Agent Architect Kit ↔ ThumbGate Bridge

What problem does it solve?

This Skill solves the gap between saved agent “lessons” in architect-kit memory files and actual runtime prevention by converting those lessons into ThumbGate feedback and regenerated PreToolUse prevention rules.

Core Features & Use Cases

• Ingest per-role architect-kit memory into ThumbGate: Parses architect-kit sections (such as Mistakes and Learnings) and emits corresponding ThumbGate thumbs-up/thumbs-down signals, tagged with architect-kit + role metadata for auditable traceability.
• Classify stakeholder feedback into prevention signals: Interprets rejection-style keywords (for example “rejected”, “wrong”, “broken”) to flip entries negative so the enforcement learns correctly.
• Regenerate prevention rules from imported feedback: Feeds imported lessons into the same rule-generation pipeline as native ThumbGate feedback so blocked actions happen before tool execution rather than after review.
• Safely skip non-lesson noise: Ignores Session Log entries to avoid polluting the searchable lesson DB with ephemeral task receipts.

Quick Start

Run the integration import in dry-run mode first for the architect-kit memory directory you want to migrate, then run the real import and regenerate prevention rules.