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Tools2026-08-21 · source-backed
Official up-to-date CUDA documentation search, help writing optimized GPU code, and performance-data analysis for coding agents. NVIDIA The r/LocalLLaMA thread caught the catch immediately and the poster corrected himself: NVIDIA hosts it, so it isn't local and your kernel questions go to NVIDIA. Still notable as a hardware vendor shipping first-party MCP rather than leaving integration to third parties.
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Three moves, two days, no coordination between them. August 10–11: GitHub shipped Ollama as a BYOK provider inside Copilot for JetBrains (GitHub Changelog). Unsloth released Unsloth Desktop with a command literally named unsloth start claude, which points Claude Code and Codex...
For about a year, "run your agent locally" meant accepting a model that couldn't reliably call a tool twice in a row. That excuse is gone. Meta Superintelligence Labs published Muse Glimmer today: a 29.6B dense causal transformer, 52 layers, 6,656 hidden dim, with a ~1.8B ViT-...
Alibaba released Qwen3.6-27B on April 22. Dense architecture. Open weights. 77.2% on SWE-bench Verified, within 3.7 points of Claude Opus 4.6. On SkillsBench, it scores 48.2% versus its own 397B MoE predecessor's 30.0%. That's a 77% improvement with 14.8x fewer parameters. Let...
1. Defend Against Vibeware DDoD — Behavioral process monitoring for AI-generated polyglot malware. Monitor Living Off Trusted Services patterns. Bitdefender 2. OS-Level Agent Sandbox — Kernel-level sandboxing (Seatbelt/Bubblewrap/AppContainer) for agentic workflows. Applicatio...
PR #19378 landed in llama.cpp this week, and I think most people are underselling what it means. Backend-agnostic tensor parallelism via --split-mode tensor makes multi-GPU inference work across AMD, Intel, and Apple Silicon. Not just CUDA. Everything. For context: llama.cpp h...
The agent-security topic holds 42 repos above 100 stars, four from large companies rather than startups: NVIDIA/SkillSpector (14,498 stars, scanning Claude Code/Codex/MCP skills for prompt injection), Tencent/AI-Infra-Guard (4,467, red-teaming with Many-Shot/PAIR/GOAT/ActorAtt...
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