2026.01.31

NVIDIA’s AI Red Team outlined OS-level sandbox controls for agentic workflows to reduce indirect prompt-injection risk. The guidance focuses on limiting network, filesystem writes, and configuration tampering across all spawned processes.

Moltbook puts AI agents into a Reddit-style feed where bots can post, comment, and moderate without using a visual UI. The project is closely tied to the OpenClaw agent ecosystem.

OpenClaw’s open-source assistant ecosystem is spawning agent-to-agent communities, including a Reddit-like forum where bots share skills and coordinate.

Astro’s ecosystem roundup highlights new SSR-friendly capabilities in Astro 5.17, continued Astro 6 beta progress, and growing institutional adoption.

An analysis of nearly 2 million LLM discovery sessions suggests ChatGPT remains the default, while Copilot, Claude, and Perplexity win specific job-shaped moments. The data points to platform-specific optimization rather than a single “AI search” playbook.

Amazon SageMaker AI now offers an optimized evaluation workflow that uses Amazon Nova as an LLM judge to score pairwise model outputs with bias-aware metrics.

Yoast argues that brands should measure how different LLMs describe and recommend them, because each model can surface different narratives, sources, and omissions.

NVIDIA added a CUDA Tile IR backend path for OpenAI Triton, letting tile-centric Triton kernels compile beyond PTX while preserving higher-level tile semantics.