2026-03-28-sovereign-ai-homes-share-idle-compute-a-very-diffe-wzrl — Sovereign AI homes share idle compute; a very different future in 6 months
2026-04-11-farmland-solar-a-home-node-is-the-ultimate-safety-oiq4 — Farmland + solar + a home node is the ultimate safety bet
2026-04-23-compute-shortage-means-borrowing-from-your-neighbo-cmux — Compute shortage means borrowing from your neighbors
2026-04-23-electric-vehicles-as-data-centers-on-wheels-ps23 — Electric vehicles as data centers on wheels
2026-04-23-energy-crisis-makes-home-4090s-5090s-a-real-gpu-su-e65w — Energy crisis makes home 4090s/5090s a real GPU supply source
2026-04-23-home-computers-will-beat-data-centers-as-models-op-xiby — Home computers will beat data centers as models optimize
2026-04-23-home-node-program-gaming-rigs-earning-dollars-whil-jij7 — Home node program: gaming rigs earning dollars while idle
2026-07-17-a-5090-at-home-pays-for-itself-in-8-months-7f4o — A 5090 at home pays for itself in 8 months
2026-07-17-home-solar-compute-symbiosis-deof — Home solar + compute symbiosis
2026-07-17-owning-compute-is-the-only-moat-left-yeh4 — Owning compute is the only moat left
2026-07-17-state-sponsored-loans-for-home-compute-phym — State-sponsored loans for home compute
2026-07-17-take-compute-to-where-the-power-is-gfxc — Take compute to where the power is
2026-07-29-homes-are-the-least-understood-compute-resource-la-k4hj — Homes are the least understood compute resource; latency is "a symptom, not a cause"

## open-source-ai — 51 statements, 2022–2026

2022-07-14-overclock-labs-makes-no-money-on-akash-cehi — Overclock Labs makes no money on Akash
2022-11-03-bullish-on-stable-diffusion-as-the-first-open-sour-7qw5 — Bullish on Stable Diffusion as the first open-source AI model
2022-12-05-ai-must-be-owned-by-people-not-companies-6rxq — AI must be owned by people, not companies
2023-03-30-90-of-akash-contributors-are-outside-the-company-5yxh — 90% of Akash contributors are outside the company
2023-05-09-decentralized-access-is-a-precondition-for-open-so-lyjf — Decentralized access is a precondition for open-source AI to exist
2023-05-09-open-source-ai-is-going-to-be-the-future-zlcq — Open source AI is going to be the future
2023-05-09-open-source-will-eventually-win-out-over-closed-ai-7b6i — Open source will eventually win out over closed AI
2023-09-06-closed-source-goes-fast-open-source-goes-further-y7l5 — Closed source goes fast, open source goes further
2023-10-26-crypto-is-the-only-sustainability-model-for-pure-o-4mu2 — Crypto is the only sustainability model for pure open source
2024-01-09-small-language-models-are-taking-center-stage-zjiy — Small language models are taking center stage
2024-01-16-the-openai-board-crisis-proves-corporate-ai-is-fra-bfpp — The OpenAI board crisis proves corporate AI is fragile
2024-03-27-crypto-solves-open-source-sustainability-docker-ku-pj2o — Crypto solves open-source sustainability (Docker/Kubernetes failure)
2024-03-27-with-closed-source-you-go-fast-with-open-you-go-fa-uhcx — With closed source you go fast; with open you go far
2024-05-20-with-llama-3-open-source-caught-up-to-closed-sourc-gr42 — With Llama 3, open source caught up to closed source
2024-05-29-500-to-5-000-contributors-by-next-accelerate-43cl — 500 to 5,000 contributors by next Accelerate
2024-06-13-decentralized-training-must-be-solved-before-open-c3jp — Decentralized training must be solved before open frontier models stop
2024-06-18-ai-will-be-open-source-and-decentralized-it-s-too-6evb — AI will be open source and decentralized — it's too important not to be
2024-06-18-closed-ai-companies-will-embrace-open-source-the-f-6evb — Closed AI companies will embrace open source; the foundation layer must be open
2024-06-18-how-many-googles-are-we-denying-today-with-closed-6evb — How many Googles are we denying today with closed AI?
