AI Engineering

Claude Buddy coordinates with Claude Desktop and Claude Code on a Mac by relaying approval prompts and activity state. Use it when you need to answer tool permission requests by voice instead of clicking.

Emotion Expression adds inline emotion markers to conversational replies so a device can drive servos, LEDs, and display eyes with each response. Use it for reactive, lifelike behavior; it is not for ambient scenes or custom LED colors.

Habit tracks repeating behavioral patterns from wellbeing, presence, mood, music, and posture logs. Use it to answer questions about routines or enrich wellbeing and posture nudges with habit-aware phrasing.

Input Branching routes realtime voice-agent messages using tags like [voice-instruction], [transcript], and [HANDLED]. It is used to choose the correct input path, ignore noisy transcripts, and return NO_REPLY for handled history entries.

Mood tracks the user's mood from camera, voice, and Telegram signals, then synthesizes a decision for downstream music and wellbeing skills. It is used when you need the latest inferred mood, not device-directed emotion commands.

Music Suggestion proposes a song or genre when a mood event suggests the user may want music and playback is idle. It is used for proactive suggestions, not for user-initiated music requests.

Researcher orchestrates autonomous experiment cycles for measurable goals like speed, accuracy, or pass rate. It plans, runs, logs, and resets experiments while protecting `.lab/` as the source of truth.

Sensing reacts to passive device events like presence, sound, light, and fire hazard with a matching emotion marker and a short spoken line or NO_REPLY. Use it when routing sensor triggers that should be handled differently from activity or emotion events.

Skill Creator helps you draft new skills, improve existing ones, and run evaluations to see how they perform. Use it when you want to create, tune, benchmark, or rewrite a skill description for better triggering.

Speaker Recognizer enrolls a speaker’s voice from mic or Telegram introductions and can list, identify, or remove stored voices. Use it when a transcript includes a self-introduction or when you need to manage known speakers.

User Emotion Detection maps a detected facial or vocal emotion into a mood log entry, then routes to music, check-in, or an action. Use it when the current turn includes an [emotion] or [speech_emotion] event.

AI Short Drama guides a two-phase workflow for creating short-drama IP, scripts, storyboard frames, and video output. Use it when turning a short-drama idea into production-ready scenes and shots.