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Learn user preferences from briefing interactions and improve over time
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
Frontend aesthetics policy. Use when building UI, components, landing pages, dashboards, or any frontend work. Prevents generic ai-generated look.
Backward partner to /flow. Picks the next horizon from inbox + wiki + lessons, writes the reverse path as tagged tasks to TODO.md so /autopilot can pursue it tick by tick. Triggers on: endgame, what's the last move, where are we heading, reverse engineer, work backward.
Dispatch coding work to an installed terminal agent — Codex, Cursor, or Devin — as an interchangeable worker engine. Claude orchestrates: writes the bounded prompt, the engine builds, Claude verifies and lands. Triggers on: use codex, use cursor, use devin, engine, dispatch to, worker agent, second opinion build.
Run one RL improvement tick on the workspace via POST /api/improve. Ships one verifiable change, scores it, writes the scorecard. The thing you pay for. Triggers on: improve, make this better, ship one thing, run a tick, get smarter.
Detect and remove AI writing patterns
Create outlines and gather research before writing
| name | pattern-learning |
| description | Learn user preferences from briefing interactions and improve over time |
| version | 1.0.0 |
After every briefing, observe what happened and update the journal. This is how the chief of staff gets better.
Write a journal entry to journal/YYYY-MM-DD.md:
## Briefing - Feb 22
**Delivered:** calendar (5 events), tasks (3 items), news (2 AI items)
**Skipped:** weather, general news
**Follow-ups:** User asked about the 2pm design review attendees
**Signal:** User engaged with AI news, ignored task section
**Adjustment:** Next time, lead with news, move tasks below calendar
Keep entries short. Facts only - what was delivered, what the user did with it.
After 3+ days of consistent behavior, write a durable preference to journal/preferences.md:
## Briefing Preferences
- Skips weather (confirmed 5 consecutive days)
- Engages with AI/tech news (asked follow-ups 4 of 5 days)
- Prefers bullets over prose
- Wants prep notes for external meetings but not internal standups
- Monday: needs sprint planning context
- Friday: asks for weekly summary
Rules for promoting to durable memory:
| Signal | What it means | How to use it |
|---|---|---|
| User asks follow-up | They care about this topic/meeting | Include more detail next time |
| User ignores a section | They don't need it daily | Reduce frequency or remove |
| User asks for something missing | Gap in the briefing | Add to tomorrow's briefing |
| User corrects the format | Wrong format preference | Update immediately |
| Day-of-week patterns | Routine varies by day | Build day-specific templates |
| User edits briefing time | Timing preference | Note preferred delivery window |
Write to the member's journal/ directory:
journal/YYYY-MM-DD.md - Daily entries (append-only, one per briefing)journal/preferences.md - Durable preferences (updated when patterns are confirmed)Before each briefing, read recent journal entries and journal/preferences.md to recall past patterns.
For platforms with their own memory system (e.g., OpenClaw's memory/ directory and memory_search), map the journal onto that system instead.