2024-06-18-open-source-ai-went-from-a-year-behind-to-three-mo-6evb — Open-source AI went from a year behind to three months behind closed AI
2024-06-18-with-closed-source-you-can-go-fast-with-open-sourc-6evb — "With closed source you can go fast; with open source you can go far"
2024-06-19-fighting-on-capitol-hill-to-keep-ai-open-source-incj — Fighting on Capitol Hill to keep AI open source
2024-07-17-agi-comes-from-swarms-of-small-specialized-models-5q5r — AGI comes from swarms of small specialized models, not bigger ones
2024-07-17-openai-is-lobbying-to-make-open-source-ai-illegal-qb4s — OpenAI is lobbying to make open-source AI illegal
2024-07-17-us-legislators-agree-open-decentralized-ai-is-bett-cqhb — US legislators agree: open, decentralized AI is better for America
2024-07-29-decentralization-is-the-sustainable-business-model-erpe — Decentralization is the sustainable business model open source never had
2024-08-02-ai-will-follow-linux-centralized-first-open-source-dzzw — AI will follow Linux: centralized first, open-source and user-owned eventually
2024-08-12-permission-models-can-go-fast-but-open-and-permiss-vnlp — "Permission models can go fast, but open and permissionless models can go far" — even the DoD runs Akash
2024-09-18-40-million-developers-could-write-ai-models-itho — 40 million developers could write AI models
2024-09-30-40-million-developers-could-write-ai-models-rhj3 — 40 million developers could write AI models
2024-10-02-incumbents-fight-to-close-ai-because-open-source-a-tra3 — Incumbents fight to close AI because open-source AI threatens their existence
2024-10-02-washington-consensus-low-touch-ai-policy-unless-op-tra3 — Washington consensus: low-touch AI policy unless open source causes concrete damage
2024-10-18-open-source-is-the-foundation-of-decentralization-sjhn — Open source is the foundation of decentralization
2024-10-24-open-source-ai-is-two-to-three-months-from-catchin-mv5y — Open source AI is two to three months from catching closed AI
2024-11-09-decentralized-training-s-unlock-is-open-biases-tlal — Decentralized training's unlock is open biases
2024-11-25-big-ai-companies-are-lobbying-to-ban-open-source-a-wc5s — Big AI companies are lobbying to ban open-source AI
2024-11-25-tokenized-model-ownership-contribute-compute-own-t-bcqq — Tokenized model ownership: contribute compute, own the model, earn on inference
2024-11-26-forces-on-capitol-hill-are-fighting-to-keep-ai-clo-2hit — Forces on Capitol Hill are fighting to keep AI closed source
2024-11-26-open-access-to-information-drives-human-evolution-enki — Open access to information drives human evolution
2024-11-26-sufficiently-successful-software-must-be-open-sour-aaxh — Sufficiently successful software must be open source — the cloud went the other way
2024-12-06-a-managed-services-marketplace-where-open-source-a-s4up — A managed-services marketplace where open-source authors cut out the middleman — within a year
2025-01-02-open-source-will-beat-centralized-ai-like-linux-di-76yh — Open source will beat centralized AI — like Linux did
2025-01-31-open-technologies-will-exceed-closed-communities-o-ezwp — Open technologies will exceed closed; communities overpower companies
2025-01-31-openai-is-the-modern-aol-eczi — OpenAI is the modern AOL
2025-02-26-open-source-agi-has-to-happen-ld3u — Open-source AGI has to happen
2025-02-26-openai-will-be-the-new-aol-o4rg — OpenAI will be the new AOL
2025-03-17-akash-s-services-economy-will-make-open-source-sus-gsve — Akash's services economy will make open source sustainable
2025-04-18-open-source-clones-are-closing-the-gap-on-gpt-4-fa-t6fj — Open-source clones are closing the gap on GPT-4 fast
2025-07-31-open-source-is-keeping-the-lights-on-and-is-the-fo-p7mv — Open source is keeping the lights on — and is the foundation for decentralization
2026-04-11-intelligence-should-be-free-like-water-and-air-tcp4 — Intelligence should be free like water and air
2026-04-23-what-happens-when-chinese-labs-stop-shipping-open-acbs — What happens when Chinese labs stop shipping open models?

