Kaori AI System Audit — May 2026

Current state of Kaori's AI companion system, voice pipeline, 3D character, and tool integration.

Status Overview

Component	Status	Notes
AI Response Engine	Working	Gemini 2.0 Flash via OpenRouter, tool calling active
Tool Calling (7 tools)	Working	Spots, trickipedia, tricklists, knowledge base
Boardsport Knowledge Base	Working	Static JSON, 5 sports covered
Relationship System	Working	5 stages, interaction tracking, adaptive greetings
Kaori Live (Web)	Working	3D VRM avatar, chat overlay, voice input
Voice / TTS (Kith)	Working	ElevenLabs via Kith sidecar, streaming audio
VRM Character	Working	Procedural animation, emotion tinting
RAG (Torment Articles)	Not Deployed	pgvector pipeline exists but `kaori-rag/` not on server
ElizaOS (Port 3001)	Stopped	Disabled in favor of direct OpenRouter path
Mobile App Integration	Not Built	Falls back to standard DM interface

Architecture

┌─────────────┐    ┌──────────────────┐    ┌─────────────────┐
│   Browser   │◄──►│   TB-Backend     │◄──►│  MongoDB Atlas   │
│             │    │   (Express)      │    │  (TrickList2)    │
│  kaori-live │    │                  │    │                  │
│  Socket.IO  │    │  dm.js           │    │  dm_messages     │
│  Kith WS    │    │  ├─ kaori-ai-    │    │  companion_      │
│  Three.js   │    │  │  response.js  │    │  profiles        │
│             │    │  └─ kaori-       │    │  spots, tricks   │
└──────┬──────┘    │     tools.js     │    │  tricklists      │
       │           └────────┬─────────┘    └─────────────────┘
       │                    │
       │           ┌────────▼─────────┐    ┌─────────────────┐
       │           │  OpenRouter API  │    │  Kith Voice      │
       │           │  (Gemini Flash)  │    │  (Port 3040)     │
       │           └──────────────────┘    │  ElevenLabs TTS  │
       │                                   │  Emotion State   │
       └───────────────────────────────────►│  Audio Streaming │
                                           └─────────────────┘

AI Response Pipeline

Model: google/gemini-2.0-flash-001 via OpenRouter
Temperature: 0.7
Max Tokens: 400
Tool Choice: auto
Conversation History: Last 4 messages

Message Flow

User sends DM via REST API → routes/dm.js
dm.js detects bot conversation, emits typing indicator
Tries ElizaOS at localhost:3001 (currently stopped, fails immediately)
Falls back to kaori-ai-response.js → generateKaoriResponse()
Fetches conversation history (4 messages) from MongoDB
Fetches relationship profile from companion_profiles
Updates interaction count and relationship stage
Queries RAG context (currently fails silently — RAG not deployed)
Calls OpenRouter with system prompt + tools
Tool loop (max 3 iterations):
- If model calls tools → execute via kaori-tools.js → feed results back
- If model returns text → done
Bot response saved to dm_messages, emitted via Socket.IO
If Kith session active → fire-and-forget POST to /speak/{sessionId}

System Prompt

Kaori Nishidake — 18-year-old Japanese freestyle snowboarder from Sapporo. SSX Tricky character. Personality: bubbly, encouraging, uses Japanese naturally (sugoi, ne, yatta), short messages (2-4 sentences), emoji-friendly.

Key directive in prompt:

MUST use tools for trick lists, spots, trickipedia, knowledge lookups. NEVER make up data — always use tools for real results.

Tools (7 Available)

Tool	Type	What It Does	DB Collection
`search_spots`	Read	Find spots by name/state/city/sport	`spots`
`search_trickipedia`	Read	Look up tricks by name/category/difficulty	`trickipedia`
`get_user_tricklists`	Read	Fetch user's trick lists with progress	`tricklists` + `tricks`
`lookup_boardsport_knowledge`	Read	Magazines, Instagram, events, culture	`kaori-knowledge.json`
`create_tricklist`	Write	Create new trick list for user	`tricklists`
`add_trick_to_list`	Write	Add trick to existing list	`tricks` + `tricklists`
`update_trick_status`	Write	Mark trick Complete or To Do	`tricks`

Safety: Write tools flag content with createdBy: 'kaori'. Max 3 tool iterations per message. ObjectId validation on all IDs.

Boardsport Knowledge Base

Static JSON at Backend/kaori-knowledge.json covering 5 sports:

Sport	Magazines	Instagram	Events	Key Figures	Brands
Snowboarding	6	9	6	9	9
Skateboarding	6	9	6	10	10
Surfing	5	7	5	7	6
BMX	4	6	5	7	7
Skiing	5	7	5	7	8

Queried via lookup_boardsport_knowledge tool — not injected into system prompt.

