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Extract reusable principles and decision frameworks from accumulated experience. Use after significant work sessions, project milestones, or when you notice recurring patterns worth codifying.
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SOC 職業分類に基づく
A-Mem thought evolution — check which prior thoughts should be updated when a significant new insight arrives. Spawns a lightweight subagent to classify prior thoughts as UPDATE or NO_UPDATE, then applies revisions. Use during long reasoning sessions when you reach a synthesis, make a decision, or discover something that changes earlier assumptions. Triggers on "this changes what I thought earlier", "update prior reasoning", "evolve thoughts", or automatically on conclusion/synthesis thoughts in sessions >10 thoughts.
Cross-session knowledge retrieval from the Thoughtbox knowledge graph. Searches entities, traverses relations, retrieves observations, and synthesizes findings from past sessions. Use when you need to recall prior decisions, check what's already known about a topic, find related insights, or build on past work. Triggers on "what do we know about", "have we seen this before", "recall", "prior decisions about", "knowledge graph", or when starting work that might have prior context.
Capture significant learnings from the current work session. Structures insights for future sessions and updates agent memory.
Write or improve prompts for Codex using Anthropic's official best practices. Creates system prompts, agent prompts, tool descriptions, and MCP resource templates. Pass an existing prompt to improve it, or describe what you need to create one from scratch.
Generate architecture diagrams for a codebase subsystem or module. Explores source files and produces Mermaid diagrams in docs/.
Format a structured escalation to the human decision-maker (Chief Agentic). Use when hitting an escalation threshold.
| name | distill |
| description | Extract reusable principles and decision frameworks from accumulated experience. Use after significant work sessions, project milestones, or when you notice recurring patterns worth codifying. |
| argument-hint | [domain or topic to distill] |
| user-invocable | true |
| allowed-tools | Read, Glob, Grep, Bash |
Distill wisdom from experience in this area: $ARGUMENTS
Gather evidence of past decisions and outcomes:
git log --oneline -20).Codex/rules/ for existing principlesFor each significant decision or outcome:
Look for:
Distill patterns into principles at the right abstraction level:
| Level | Example |
|---|---|
| Tactical | "Always run tests before committing database migrations" |
| Strategic | "Prefer reversible changes over irreversible ones" |
| Philosophical | "Optimize for time-to-signal, not time-to-completion" |
A good principle is:
Check each principle against past experience:
Write validated principles to the appropriate location:
.Codex/rules/ as a new or updated rule fileMEMORY.mdTag with freshness: HOT (just validated) | WARM (reasonable but not recently tested) | COLD (theoretical)
## Distillation: [Domain]
### Evidence Base
- [N decisions/outcomes reviewed]
- [Key sources consulted]
### Principles Extracted
#### [Principle Name]
- **Statement**: [Clear, actionable principle]
- **Level**: tactical | strategic | philosophical
- **Evidence**: [What experience supports this]
- **Boundary**: [When this does NOT apply]
- **Freshness**: HOT | WARM | COLD
- **Stored in**: [where it was written]
### Principles Updated
- [Any existing principles promoted, demoted, or retired]
### Open Questions
- [What we still don't know]