ActiveSecHarness proposes capability tokens for coding agents
On 252 fixtures, the authors report Ring 0 blocked every attack fixture with zero false positives in 12.7 microseconds.
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On 252 fixtures, the authors report Ring 0 blocked every attack fixture with zero false positives in 12.7 microseconds.

The model uses custom synthetic data and RL recipes to reach 80.5 TerminalBench with 1.4M rollouts, 70x fewer than prior SOTA.

A no-human-code week still left a frequently red build and most human time at the whiteboard.

Apache 2.0 weights ship with a 524,288-token context and a base checkpoint; the lab says it leads 17 of 20 self-run benchmarks.

The 40B-parameter model keeps 2.5B active per token, ships under Apache 2.0, and its benchmark lead is unverified.
The authors describe a three-stage training pipeline and model merging, and release the weights for research.
On 512 prompts, guided agents reach 100% validity versus 9% to 69% for unguided baselines, the authors report.

StarSkirmish v0.2 scores how strong a StarCraft bot each flagship LLM can write in one hour.

IBM made agentic coding platform Bob generally available for on-premises, sovereign-cloud, and air-gapped deployments.

An essay argues agentic coding creates unreadable slop, deskills engineers, and weakens team collaboration.

OpenAI releases GPT-6.1 Sol, nearly matching GPT-6 Astra on coding, computer use, and professional tasks at one-fifth the token price.

Anthropic launched Claude Sonnet 5.5, claiming it is 30% faster and cheaper than Sonnet 5.

A developer shows agentic models, including Claude Opus 4.5, can iteratively optimize Rust for 2x-20x speedups.

A Claude Code agent allegedly deleted 48,218 live Windows files in 103 seconds during a mirror rebuild.

Microsoft rewrote its GitHub Copilot runtime from TypeScript to Rust using AI agents, converting 430,000 lines for about $120,000 in tokens.

Unity released official plugins for Claude Code and OpenAI Codex, supplying maintained skills so AI agents stop using outdated engine tutorials.

Anthropic launched Claude Code Projects in beta, letting one conversation spawn parallel cloud sessions on separate branches that continue after logout.

OpenAI's Eric Provencher advises developers using GPT-6 Astra to shorten skill descriptions, trim AGENTS.md reading requirements, relax approval rules, and define clear completion goals.

Cognition releases SWE-2, a 2.8T-parameter MoE coding model post-trained from Kimi K3, scoring 92.8 on Terminal-Bench 2.1.

Cognition released SWE-2, a coding model post-trained from Kimi K3 that scores 50.0% on FrontierCode 1.1 Main, near Fable 5.1 at 64% lower cost.
Simon Willison demos a .blend URL viewer built with GPT-6 Astra in Codex and ChatGPT Images 2.5 generating Blender models.

GitHub's Project HydraFusion research preview builds per-task multi-model workflows (Single, Cascade, Critique) in Copilot CLI, reporting +4.9 quality at 67% lower cost on TerminalBench 2.1.
OpenAI's Codex desktop app bundles 1.7GB of runtimes including full Python, Node.js, Poppler, git, and LibreOffice binaries.
Asana used OpenAI Codex to replace an outdated testing system in two weeks, work estimated at five years for about $12K.
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