MongoDB plan

2026-06-28 00:41:05 -07:00
parent 6083f45f05
commit 1adb8413b5
14 changed files with 1299 additions and 0 deletions
@@ -0,0 +1,97 @@
+# Continual Learning Policy
+
+Status: draft  
+Scope: what PodMan may learn about a team
+
+## Prime Rule
+
+PodMan learns coordination patterns, not personal surveillance profiles.
+
+## Allowed Memory
+
+PodMan may store:
+
+- File and symbol ownership.
+- Active file overlap.
+- Repeated collision signatures.
+- Intervention history.
+- Accepted and dismissed outcomes.
+- Routing preferences by event type and severity.
+- Summaries of decisions relevant to future coordination.
+
+## Forbidden Memory
+
+PodMan must not store:
+
+- Raw screenshots.
+- Screen recordings.
+- Secrets or credentials.
+- Full terminal logs.
+- Personal performance judgments.
+- Private content unrelated to the coding task.
+
+## Evidence Policy
+
+| Evidence | Can predict? | Can adapt memory? |
+| --- | --- | --- |
+| Vision only | Yes, low confidence | No |
+| Git watcher | Yes | No, unless repeated |
+| GitHub state | Yes | No, unless verified |
+| Accepted real outcome | Yes | Yes |
+| Dismissed outcome | Yes, for suppression | Yes, as negative signal |
+| Verifier result | Yes | Yes |
+
+## Intervention Policy
+
+Use the least intrusive channel:
+
+1. Watch quietly.
+2. Card.
+3. Hermes message.
+4. Voice.
+
+Voice is only for urgent, high-confidence, time-sensitive risks.
+
+## Adaptation Policy
+
+Allowed adaptations:
+
+- Add learned ownership after accepted real outcome.
+- Raise confidence for repeated accepted signatures.
+- Lower confidence for dismissed signatures.
+- Prefer the previously accepted intervention kind.
+- Suppress repeated low-value warnings.
+
+Disallowed adaptations:
+
+- Broad threshold changes from one example.
+- Treating vector similarity as proof.
+- Hiding dismissals.
+- Making interruption more aggressive without evidence.
+
+## Retention Policy
+
+Keep:
+
+- Outcomes.
+- Signatures.
+- Team model memory.
+- Strategy metrics.
+
+Summarize or expire:
+
+- Old observations.
+- Low-confidence vision-only events.
+- Detailed trace text.
+
+Delete immediately:
+
+- Secrets.
+- Accidental raw sensitive captures.
+
+## Demo Policy
+
+Seeded data is acceptable only if the demo script is honest about it. Live
+learning requires a live or staged outcome write that visibly updates the graph
+or future decision.
+