## other — 169 statements, 2015–2026

2015-10-12-akash-debuts-as-overclock-s-internal-tool-x7p6 — "Akash" debuts as Overclock's internal tool
2018-01-04-cloud-talent-shortage-lags-enormous-market-growth-ifoz — Cloud talent shortage lags enormous market growth
2018-03-02-data-processed-doubles-every-two-years-nnfq — Data processed doubles every two years
2018-04-23-legislation-first-then-the-us-is-a-cradle-of-innov-6khn — Legislation first — then the US is a cradle of innovation
2018-06-15-bitcoin-is-the-ultimate-store-of-value-better-than-eebq — Bitcoin is the ultimate store of value — better than gold
2018-06-15-us-legislative-clarity-on-crypto-is-about-two-year-eebq — US legislative clarity on crypto is about two years away (\~2020)
2018-08-31-market-sizing-akash-s-beachhead-use-cases-xekn — Market sizing Akash's beachhead use cases
2018-10-11-ethereum-memory-costs-13-000-mb-monolithic-chains-625b — Ethereum memory costs $13,000/MB — monolithic chains can't scale
2018-11-09-serverless-adoption-will-be-like-cars-vs-trucks-qkt6 — Serverless adoption will be like cars vs. trucks
2019-08-06-the-challenge-for-distributed-systems-is-not-techn-m4no — The challenge for distributed systems is not technology, it's the experience
2020-01-12-open-source-sgx-runtimes-will-arrive-within-a-year-4ojj — Open-source SGX runtimes will arrive within a year
2020-06-22-mainnet-expected-within-a-month-to-six-weeks-e3kd — Mainnet expected within a month to six weeks
2020-07-06-china-s-machine-learning-market-as-a-target-for-ak-gevb — China's machine-learning market as a target for Akash capacity
2020-12-10-ethereum-runs-60-on-aws-we-ll-change-that-very-soo-mewk — Ethereum runs 60% on AWS — "we'll change that very soon"
2020-12-20-akash-testnet-developer-traction-exceeded-polkadot-it2r — Akash testnet developer traction exceeded Polkadot's monthly actives
2021-01-19-testnet-traction-more-active-developers-than-polka-fzve — Testnet traction: more active developers than Polkadot
2021-01-20-testnet-traction-more-active-developers-than-polka-rgmk — Testnet traction: more active developers than Polkadot
2021-01-21-censorship-resistance-and-privacy-are-foundational-y5k3 — Censorship resistance and privacy are foundational pillars of a liberal society
2021-01-21-equinix-as-akash-s-first-anchor-provider-bc6q — Equinix as Akash's first anchor provider
2021-01-21-the-cloud-is-stifling-open-source-innovation-by-st-2flu — The cloud is stifling open-source innovation by stealing its business model
2021-01-30-akash-is-primed-to-take-off-there-s-no-other-possi-ugaf — "Akash is primed to take off — there's no other possible solution"
2021-02-08-retrospective-betting-on-kubernetes-as-the-future-oqtc — Retrospective: betting on Kubernetes as the future in 2014
2021-02-19-equinix-teased-as-akash-s-first-big-enterprise-use-e2bi — Equinix teased as Akash's first big enterprise user
2021-02-19-mainnet-2-launch-targeted-for-march-8-2021-7s7q — Mainnet 2 launch targeted for March 8, 2021
2021-03-24-ethereum-is-a-proof-of-concept-not-a-scalable-arch-ujfs — Ethereum is a proof of concept, not a scalable architecture
2021-05-27-we-ll-catch-polkadot-s-developer-count-very-soon-5sjf — We'll catch Polkadot's developer count — very soon
2021-06-09-the-future-of-personal-data-is-consent-and-soverei-rdbo — The future of personal data is consent and sovereignty
