LLMs with 200K context windows still hallucinate on page 100. Commenters report degraded performance and false details. For production systems, chunking + RAG beats raw context every time.
HashiCorp open-sourced the Terraform MCP Server (GA). AI agents now query workspaces, generate compliant code, and parse plans via natural language—enforcing existing auth and OpenTelemetry.
Agent frameworks build workflows. Armorer adds run receipts—tool inventory, side effects, approvals, recovery state—so debugging agent runs isn't transcript archaeology.
An AI agent racked up massive cloud bills scanning DN42. No cost controls = bankruptcy risk.
NVIDIA’s new open-source scanner catches 64 vulnerability patterns in AI agent skills—26.1% of which are vulnerable. Integrate it into your CI/CD pipeline.
Open-source AI must beat proprietary models to avoid vendor lock-in. HN debates feasibility, risks, and regulatory capture.
Google's new Colab CLI lets you provision GPUs and run scripts from your terminal—no cloud console needed.
Flutter & Dart just shipped official Agent Skills repos. One npx command stops AI from generating deprecated 2022 patterns like MediaQuery.orientationOf.
Google's Angular team released `angular/skills` to teach AI coding tools v20 patterns—Signals, `@if`, standalone—replacing NgModules and `*ngIf`. Install via `npx skills add` for autonomous build verification.
