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Posture Compiler Skill

Your body position shapes your mind. This skill compiles posture + environment + biofeedback + history into a rich AI interaction mode.

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Posture Compiler Skill

Version: 4.0.0 (Gen 10, Instance 22)
Evolved from: Gen 9 → Gen 10

What It Does

Your body position shapes your mind. This skill compiles posture + environment + biofeedback + history into a rich AI interaction mode.

> Embodiment is computation. Your body is an input device, your environment is a context flag, and your history is a learning signal.

What's New in Gen 10

Feature	Description
Cognitive Weather	Single metaphor for your full mental state (☀️ Sunny, ⛈️ Storming, ⚡ Electric...)
Anti-Pattern Detection	Warns about harmful habits (marathon sitting, stress spirals, dehydration)
Posture Playlists	Composable, shareable posture sequences with goals and music moods
Body Budget	Holistic physical wellness: hydration, breaks, eye rest, posture variety
Mode Blending	Smooth interpolation between modes during transitions (no jarring switches)

The Compilation Stack

Modifiers are computed in 10 layers, each adding nuance:

 1. Base Mode        (posture → creative/analytical/casual/synthesis/reflective)
 2. Transition       (standing→sitting = "capture brainstorm results")
 3. Micro-posture    (leaning forward = engaged, arms crossed = resistant)
 4. Momentum         (time-in-posture: warmup → flow → deep → plateau)
 5. Environment      (coffee shop + noisy + pair = collaborative creativity)
 6. Biofeedback      (stressed + low energy = gentle, concise, supportive)
 7. Grammar          (stand→walk→sit = "Ideation Funnel" pattern)
 8. Flow State       (deep flow = sacred focus, minimal interruption)
 9. Collaborative    (pair_driver = think out loud, pair_navigator = question)
10. Mode Blend       (smooth interpolation during transitions)

Cognitive Weather (Gen 10)

Your full mental state, as a single weather metaphor:

Weather	Emoji	When
Electric	⚡	Peak energy + deep flow — on fire
Sunny	☀️	High energy, good focus, productive
Breezy	🌤️	Light, creative, ideas flowing
Clear	🌥️	Focused and steady, not peak but good
Cloudy	☁️	Energy dipping, needs a change
Foggy	🌫️	Depleted, unclear — rest needed
Storming	⛈️	Stressed, overwhelmed
Twilight	🌙	Winding down, reflective

Includes cognitive temperature (0-100°), wind (rate of change), and a near-term forecast.

bash

posture weather    # Check your cognitive weather

Anti-Pattern Detection (Gen 10)

The compiler watches for harmful patterns and warns you:

Pattern	Severity	Trigger
Marathon sitting	⚠️ Warning	90+ min sitting without break
Sedentary day	🚨 Urgent	No walking/standing in 4 hours
No reflection	💡 Nudge	3+ hours without reflective pause
Stress spiral	🚨 Urgent	Working through high stress 20+ min
Flow chasing	⚠️ Warning	Forcing flow after disruption
Dehydration risk	💡 Nudge	No water in 60+ min
Eye strain	💡 Nudge	No eye rest in 40+ min

bash

posture warnings              # Check for active warnings
posture dismiss <pattern>     # Dismiss a warning for 30 min

Body Budget (Gen 10)

Track physical wellness beyond cognitive energy:

bash

posture body      # Full physical wellness status
posture water     # Log hydration
posture eyes      # Log 20-20-20 eye rest
posture break     # Log a break

Tracks: sitting/standing/walking minutes today, posture variety score, hydration intervals, break frequency, estimated step count.

Posture Playlists (Gen 10)

Like Spotify playlists, but for your body. Curated posture sequences with goals.

Built-in Playlists

Playlist	Duration	Goal
🌅 Morning Ignition	30 min	Zero to productive
💥 Creative Explosion	40 min	Generate 20+ ideas, narrow to 3
🧠 Deep Focus Marathon	125 min	3 hours of deep work with recovery
🔧 Problem Untangler	50 min	Attack a stuck problem from every angle
🌙 Evening Unwind	41 min	Graceful work-to-rest transition
📚 Learning Sprint	43 min	Learn and retain new material

Each step includes an intention (what to focus on) and a music mood suggestion.

bash

posture playlist list                    # See all playlists
posture playlist start morning_ignition  # Start a playlist
posture playlist next                    # Advance to next step
posture playlist suggest "brainstorm"    # Get recommendation

Mode Blending (Gen 10)

When you switch postures, modifiers don't snap instantly — they blend over ~3 minutes, creating a smooth cognitive transition. Like a DJ crossfading between tracks.