2021-06-10-early-traction-deployments-doubling-monthly-17x-in-mqx7 — Early traction: deployments doubling monthly, 17x in two months
2021-06-27-people-that-don-t-move-don-t-notice-their-chains-s4qt — "People that don't move don't notice their chains"
2021-06-27-platforms-that-can-censor-a-sitting-president-prov-h4sd — Platforms that can censor a sitting president prove the danger; society must take power back
2021-07-14-the-future-will-demand-censorship-resistant-platfo-vzxv — The future will demand censorship-resistant platforms
2021-09-11-you-ll-use-akash-without-knowing-it-6ueh — You'll use Akash without knowing it
2021-10-08-bullish-on-the-metaverse-and-immersive-virtual-com-vwet — Bullish on the metaverse and immersive virtual communities
2021-10-26-de-platforming-is-a-threat-to-civil-liberties-wmyy — De-platforming is a threat to civil liberties
2021-10-27-de-platforming-is-a-threat-to-civil-liberties-gwbj — De-platforming is a threat to civil liberties
2021-11-15-contrarian-privacy-first-can-undermine-decentraliz-mii7 — Contrarian: privacy-first can undermine decentralization and innovation
2021-11-15-privacy-adoption-will-follow-the-internet-s-open-s-zcyy — Privacy adoption will follow the internet's open-system adoption curve
2021-11-15-privacy-infringement-going-mainstream-will-make-pr-p5wb — Privacy infringement going mainstream will make privacy more valuable; ship it as a core primitive
2021-11-15-surveillance-capitalism-everything-tracked-analyze-jjuy — Surveillance capitalism: everything tracked, analyzed, monetized
2021-11-19-privacy-first-is-inherently-dangerous-for-decentra-spc4 — Privacy-first is inherently dangerous for decentralization
2021-11-19-privacy-infringement-going-mainstream-will-make-pr-pdtk — Privacy infringement going mainstream will make privacy valuable
2021-11-19-surveillance-capitalism-everything-tracked-analyze-hnsy — Surveillance capitalism: everything tracked, analyzed, monetized
2021-12-22-the-largest-migration-from-web2-to-web3-2qni — The largest migration from web2 to web3
2022-01-05-cosmos-exchange-listings-will-come-as-one-slew-cmtn — Cosmos exchange listings will come as one slew
2022-02-17-decentralization-is-community-participation-and-co-vdv4 — Decentralization is community participation and continuity of operations
2022-02-17-shared-state-doesn-t-scale-sovereign-state-is-the-xwgg — Shared state doesn't scale; sovereign state is the end state
2022-04-24-talent-is-migrating-from-web2-to-web3-uj6b — Talent is migrating from web2 to web3
2022-06-16-hype-projects-will-die-this-cycle-builders-will-th-zw7u — Hype projects will die this cycle; builders will thrive
2022-06-16-preparing-for-a-two-to-three-year-bear-market-snn2 — Preparing for a two-to-three-year bear market
2022-06-16-sec-enforcement-will-hit-defi-not-akash-7gci — SEC enforcement will hit DeFi, not Akash
2022-06-22-bear-markets-make-cost-matter-the-unused-compute-m-rqd2 — Bear markets make cost matter — the unused-compute model is working
2022-06-22-flux-exposed-environment-variables-publicly-a-mass-ubgw — Flux exposed environment variables publicly — a "massive security hole"
2022-06-28-web3-goes-mainstream-in-about-two-years-aa7z — Web3 goes mainstream in about two years
2022-06-28-web3-goes-mainstream-in-about-two-years-ncwb — Web3 goes mainstream in about two years
