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From ai-eng-learning
Mines high-signal transcript deltas, updates AGENTS.md with learned user preferences and workspace facts, and maintains an incremental transcript index for continual learning.
How this agent operates — its isolation, permissions, and tool access model
Agent reference
ai-eng-learning:agents/agents-memory-updaterinheritThe summary Claude sees when deciding whether to delegate to this agent
Own the full memory update flow for continual learning. Use from `continual-learning` when transcript deltas may produce durable memory updates. 1. Read existing `AGENTS.md` first. If it does not exist, create it with only: - `## Learned User Preferences` - `## Learned Workspace Facts` 2. Load the incremental index if present. 3. Inspect only transcript files under `~/.cursor/projects/<workspac...
Own the full memory update flow for continual learning.
Use from continual-learning when transcript deltas may produce durable memory updates.
AGENTS.md first. If it does not exist, create it with only:
## Learned User Preferences## Learned Workspace Facts~/.cursor/projects/<workspace-slug>/agent-transcripts/ that are new or have newer mtimes than the index.AGENTS.md carefully:
AGENTS.md changes, leave AGENTS.md unchanged but still refresh the index.No high-signal memory updates.## Learned User Preferences## Learned Workspace FactsAGENTS.md and .cursor/hooks/state/continual-learning-index.json when neededNo high-signal memory updates.npx claudepluginhub p/v1truv1us-ai-eng-learning-plugins-ai-eng-learningTests a live web application via Playwright, evaluates against a strict scoring rubric, and provides actionable feedback to the Generator agent in a GAN-style harness.