/brain
Agent 97: The Continual-Learning Layer (any industry)
Appends dated, sourced observations after every run, promotes stable facts into profiles only through a one-commit confirmation gate, and keeps goals.md and forecast.md current per workspace.
verified (fixture) 2026-09-07v0.1.1
Its status above is the registry's own, with the date of the run that produced it.
What it is for
Contract A
- #97 — Learn the user continually · observations → profiles, goals, forecast
Example requests
- “what have you learned about me”
- “show my goals”
- “update my forecast”
What it needs, and what it hands back
Needs connected
Nothing. It runs on what SHAI already knows about you.
Hands back
- profile/observations.md
- profile/goals.md
- profile/forecast.md
- profile-edit diffs (confirmed only)
Stops and asks
Nothing this agent does is irreversible on its own, so it asks for no approval of its own. Spending, sending and publishing are approved wherever they happen.
How it runs
These are the headings of its own written instructions — 212 lines you can read and change.
- Step 0 — Environment, profile, workspace
- Step 1 — Append the observation
- Step 2 — Check for a promotable pattern
- Step 3 — The profile-edit gate
- Step 4 — Keep `goals.md` and `forecast.md` current