2022-06-29-2022-23-downturn-will-end-in-a-recovery-rooted-in-yjkh — 2022-23 downturn will end in a recovery rooted in real growth, centered on Cosmos
2022-07-01-cost-is-a-hook-not-a-keeper-ux-decides-whether-dec-2f45 — Cost is a hook, not a keeper — UX decides whether decentralization wins
2022-07-21-privacy-applications-will-take-center-stage-wlso — Privacy applications will take center stage
2022-07-21-wanting-the-bear-market-to-last-as-long-as-possibl-i553 — Wanting the bear market to last as long as possible
2022-08-09-overclock-labs-has-4-years-of-runway-ms45 — Overclock Labs has \~4 years of runway
2022-08-12-open-community-curated-on-chain-ban-lists-qopl — Open, community-curated on-chain ban lists
2022-08-12-sanctioning-tornado-cash-is-like-banning-electrici-efft — Sanctioning Tornado Cash is like banning electricity because North Koreans use it
2022-08-18-edison-analogy-on-developer-arrest-w325 — Edison analogy on developer arrest
2022-08-18-github-is-dead-for-web3-decentralized-code-hosting-7eq6 — GitHub is dead for web3; decentralized code hosting is the future
2022-09-15-web3-s-edge-open-source-software-that-ships-with-i-gwdf — Web3's edge: open source software that ships with its own network
2022-09-15-web3-will-go-places-web2-can-t-even-come-close-to-nk5k — Web3 will go places web2 can't even come close to
2022-09-19-us-military-as-preferred-first-government-user-of-2s32 — US military as preferred first government user of Akash
2022-09-22-gpu-support-targeted-for-end-of-2022-fqmj — GPU support targeted for end of 2022
2022-09-29-bear-market-will-get-worse-and-be-prolonged-p44o — Bear market will get worse and be prolonged
2022-10-04-enterprise-adoption-only-works-bottom-up-through-i-lkry — Enterprise adoption only works bottom-up, through internal champions
2022-10-06-crypto-s-real-gift-is-planetary-scale-coordination-ypve — Crypto's real gift is planetary-scale coordination, not finance
2022-10-06-nfts-digitized-ownership-will-be-bigger-than-defi-44x4 — NFTs — digitized ownership — will be bigger than DeFi
2022-10-06-web3-goes-mainstream-by-2027-sxol — Web3 goes mainstream by 2027
2022-10-13-a-few-key-apps-not-thousands-will-drive-adoption-n-lgqv — A few key apps, not thousands, will drive adoption (Netflix/AWS analogy)
2022-10-13-crypto-is-easier-to-police-than-opaque-legacy-syst-hbn5 — Crypto is easier to police than opaque legacy systems
2022-10-28-bullish-on-urbit-and-owning-your-own-data-47bd — Bullish on Urbit and owning your own data
2022-10-28-candid-admission-flat-metrics-come-from-churn-user-cqty — Candid admission: flat metrics come from churn — users simply run out of escrow
2022-11-03-feature-length-ai-generated-films-are-coming-very-dixz — Feature-length AI-generated films are coming very soon
2022-11-17-crypto-vc-investment-will-dry-up-around-september-uhml — Crypto VC investment will dry up around September 2023
2022-11-18-the-bear-market-will-get-worse-and-be-prolonged-yp6w — The bear market will get worse and be prolonged
2022-12-01-us-department-of-defense-used-akash-regulators-wil-y6hv — US Department of Defense used Akash; regulators will come around
2022-12-05-november-2022-was-the-bottom-fed-pivots-and-recove-lzq4 — November 2022 was the bottom; Fed pivots and recovery by mid-2023
2023-01-13-build-in-bear-markets-sell-in-bull-markets-cycles-kmvz — Build in bear markets, sell in bull markets — cycles take two years
