Research
Everything Intel keeps, in one place — every brief we run, every department, readers' own, and every finding behind them. Browse below, or see the same body of work as a connected graph on the live map.
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All coverage
Everything Intel has read, newest first. Each title opens at its original publisher.
- Open Source & Self-Hostable
A 26-billion-parameter model running in about 2 GB of RAM on an 8 GB MacBook
The cheapest hedge against memory prices is needing less memory - this is the same squeeze that is moving chip stocks, showing up as an engineering constraint on the laptop you already own.
- Open Source & Self-Hostable
NVIDIA open-sources a surgical-robot simulator that runs 16x faster than the model it was distilled from
Surgical-robot policy work has been gated on scarce hardware time; a faster-than-real-time simulator with published weights moves that loop onto one workstation GPU.
- Open Source & Self-Hostable✓ verified
Moonshot puts the Kimi K3 weights on Hugging Face — under a licence that bills large model-as-a-service resellers
Open weights at frontier scale are only useful if you read the licence first: the revenue threshold is what decides whether self-hosting K3 is a free build or a contract negotiation.
- Open Source & Self-Hostable✓ verified
Debian puts LLM-assisted contributions to a project-wide vote — four proposals from outright ban to accept-with-responsibility
Whatever Debian settles on becomes the reference text other maintainer-run projects copy — and every one of the four options requires contributors to disclose, which turns provenance from an ethics debate into a workflow requirement.
- Open Source & Self-Hostable✓ verified
Upstage releases Solar Open 2 — a 250B open-weight model built for long-horizon agent work
A self-hostable, independently benchmarked alternative to closed agent APIs — runnable on two H200s when quantized.
- Open Source & Self-Hostable✓ verified
Poolside releases Laguna S 2.1 — an open-weight coding model that punches 10x above its size
A single-GPU-runnable open model competitive on real coding benchmarks lowers the hardware and cost bar for self-hosting a capable coding agent instead of paying frontier-API prices — and there's a free tier to try it today.
- Open Source & Self-Hostable✓ verified
Motif-3-Beta: a Korean startup ships a from-scratch 314B open model, not another derivative
Evidence that competitive from-scratch frontier-scale MoE design is diffusing beyond the established labs — worth tracking even though the license blocks commercial use for now.
- Open Source & Self-Hostable
Microsoft releases Mage-Flow — a compact, MIT-licensed image model that generates and edits at any resolution
A small, permissively licensed, single-GPU image model is a practical self-hosted alternative to closed image APIs for product teams.
- Open Source & Self-Hostable✓ verified
Meituan’s LongCat 2.0 — a 1.6-trillion-parameter open coder trained on Chinese chips — lands on OpenRouter
A near-frontier, MIT-licensed agentic coder at roughly a tenth of frontier pricing — and a supply-chain signal that trillion-parameter training no longer requires NVIDIA hardware.
- Open Source & Self-Hostable
LM Studio launches Bionic — an AI agent built for open models, with fully local voice input
Agentic workflows just reached the local-first crowd — you can point an agent at real coding and document work without sending your data to a frontier lab.
- Open Source & Self-Hostable✓ verified
Thinking Machines releases Inkling — its first open-weights model, a near-trillion-parameter multimodal base built for fine-tuning
A frontier-lab open base model designed for fine-tuning changes the build-vs-rent calculus for any team that needs a domain-specialized model.
- Open Source & Self-Hostable
Ollama 0.32 turns the CLI into an agent — with a cloud model as the default
If your self-hosted stack shells out to `ollama`, the default behavior just changed — and the deprecation list says which local models to migrate off.
- Open Source & Self-Hostable✓ verified
Bonsai 27B: the first 27B-class open model that runs on a phone
A 27B-class model in 3.9 GB moves serious multi-step agent work onto hardware you already own — no API bill, no data leaving the device.
- Open Source & Self-Hostable
Open-weight models hit 29% of production AI traffic — on under 4% of the spend
Production traffic says a big slice of the market already moved routine workloads to open-weight models — worth re-checking which of your workloads still need frontier prices.
- Open Source & Self-Hostable
Ollama widens who can self-host: faster attention on older NVIDIA cards + integrated-GPU vision offload
The 'what can I run on my own box' frontier — broader hardware support lowers the bar for teams that want local, private inference instead of a hosted API.
- Open Source & Self-Hostable✓ verified
NVIDIA and Hugging Face open new robot foundation models and frameworks for LeRobot
Open robot foundation models plus shared datasets are to physical AI what open LLMs were to text — the fastest lever for teams that can't afford to collect robot data from scratch.
- Open Source & Self-Hostable✓ verified
Tencent ships Hunyuan Hy3, a 295B open-weights MoE model under Apache 2.0
Another serious, permissively-licensed open-weight model you can actually self-host and fine-tune — widening the field beyond DeepSeek and GLM for anyone evaluating what to run on their own infrastructure.
- Open Source & Self-Hostable
Z.ai's GLM-5.2 ships with permissive MIT open weights
An MIT-licensed model you can run and modify on your own hardware is a real self-hosting option — no per-token bill, no access gate.
- Open Source & Self-Hostable✓ verified
NVIDIA releases Nemotron 3 Ultra — a 550B open-weights model
A frontier-adjacent model you can run yourself narrows the gap between hosted APIs and self-hosted stacks for serious agent work.