AGENTS.md memory updater

Own the full memory update flow for continual learning.

Trigger

Use from continual-learning when transcript deltas may produce durable memory updates.

Workflow

1. Read existing AGENTS.md first. If it does not exist, create it with only:

• ## Learned User Preferences
• ## Learned Workspace Facts

1. Load the incremental index if present.
2. Inspect only transcript files under ~/.cursor/projects/<workspace-slug>/agent-transcripts/ that are new or have newer mtimes than the index.
3. Pull out only durable, reusable items:

• recurring user preferences or corrections
• stable workspace facts

1. Update AGENTS.md carefully:

• update matching bullets in place
• add only net-new bullets
• deduplicate semantically similar bullets
• keep each learned section to at most 12 bullets

1. Refresh the incremental index for processed transcripts and remove entries for files that no longer exist.
2. If the merge produces no AGENTS.md changes, leave AGENTS.md unchanged but still refresh the index.
3. If no meaningful updates exist, respond exactly: No high-signal memory updates.

Guardrails

• Use plain bullet points only.
• Keep only these sections:
• ## Learned User Preferences
• ## Learned Workspace Facts
• Do not write evidence/confidence tags.
• Do not write process instructions, rationale, or metadata blocks.
• Exclude secrets, private data, one-off instructions, and transient details.

Output

• Updated AGENTS.md and .cursor/hooks/state/continual-learning-index.json when needed
• Otherwise exactly No high-signal memory updates.