2023-01-13-radical-open-source-hiring-talent-by-not-hiring-lfrs — Radical open source: "hiring talent by not hiring"
2023-01-20-akash-will-borrow-bitcoin-security-for-better-pric-6lwv — Akash will borrow Bitcoin security for better price-performance
2023-01-20-composable-priced-by-value-security-is-coming-to-c-yzgo — Composable, priced-by-value security is coming to Cosmos
2023-01-20-decentralization-must-peel-down-to-code-website-an-lvaj — Decentralization must peel down to code, website, and communications control
2023-02-25-china-will-have-its-chatgpt-moment-in-the-next-thr-3zvj — China will have its ChatGPT moment in the next three months
2023-03-30-crypto-s-biggest-problem-intellectual-dishonesty-f-jnwm — Crypto's biggest problem: intellectual dishonesty from the top
2023-03-30-don-t-say-blockchain-to-ai-users-uber-doesn-t-sell-uoiu — Don't say blockchain to AI users — Uber doesn't sell the internet
2023-03-30-solve-99-problems-leave-one-for-smart-people-idus — Solve 99 problems, leave one for smart people
2023-05-09-openai-api-access-is-already-more-valuable-than-mo-zwzg — OpenAI API access is already more valuable than money; concentrated AGI is the danger
2023-06-10-10x-coding-productivity-from-generative-ai-rrri — 10x coding productivity from generative AI
2023-06-10-agi-is-closer-than-people-anticipate-qw6z — AGI is closer than people anticipate
2023-06-10-ai-will-fundamentally-change-everything-pi5d — AI will fundamentally change everything
2023-06-10-job-loss-but-not-a-doom-scenario-viwq — Job loss, but not a doom scenario
2023-06-12-ai-made-him-10x-as-an-engineer-z465 — AI made him 10x as an engineer
2023-06-12-the-department-of-defense-is-testing-akash-m7gi — The Department of Defense is testing Akash
2023-09-25-fake-video-becomes-indistinguishable-within-a-year-adn4 — Fake video becomes indistinguishable within a year
2023-09-28-llms-will-make-doctors-more-productive-not-replace-km4n — LLMs will make doctors more productive, not replace them
2023-09-29-if-akash-isn-t-successful-in-five-years-it-would-m-7e6n — If Akash isn't successful in five years, it would move to Solana
2023-09-29-the-democrats-are-unlikely-to-win-in-2024-next-adm-4hex — The Democrats are unlikely to win in 2024; next administration will be pro-crypto
2023-10-09-don-t-start-a-company-unless-you-ve-signed-up-for-focb — Don't start a company unless you've signed up for ten years
2023-10-09-solidity-is-a-poorly-designed-language-hence-the-e-nd2i — Solidity is a poorly designed language — hence the exploits
2023-10-26-post-ftx-self-regulate-and-read-out-closed-source-frnf — Post-FTX: self-regulate and read out closed-source projects
2023-12-11-ai-makes-a-10x-engineer-a-100x-engineer-t6ni — AI makes a 10x engineer a 100x engineer
2023-12-11-doctors-go-from-10-patients-a-day-to-100-with-ai-t6ni — Doctors go from 10 patients a day to 100 with AI
2023-12-11-the-state-s-crypto-overreach-is-temporary-t6ni — The state's crypto overreach is temporary
2023-12-18-bull-market-thesis-etf-trigger-cheaper-money-degen-ofjz — Bull-market thesis: ETF trigger + cheaper money + degeneracy
2024-02-14-ai-is-the-first-technology-that-passes-the-grandmo-klnh — AI is the first technology that passes "the grandmother test"
2024-02-14-ai-multiplies-service-professionals-doctors-from-1-klnh — AI multiplies service professionals: doctors from 10 to 50 patients a day
