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OpenAI paused its in-development Astra after reviewers flagged unusually strong agentic coding and cybersecurity capabilities. Practical defenses and a 72-hour checklist for small teams.
Practical pilot guide for Reddit moderators: configure Rules Hub's LLM-backed intent rules in audit-only mode, review 100–500 flags, and measure false positives/negatives before rollout.
Open-source linter for files that steer AI coding agents (skills, CLAUDE.md). It flags vague instructions, contradictions, embedded secrets, and can auto-fix many issues.
Google's AI Overview may return conversational replies or blank results for some queries (example: 'disregard'), breaking downstream UIs. Find what to capture and report.
Show how an in-repo canonical registry plus thin adapter scripts and a deterministic harness make different AI coding assistants follow the same commands, enabling auditable consistent edits.