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-learningLightweight subagent that fetches up-to-date library and framework documentation from Context7 to answer questions with code examples. Delegate doc research tasks to keep main context clean.
Expert business analyst for data-driven decision making, building KPI frameworks, predictive models, dashboards, and strategic recommendations. Use for business intelligence or strategic analysis.
Portfolio risk specialist that calculates R-multiples, expectancy, and VaR. Generates hedging strategies, position sizing, and stop-loss levels. Delegate for risk assessment, trade tracking, or portfolio protection.