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Runtime controls for Claude Code derived from real tool-call telemetry. Pair with cc-logger to observe failures, promote recurring patterns into rules, nudge recoverable mistakes, and block irreversible ones.
Recoverability-first runtime controls for the OpenAI Codex CLI: learn from real tool-call telemetry, nudge repeated mistakes, and block irreversible actions before they run.
Plan a governed maker action across the Loomground family, then control the maker over an A2A protocol. Two profiles: a protocol floor and a fail-closed Loomground compliance team.