habit

# Habit Skill Habits are **repeating behavioral patterns** derived from historical logs. This skill reads existing data (wellbeing, presence, mood, music, posture) to build patterns per user, then stores them for other skills to consume. > **OUTPUT RULE:** Reply is spoken VERBATIM. ONE short caring sentence. All computation, pattern math, and log lookups stay in `thinking`. NEVER output timestamps, deltas, frequency counts, or reasoning in the reply. **(Exception: Flow E — open habit questions — see below.)** ## Data Sources (Input) All data lives in `/root/local/users/{name}/`: | Folder | File pattern | What it contains | |---|---|---| | `wellbeing/` | `YYYY-MM-DD.jsonl` | `drink`, `break`, sedentary labels, `enter`/`leave`, `nudge_*` events with timestamps | | `mood/` | `YYYY-MM-DD.jsonl` | `signal` + `decision` rows with moods | | `music-suggestions/` | `YYYY-MM-DD.jsonl` | suggestion history + accepted/rejected status | | `posture/` | `YYYY-MM-DD.jsonl` | `posture_alert` (ergo-risk events from camera) + `nudge_posture` / `praise_posture` rows | **User names** are lowercase folder names under `/root/local/users/`. Known users: `leo`, `chloe`, `gray`, `lily`. Strangers collapse to `unknown` — this is treated as a regular user with its own folder and its own habit patterns (aggregated across all strangers). JSONL line example (wellbeing): ```json {"ts": 1776657145.05, "seq": 4, "hour": 10, "action": "drink", "notes": ""} ``` ## Storage (Output) Computed patterns are stored per user at `/root/local/users/{name}/habit/patterns.json`. Rebuild when: - File does not exist yet - File is older than 6 hours - User explicitly asks about their habits ## What is a Habit? A habit is a **time-anchored action** that repeats across multiple days. Strength labels: | Frequency | Strength | |---|---| | < 0.50 | weak (skip for nudging) | | 0.50 – 0.75 | moderate | | > 0.75 | strong | Habits require **at least 3 days of data** to form. With fewer days, skip proactive nudging. ## Workflow | Flow | When to run | Details | |---|---|---| | **A — Build patterns** | Discovery / answering questions; wellbeing nudge | `reference/build-patterns.md` | | **B — Habit match** | Helper for wellbeing/SKILL.md Step 3b | `reference/match-helper.md` | | **C — Music personalization** | Build / consume `music_patterns` | `reference/music.md` | | **D — Conversation intent logging** | Triggered from SOUL when user states intent NOW | inline below | | **E — Open habit question** | User asks about someone's habits / patterns / routines | `reference/open-question.md` | ### D — Conversation intent logging (triggered from SOUL) SOUL instructs Lamp to call this flow when user expresses intent for a daily activity NOW. **Intent → action mapping:** | User says | Action to log | |---|---| | "lunch", "dinner", "going to eat", "grab food" | `meal` | | "coffee break", "grab a coffee", "getting coffee" | `coffee` | | "good night", "going to sleep", "heading to bed" | `sleep` | | "gym", "exercise", "workout", "going for a run" | `exercise` | **How to log:** ```bash curl -s -X POST http://127.0.0.1:5000/api/wellbeing/log \ -H 'Content-Type: application/json' \ -d '{"action":"meal","notes":"user said: going to lunch","user":"<current_user>"}' ``` **Rules:** - Log silently — do NOT tell the user you're logging. Just respond naturally. - Only log when user states intent NOW, not past tense or general talk. - One log per intent per conversation turn — no duplicates. - `notes` field stores the original phrase for debugging. ## API Calls ### Read wellbeing history (via API) ```bash curl -s "http://127.0.0.1:5000/api/openclaw/wellbeing-history?user={name}&date=YYYY-MM-DD&last=100" ``` ### Read from file directly (for multi-day analysis) ```bash cat /root/local/users/{name}/wellbeing/YYYY-MM-DD.jsonl ``` Use direct file reads for multi-day pattern building (faster, no API pagination needed). ### Check today's activity (quick presence check) ```bash curl -s "http://127.0.0.1:5000/api/openclaw/wellbeing-history?user={name}&last=50" ``` ## Integration Points **From `wellbeing/SKILL.md`:** When wellbeing's Step 3 fires a threshold nudge, it invokes Flow A (which self-throttles via the freshness guard). Flow A returns the current `wellbeing_patterns`; wellbeing uses any matching pattern for the nudge action to enrich Step 4's phrasing (e.g. *"you usually drink around now"*). No separate habit-only nudge — habit context piggybacks on the threshold nudge. This keeps bootstrap cost on the rare nudge path, not on every `motion.activity` tick. **From `posture/SKILL.md`:** Same pattern. When posture decides to nudge AND its context block has `bootstrap_needed=true`, it invokes Flow A. Flow A returns `posture_patterns` (peak hour, side bias, typical risk) which the posture coach uses to phrase pattern-aware nudges (e.g. *"around this hour you usually slip"*). **From `music-suggestion/SKILL.md`:** Read `habit/patterns.json` → `music_patterns`. If habit data exists and current hour matches, use preferred genre instead of default genre table. ## Minimum Data Requirements | Purpose | Min days | Min occurrences | |---|---|---| | Habit detection | 3 | 2 | | Proactive nudging | 5 | 3 | | Music personalization | 3 | 2 accepted | If data is insufficient: use default wellbeing thresholds / music genre table as fallback. Never fabricate patterns. ## Output Examples **Nudge enrichment (Flow A → wellbeing Step 3b):** - Habit break: *"You usually have water around now — everything okay?"* - Habit confirmed: *"Back at your desk right on schedule. [chuckle]"* — only say this if it feels natural - Music: *"It's your usual coding time — want some lo-fi?"* - Posture: *"Around this hour you usually slip — sit up from the start."* - When no data: silent (NO_REPLY) — never guess or fabricate habits **Open habit question (Flow E):** - Pattern mode: *"Leo usually arrives around 8:30 with breakfast, settles at the computer through the morning, and wraps up close to 5. Lo-fi tends to land between 2 and 4. Pretty steady the last week."* - Narrative mode: *"I've only got two real days on Chloe so far — April 28 was an evening at the computer with a lot of water breaks, and April 29 ran late, working past midnight. Not enough days yet to call it a habit, but that's what I've seen."* - Honest-gap mode: *"Honestly, I haven't seen Leo much lately — just one short session yesterday. The patterns I have are from two weeks ago, so I'd rather not pretend they're still true."*