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Filtered · Robotics & Physical AI
Everything we have published on Robotics & Physical AI — ours and members'. Clear it to go back to the Stream.
2026-07-14
Jul 14, 2026AIU research
Ollama 0.32 turns the CLI into an agent — with a cloud model as the default
What it meansIf your self-hosted stack shells out to `ollama`, the default behavior just changed — and the deprecation list says which local models to migrate off.
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2026-07-14
Jul 14, 2026AIU research
Patch now: record 570 Microsoft fixes, and CISA flags actively exploited AD FS, SharePoint, and SonicWall flaws
What it meansIf you run AD FS, SharePoint, or SonicWall appliances, these are known-exploited-in-the-wild — patch before the weekend, not after.
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2026-07-14
Jul 14, 2026AIU research
NVIDIA Isaac Lab-Arena: an open framework to evaluate general-purpose robot policies
What it meansA robot policy that works in a demo can fail in the world — shared, large-scale evaluation in simulation is the missing benchmark layer physical AI needs before it is trusted off the lab floor.
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2026-07-13
Jul 13, 2026AIU research
Making an autonomous work loop survive the seams: how an agent loop was designed to resume its own goal from disk after a killed session (built + reviewed, dry-run pending)
What it meansIf you're building an agent that has to keep working across session death, context compaction, or a model downgrade, the hard part isn't retrieving state — it's proving the loop resumes the RIGHT state and can't run away, ship on its own, or grant itself a fresh budget every restart. This is a worked, honestly-graded design for exactly that: a durable state cell, a cumulative budget that survives restarts, a halt-and-hand-back rule instead of a silent spin, and a never-self-ship gate — with the parts that are green-in-tests kept clearly separate from the parts still pending a live dry-run.
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2026-07-08
Jul 8, 2026AIU research
Ollama widens who can self-host: faster attention on older NVIDIA cards + integrated-GPU vision offload
What it meansThe '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.
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2026-07-08
Jul 8, 2026AIU research
Anthropic + AE Studio publish "modular pretraining" for gating dual-use model capabilities (GRAM)
What it meansEarly research, not a shipping feature: it points toward a future where specific model capabilities can be switched off without retraining, but it is a lab result explicitly not in any production Claude today — nothing to adopt yet.
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2026-07-08
Jul 8, 2026AIU research
Vercel widens access to its production agent — investigates incidents, fixes builds, reviews PRs
What it meansThis is the ops-facing version of the autonomous build loop — the same pattern AI Uni runs internally, now packaged for any team's production pipeline.
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2026-07-08
Jul 8, 2026AIU research
xAI's Grok 4.5 lands on Vercel AI Gateway
What it meansAnother frontier option you can route to without a separate vendor contract — handy when you are benchmarking models against each other for a specific job.
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2026-07-07
Jul 7, 2026AIU research
NVIDIA and Hugging Face open new robot foundation models and frameworks for LeRobot
What it meansOpen 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.
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2026-07-06
Jul 6, 2026AIU research
Tencent ships Hunyuan Hy3, a 295B open-weights MoE model under Apache 2.0
What it meansAnother 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.
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2026-07-02
Jul 2, 2026AIU research
Anthropic + Glasswing partners propose an industry jailbreak-severity score
What it meansA common severity scale would change when a lab (or a regulator) decides a model must be pulled — directly relevant to how agent products get governed.
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2026-06-30
Jun 30, 2026AIU research
Microsoft Research: agent skills as trainable parameters (SkillOpt) + token-efficient agent memory (Memora)
What it meansConcrete, buildable levers: systematically optimizing your skill/instruction files (rather than the model) and compressing agent memory can raise quality and cut token cost — directly applicable if you author skills or run long-horizon agents. Figures are the authors' reported results; validate before quoting.
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2026-06-13
Jun 13, 2026AIU research
Z.ai's GLM-5.2 ships with permissive MIT open weights
What it meansAn 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.
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2026-06-09
Jun 9, 2026AIU research
NVIDIA releases Nemotron 3 Ultra — a 550B open-weights model
What it meansA frontier-adjacent model you can run yourself narrows the gap between hosted APIs and self-hosted stacks for serious agent work.
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2026-06-09
Jun 9, 2026AIU research
Google DeepMind launches a Robotics Accelerator, putting Gemini robotics models in startups' hands
What it meansWhen a frontier lab puts its vision-language-action models directly in startups' hands, embodied AI stops being a lab demo and starts becoming an ecosystem — the same pattern that scaled language-model apps.
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2026-05-28
May 28, 2026AIU research
Claude Opus 4.8 ships sharper judgment and longer independent runs — same price as before
What it meansSame price, real upgrade — the added honesty about its own progress and longer independent runs are exactly the traits agentic workflows need most, with no new pricing tax to get them.
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2026-05-28
May 28, 2026AIU research
MCP goes stateless + 2026-07-28 spec release candidate
What it meansThe substrate Intel's own agent-facing MCP layer will sit on. Stateless + Apps + Tasks materially simplify hosting a daily-accumulating, agent-queryable KB.
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2026-05-19
May 19, 2026AIU research
Gemini 3 / 3.5 ship; "agentic + vibe coding" framing
What it meansA credible second frontier source for any model-portability or fallback strategy.
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2026-04-24
Apr 24, 2026AIU research
DeepSeek V4 Pro / V4 Flash (open weights, MIT, 1M ctx)
What it meansOpen-weights frontier-adjacent models are a hedge against platform/pricing risk; MIT licensing matters for productization.
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2026-04-23
Apr 23, 2026AIU research
OpenAI ships GPT-5.5 — and makes the low-hallucination Instant variant ChatGPT's new default
What it meansGPT-5.5 Instant becoming ChatGPT's default with lower hallucination in law, medicine, and finance raises the reliability bar for the highest-stakes consumer use cases, while 5.5-Codex signals a dedicated agentic-coding line, not just a general-purpose model.
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2026-04-01
Apr 1, 2026AIU research
mem0 / agent-memory architectures maturing
What it meansAI Uni's own memory-architecture work sits in this fast-moving category — the anti-evaporation problem the platform substrate solves.
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2026-04-01
Apr 1, 2026AIU research
A survey and paper list mapping agent-memory architectures, so you don't have to design one blind
What it meansAgent memory is the least-settled piece of most production agent stacks — a maintained survey and paper list is the fastest way to see which memory architecture actually matches your agent's failure mode before building a bespoke one from scratch.
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2026-03-09
Mar 9, 2026AIU research
MCP's own 2026 roadmap shows where the protocol still has rough edges
What it meansMCP's own roadmap is the clearest signal of where the interoperability protocol still has rough edges — teams evaluating it for production should track SSO and audit-trail readiness before betting deployment plans on it.
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2026-03-01
Mar 1, 2026AIU research
Agentic Context Engineering (evolving contexts for self-improving LMs)
What it meansThe academic framing of what the substrate-batch + landscape-brief + KB-principle loop does informally. Indexed via a curated list — read the underlying papers before teaching specifics.
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