# Local AI 48 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.

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

Years: 2020 (1); 2021 (3); 2023 (9); 2024 (10); 2025 (14); 2026 (11)

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