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Mirendil-Base, the first pretrained coding model built by one researcher with agents in 3.5 months and under $10M compute, beats several 100B+ MoE bases on held-out code bits per byte.
MemCurrent pairs append-only episodic traces with a distilled file-style knowledge base, wired in as plugin, tools, and offline dreaming. It triples pass rate on an internal benchmark (22.3% to 68.4%) with 31% fewer tokens.
A buyer's guide to ten professional resin printers from $4,500 to ~$42,000: build volumes, LCD/DLP/SLA optics, open-material ecosystems and wash/cure workflows that decide real throughput.
Dream Labs emerges from stealth with $90M in seed funding and Dream-1, a World Action Model that drives 27 robots it was never trained on over a public API at $3 an hour, about $0.0013 per action.
Tencent Hunyuan open-sources Hy Memory 2.0: the 3B-active writer model Hy-Memory-30B-A3B, the hy-memory SDK, and local-first MemHub; a 55.49 macro average over four harnesses edges out Opus 5.
Observability answers what happened; the real cost lives in what follows. A four-layer self-repairing stack: tracing, Ollie's patch loop, regression-locking test suites, and an agent sandbox.
Google ships Gemini 4 Argon, a general-purpose physical reasoning model scoring 87% on ERQA with pure reasoning, backed by twelve demos across robot control, Real2Sim, physical understanding and self-improvement. We break down each example, quote every published number, and separate declared capability from independently verified reliability.
From an empty folder to a small game you can play, test and build: connect Opus 5.5 to the Unity Editor, pass six gates from greybox level to models and sound, and prove it runs with Unity's Play mode verification loop and PlayMode tests.
With Claude writing about 90 percent of Claude Code, Anthropic runs seven layers of automated review plus risk-tiered approval, doubling merged PRs while reverts fell 40 percent. The most instructive finding is convergence: an agent author and agent reviewer once burned fifty-plus rounds on one PR, and git blame showed 59 percent of the repeatedly flagged code had been there since the first pass.
Ten steps from a documented dev board to a device you can trust: testable spec, four physical blocks, level-checked wiring, hysteresis-stabilised warning, failure-case tests, then enclosure and docs.
A 16-day AI pipeline turned The Little Prince into an explorable 3D game: Image 2.5 art, Tripo assets, Opus 5.5 driving Blender and Unity, Astra iterating. ~3M views; prompts published.
98% GPU utilization can hide a stalled GPU. Tracing the step, swapping in fused kernels (3.7x), then packing batches into 1D tensors cuts Qwen 3.8 27B SFT from 7h44m to 1h17m on AI Runtime.
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