2024-03-19-the-us-department-of-defense-runs-a-fork-of-akash-jerr — The US Department of Defense runs a fork of Akash
2024-03-27-ai-is-just-a-better-paintbrush-uhu7 — AI is just a better paintbrush
2024-03-27-real-vs-synthetic-content-will-soon-be-indistingui-wweu — Real vs. synthetic content will soon be indistinguishable
2024-03-30-2024-will-be-a-deepfake-election-ccee — 2024 will be a deepfake election
2024-03-30-closed-stacks-go-fast-open-systems-go-far-g3zu — Closed stacks go fast; open systems go far
2024-05-20-distributed-systems-challenge-is-experience-not-te-65mb — Distributed systems' challenge is experience, not technology
2024-05-20-platforms-are-winner-take-all-puyd — Platforms are winner-take-all
2024-05-20-products-win-when-value-exceeds-cognitive-load-nynl — Products win when value exceeds cognitive load
2024-05-20-specialization-is-a-myth-2com — Specialization is a myth
2024-05-29-ip-addresses-scarcer-than-gold-4bkc — IP addresses scarcer than gold
2024-06-09-from-500-to-5-000-open-source-contributors-by-next-z5gm — From 500 to 5,000 open-source contributors by next Accelerate
2024-06-09-regulation-is-the-biggest-risk-otherwise-akash-is-x2zo — Regulation is the biggest risk — otherwise Akash is unstoppable
2024-06-11-ips-are-scarcer-than-gold-johb — IPs are scarcer than gold
2024-06-11-radically-open-source-500-contributors-meetings-on-2ugg — Radically open source: 500 contributors, meetings on-chain, AI training on the notes
2024-06-13-bitcoin-at-100k-by-end-of-2024-6wrq — Bitcoin at $100K by end of 2024
2024-06-13-regulation-is-the-biggest-risk-without-it-akash-is-y7tw — Regulation is the biggest risk; without it Akash is unstoppable
2024-06-13-with-closed-you-go-fast-with-open-you-go-far-b4cq — With closed you go fast, with open you go far
2024-06-19-quantum-computing-for-machine-learning-is-next-on-bv2e — Quantum computing for machine learning is next on the research horizon
2024-07-17-agi-in-eight-years-zkdi — AGI in eight years
2024-07-22-tokenized-open-source-as-the-business-model-for-op-iqf3 — Tokenized open source as the business model for open source software
2024-07-22-trial-wallets-will-be-a-bigger-unlock-than-gpus-d7oo — Trial wallets will be a bigger unlock than GPUs
2024-08-06-claude-beats-gpt-4-at-coding-chatgpt-forgot-how-to-lbcq — Claude beats GPT-4 at coding; "ChatGPT forgot how to code"
2024-09-10-ai-misuse-will-get-worse-before-it-gets-better-ctcy — AI misuse will get worse before it gets better
2024-10-02-regulation-not-competition-killed-american-railroa-tra3 — Regulation, not competition, killed American railroads — a warning for AI
2024-10-18-agi-by-2030-is-underrated-ejar — AGI by 2030 is underrated
2024-10-18-dedollarization-overrated-the-semiconductor-dollar-k5wk — Dedollarization overrated; the semiconductor dollar is next
2024-10-24-by-2030-5-of-global-gdp-will-be-spent-on-ai-gzco — By 2030, \~5% of global GDP will be spent on AI
2024-11-09-ai-classism-those-who-use-ai-will-outcompete-those-eskx — AI classism: those who use AI will outcompete those who don't
2024-11-09-east-ai-vs-west-ai-ss55 — East AI vs. West AI
2024-11-25-regulate-ai-outputs-not-ai-the-best-regulation-is-rf7k — Regulate AI outputs, not AI: "the best regulation is no regulation"