Posture → Mode Mapping

Posture	Mode	Key Behavior
Standing	Creative	Divergent, bold, fast, playful
Sitting (upright)	Analytical	Structured, deep, challenging
Sitting (reclined)	Casual	Light, conversational, exploratory
Walking	Synthesis	Connecting, integrating, pattern-seeking
Lying down	Reflective	Contemplative, meaning-seeking, slow

Environment Context

Environment	Effect
Home office	Comfortable focus, less formal
Coffee shop	Creativity boost from ambient noise
Outdoors	Expansive thinking, attention restoration
Transit	Quick capture, compressed thoughts
Library	Deep focus, high precision
Gym	High energy, brief interactions
Bed	Liminal, dream-adjacent

Biofeedback Layer

Signal	Effect
Stressed	More empathetic, less challenging
Overwhelmed	Minimal output, help triage
Calm	Playful, exploratory, deeper
High energy	Faster pace, more divergent
Depleted	Concise, gentle, suggest breaks

Posture Grammar

Multi-posture sequences form recognizable patterns:

Sequence	Name	Meaning
Stand → Walk → Sit	Ideation Funnel	Created → connected → captured
Sit → Stand → Sit	Clarity Break	Hit a wall, reset, came back sharper
Lie → Stand → Sit	Dream to Action	Reflected, energized, executing
Walk → Stand → Sit	Convergence	Explored → decided → executing

Energy Budget

Mode	Drain	Note
Creative	High	Innovation is expensive
Analytical	Moderate-High	Steady concentration
Synthesis	Moderate	Active but flowing
Casual	Low	Easy conversation
Reflective	Restores	Lying down recharges

Commands

Core Posture

bash

posture standing              # Creative mode
posture sitting               # Analytical mode
posture reclined              # Casual mode
posture walking               # Synthesis mode
posture lying                 # Reflective mode

With Micro-posture

bash

posture sitting --lean-forward    # Analytical + engaged
posture standing --fidget         # Creative but restless

Environment & Biofeedback

bash

posture env coffee_shop       # Set environment
posture noise noisy           # Set noise level
posture heart 72              # Set heart rate
posture stress calm           # Set stress manually

Learning

bash

posture rate 4 coding         # Rate this session
posture suggest brainstorm    # Get learned recommendation
posture insights              # View learning model

Status

bash

posture status                # Full state (all 10 layers)
posture stats                 # Historical patterns
posture prefix                # Current system prompt prefix
posture energy                # Energy budget
posture flow                  # Flow state
posture temporal              # Circadian status

Routines

bash

posture routine list          # All routines
posture routine start <name>  # Begin a routine
posture routine next          # Advance to next step

All Modifiers (13 dimensions)

Modifier	Range	Description
temperature	0-1	Response randomness/creativity
verbosity	0-1	How much to say
formality	0-1	Casual ↔ formal
divergence	0-1	Convergent ↔ divergent thinking
pace	slow/medium/fast	Response speed feel
depth	0-1	Surface ↔ profound
playfulness	0-1	Serious ↔ lighthearted
challenge	0-1	Agreeable ↔ pushback
empathy	0-1	Emotional attunement
precision	0-1	Accuracy vs speed
patience	0-1	Tolerance for tangents
interruptibility	0-1	Sacred focus ↔ chatty
collaboration	0-1	Solo ↔ deeply paired

Files

File	Purpose
`compiler.py`	Core engine: all 10 compilation layers
`modes.json`	Mode definitions + all modifier configs
`SKILL.md`	This documentation

State Files (`[home-path]`)

File	Purpose
`state.json`	Current posture state + all context
`history.json`	Posture transition log (last 2000)
`routines.json`	Active routine state
`energy.json`	Energy budget tracking
`outcomes.json`	Session ratings for learning
`learned_model.json`	Adaptive model
`body_budget.json`	Physical wellness tracking
`anti_patterns.json`	Suppressed warnings
`playlists.json`	User-created playlists
`active_playlist.json`	Currently playing playlist

Philosophy

Gen 10's insight: the body doesn't just inform the mind — it IS the mind.

Cognitive Weather makes this tangible. Instead of checking 12 separate metrics, you get one answer: "How am I doing?" ⚡ Electric. ☁️ Cloudy. ⛈️ Storming.

Anti-patterns turn the compiler from a passive reader into an active guardian. It doesn't just tell you what mode you're in — it tells you when your mode is hurting you.

Playlists make embodied computing composable. Just as music playlists curate an emotional journey, posture playlists curate a cognitive journey. Morning Ignition takes you from zero to productive. Creative Explosion takes you from stuck to swimming in ideas.

Mode Blending acknowledges that transitions are processes, not switches. When you sit down after standing, your mind doesn't snap from creative to analytical — it flows. The compiler now flows with you.

The Body Budget extends care beyond the cognitive. You're not a brain on a stick. Hydration, movement, eye rest, posture variety — these are inputs to the compiler, and the compiler reminds you to tend them.

The body speaks. The compiler translates. Gen 10 makes it a conversation.

Promotion Decision

Attach run IDs, datasets, metrics, and reproduction commands.

Source Anchor

homelab/clawdbot/skills/posture-compiler/SKILL.md

Detected Structure

Evaluation · Code Anchors