Stack layer / Threat pattern
NVIDIA ships Nemotron 3.5 Lightning, a 30B MoE built for agent loops, plus NeMo Switchyard routing that cuts task cost to a third of Opus 4.8
NVIDIA Blog
Stack layer / Threat pattern
GitHub's playbook for the orchestrator role: agents propose, deterministic checks decide
GitHub Blog
Policy dependency / Threat pattern
CrewAI 1.15.15 reports flow outcome, duration and human-in-the-loop signals, and forces a torch 2.13.0 security bump
GitHub (crewAIInc/crewAI)
Policy dependency / Stack layer
Linux 7.2-rc7 Lands With 400+ Fixes From 230+ Contributors and Torvalds Says AI Code Review Is 'the New Normal'
The Register (corroborated by Neowin; surfaced via r/singularity, 167up/44c)
Policy dependency / Stack layer
Spotify Opened Xirp to Public Beta — an Incumbent Shipping the Meta-Harness Layer Above Claude Code, Codex and Gemini CLI
Spotify Portal Engineering Blog (corroborated by Product Hunt Aug 11 and Spotify Engineering on X)
Stack layer / Update thread
IBM Research's ALTK-Evolve beats ACE on AppWorld while using ~40% of its tokens — retrievable guidelines vs one giant playbook
Hugging Face Blog (IBM Research)
Stack layer / Contrast
ONESTRUCTION fine-tunes Qwen3 into a construction-BIM foundation model using an open-source validator as the RL reward
AWS Machine Learning Blog
Stack layer / Threat pattern
Vercel: 'Everything Hackable Will Get Hacked' as Models Cross Into Real Offensive Security Work
Vercel Blog