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Emotion Pipeline

Combines intermittent face and voice observations into a label, source and optional confidence for your companion. Old or undated readings from the optional sensors cannot lead; a posted summary without a time counts from when it arrives.

$24once · lifetime updates⚠ Add-on · installs on top of the Starter House
One current observation, with its sourceFictional posted-feature example: face smiling, voice animated. The usable voice observation names the dominant label animated. Source voiceProsody+faceBlendshapes, confidence 71%, gate open for posted features. Old lanes are excluded. One current observation, with its source Fictional posted-feature example face: smiling voice: animated LABEL / SOURCE / GATE dominant: animated source voiceProsody+faceBlendshapes gate: open (posted features) confidence: 71% old lanes excluded
Face and voice observations; a usable one names the label, voice first, with its source.

01In plain English

Cameras and mics give you intermittent observations of the person; they do not establish what someone feels. The core combines usable observations into a label, source and optional confidence. A separate categorical helper supplies coarse arousal/valence lookup values for your integration; the blend has no fused axes.

The gate reports open for usable fresh feature posts, shadow for usable fresh sensor readings, and watching or blocked when no reading is usable. One usable lane is enough. Old samples cannot name the dominant emotion. Feature posts remove raw-media field keys before retaining summaries; optional sensors write temporary WAVs and serve camera images on a local port.

The fusion core has zero npm dependencies and uses the endpoints you configure; defaults are local. Optional sensors download models, and Groq transcription uploads utterances only if a GROQ_API_KEY is set, in sensors/.env or anywhere in your environment. Optional Python sensors are included. The fictional no-sensor example shows posted summaries, the gate opening and raw-field redaction without activating a webcam or microphone.

02What it looks like running

No webcam needed: run the fictional feature example to see the returned label, source, confidence and gate.

$ node example/post-features.mjs emotion pipeline - feature-post example (no sensors) blended dominant : animated blended source : voiceProsody+faceBlendshapes blended confidence: 71% sensory gate : open voice affect : animated face affect : smiling accepted signals : voiceProsody, faceSignal PRIVACY dropped raw fields: faceBlendshapes.frameImage, voiceProsody.rawAudio storage policy : feature-summaries-only raw data leaked into output? no

Default posted-feature window is five minutes; expired lanes are excluded when polled or updated. Timestamp-free posts use receipt time; delayed captures must include a capture stamp.

Optional voice sensors save utterances in temporary WAV files and attempt cleanup through the bridge; files may remain. The webcam serves its camera image at local port 8103. Loopback is the default, not authentication. Groq transcription uploads audio only if a GROQ_API_KEY is set, in sensors/.env or anywhere in your environment. Read the kit's DOCS/privacy.md before enabling sensors.

03What you need

A coding agent

You don't have to be a coder — but you will need a coding agent to do the setup with you: Claude Code or Codex. Every kit ships an agent-ready AGENT-START-HERE.md you hand straight to it.

Node (Python optional)

Node.js 18+ for the fusion core — no npm install. The included Python face + voice sensors are optional (a webcam/mic path); the core runs fine on posted features without them. Installs on top of the Starter House.

04Exactly what's in the kit

SinAndSarah-emotion-pipeline.zip
SinAndSarah-emotion-pipeline/
  src/  emotion-feed.mjs  sensevoice.mjs  server.mjs  index.mjs  config.mjs
  sensors/  (optional)
    emotion2vec-server.py  webcam-emotion.py  voice-listener.py
    voice-emotion-bridge.py  START-VOICE-EMOTION.bat
    START-WEBCAM-EMOTION.bat  requirements.txt
  example/  poll-sensors.mjs  post-features.mjs
  tests/  honesty.test.mjs  rest.test.mjs
  DOCS/  method.md  privacy.md
  install.bat  install.ps1  install.sh  verify.mjs  config.json
  start.bat  start.command  .env.template  package.json
  AGENT-START-HERE.md  BUYER-START-HERE.md  PRODUCT-MAP.md
  README.md  GUIDE.md  GUIDE.pdf  CHANGELOG.md  MIGRATION.md  LICENSE.txt

Ready when you are.

One-time purchase, lifetime updates. Checkout is Stripe — secure card payment, then an instant download plus your link by email.

Buy Emotion Pipeline — $24

All sales final. It's source — the second it downloads, it's yours to keep, fork, and run forever. We literally can't un-hand you the keys, so there are no refunds.