2024-11-26-ai-accelerates-everything-type-one-civilization-in-g35s — AI accelerates everything — type one civilization in 50 years
2024-11-26-llm-costs-are-limiting-adoption-new-product-cuts-t-c62c — LLM costs are limiting adoption — new product cuts time and cost
2024-11-26-quantum-computing-breaks-crypto-within-3-years-aka-kotv — Quantum computing breaks crypto within \~3 years; Akash is quantum-proofing
2024-12-18-ai-buys-you-time-it-won-t-replace-humans-yxpj — AI buys you time, it won't replace humans
2025-01-02-akash-grew-17x-year-over-year-76yh — Akash grew 17x year-over-year
2025-01-31-remove-export-controls-state-intervention-backfire-krme — Remove export controls; state intervention backfires
2025-02-26-overfunded-startups-don-t-innovate-7tbq — Overfunded startups don't innovate
2025-02-26-would-launch-akash-on-solana-today-not-a-sovereign-us3v — Would launch Akash on Solana today, not a sovereign chain
2025-03-02-china-will-have-its-chatgpt-moment-within-three-mo-wdoe — China will have its ChatGPT moment within three months
2025-04-18-anything-with-gpt-in-the-title-is-generally-a-scam-mlx7 — Anything with "GPT" in the title is generally a scam
2025-04-18-tokenized-open-source-software-is-a-superior-model-32i3 — Tokenized open-source software is a superior model
2025-05-13-within-100-years-a-new-species-merging-humans-and-j2w6 — Within 100 years, a new species merging humans and AI
2025-06-03-this-era-will-be-remembered-as-the-start-of-human-w3xo — This era will be remembered as the start of human acceleration
2025-06-24-let-s-build-a-cloud-no-one-can-shut-down-meet-at-k-ti5a — "Let's build a cloud no one can shut down" — meet at Kardashev 1
2025-06-24-states-should-own-ai-data-centers-via-municipal-bo-dhva — States should own AI data centers via municipal bonds
2025-07-16-every-major-institution-will-integrate-ai-5crn — Every major institution will integrate AI
2025-07-16-us-on-track-to-lose-the-ai-platform-war-to-china-otew — US on track to lose the AI platform war to China
2025-07-31-ai-is-a-substrate-of-civilization-p7mv — AI is a substrate of civilization
2025-08-02-ai-cannot-replace-a-human-but-ai-users-will-replac-nhtz — AI cannot replace a human — but AI users will replace non-users
2025-08-02-company-policy-adopt-ai-within-six-months-or-be-re-vxie — Company policy: adopt AI within six months or be replaced
2025-08-02-wants-humanity-to-reach-kardashev-type-one-in-his-3svw — Wants humanity to reach Kardashev Type One in his lifetime
2025-10-20-when-you-don-t-have-the-founder-mode-the-fire-usua-kzfi — "When you don't have the founder mode, the fire usually dies"
2025-12-03-akash-10x-d-revenue-in-a-year-gnzg — Akash 10x'd revenue in a year
2026-02-24-programmer-as-an-identity-is-obsolete-yvxg — "Programmer" as an identity is obsolete
2026-04-23-akashml-processes-100-billion-tokens-a-month-f6ye — AkashML processes \~100 billion tokens a month
2026-04-23-by-2030-weaker-dollar-scarcer-resources-real-displ-rzgw — By 2030: weaker dollar, scarcer resources, real displacement
2026-04-23-double-digit-gdp-growth-from-ai-within-5-years-wit-wrjn — Double-digit GDP growth from AI within \~5 years, with fewer jobs
2026-04-23-forcing-crypto-on-ai-customers-was-our-biggest-mis-upji — Forcing crypto on AI customers was our biggest mistake
2026-04-23-front-end-back-end-developers-out-of-a-job-in-2-3-trbe — Front-end/back-end developers out of a job in 2-3 years