Relationship System

Collection: companion_profiles

Stages

Stage	Messages	Behavior
Stranger	0-4	Welcoming, asks name, learns about them
Acquaintance	5-19	Remembers details, friendly
Friend	20-59	Personal, uses name, references history
Close Friend	60-149	Warm, inside jokes, deeper conversations
Bestie	150+	Maximum energy, deeply personal

Profile Fields

interactionCount — auto-incremented on each message
relationshipStage — computed from interaction count
memory.userName — learned from conversation
memory.knownFacts — stored facts about user
traits.sports — user's sports
traits.preferredTopics — conversation preferences

Greetings

Generated from hardcoded templates per stage + time of day. 2-3 variants per combination. References last discussed trick when applicable.

Voice Pipeline (Kith)

Service: Runs on port 3040 as PM2 process kith-voice
TTS Provider: ElevenLabs (eleven_v3 model)
Voice ID: klHOJHbGA89BjwulA7MN
Speed: 1.05x

WebSocket Protocol

Client → Server:

{ type: 'speak', text: '...' } — queue text for TTS
{ type: 'barge-in' } — user interrupted

Server → Client:

_ready — session initialized (includes sessionId)
tts_audio_chunk — base64 mp3 audio frame
tts_start / tts_end — TTS lifecycle
turn_start / turn_end — conversation turn markers
emotion_state — { state: 'excited'|'calm'|'happy'|'sad'|'neutral', intensity: 0-1 }
barge_in_detected — user interruption confirmed

Character Voice Config

From kaori-character.json:

Stability: 0.55
Similarity boost: 0.82
Style: 0.45
42 slang definitions (gg → good game, fs → frontside, etc.)
13 pronunciation rules for Japanese/English terms

Kaori Live (Web Interface)

Page: /kaori-live
Tech: Three.js + @pixiv/three-vrm + Socket.IO + Web Audio API

Features

3D Avatar: VRM character with procedural breathing, idle sway, blinking
Animation States: idle → listening → thinking → speaking (with arm/mouth movement)
Emotion Tinting: VRM materials change emissive color based on Kith emotion events
Chat Overlay: Glassmorphism message bubbles overlaying the avatar
Voice Input: Web Speech API (SpeechRecognition), auto-submits on end
Voice Output: Streaming mp3 from Kith via Web Audio API
Auto-Greeting: Fires on Kith WebSocket _ready event

Scene

Snowy mountain backdrop (procedural cones with snow caps)
Ambient + directional lighting
Animated ring at feet
Pulsing ring responds to voice level
Camera at (0, 1.45, 2.15) looking at character

Known Issues & Gaps

High Priority

Issue	Impact	Status
RAG not deployed	No dynamic article knowledge	`kaori-rag/` missing from server
Tool calls sometimes skipped	Model guesses instead of using tools	Improved with directive prompt
Memory not auto-populated	User preferences not learned from chat	Requires NLP extraction
Knowledge base is static	Info will stale over time	Needs update pipeline

Medium Priority

Issue	Impact	Status
FBX animations missing	Character uses procedural animation only	Need `/kaori/anims/*.fbx`
No content moderation	Kaori receives unfiltered input	Needs safety layer
Greetings are hardcoded	Feel formulaic at scale	Could be AI-generated
No mobile Kaori integration	Only web has immersive experience	Standard DM on mobile

Low Priority

Issue	Impact	Status
Kith reconnects aggressively (3s)	Minor network noise	Could use backoff
Auto-scroll disabled	Messages don't follow	Intentional decision
No accessibility features	Screen reader unfriendly	Needs ARIA labels

Key Files

File	Purpose
`Backend/kaori-ai-response.js`	AI response generation + tool loop
`Backend/kaori-tools.js`	7 tool definitions + MongoDB handlers
`Backend/kaori-knowledge.json`	Static boardsport knowledge
`Backend/routes/dm.js`	Message routing, bot detection, Socket.IO
`Backend/routes/companionProfile.js`	Relationship tracking + greetings
`Backend/kith-voice/`	Voice synthesis service
`Website/pages/kaori-live.js`	3D avatar chat interface
`Website/lib/apiMessages.js`	API client for messaging
`Website/public/kaori/kaori_sample.vrm`	3D character model

Infrastructure

EC2: t3.small (2 vCPU, 2GB RAM)
PM2 Processes: TB-Backend (port 9000), kith-voice (port 3040)
MongoDB: Atlas M0 (shared connection pool, maxPoolSize: 20)
LLM: OpenRouter → Gemini 2.0 Flash
TTS: ElevenLabs (eleven_v3)
Kaori Bot User ID: 69c15e55c7ebe2c6884f1267

Status Overview​

Architecture​

AI Response Pipeline​

Message Flow​

System Prompt​

Tools (7 Available)​

Boardsport Knowledge Base​

Relationship System​

Stages​

Profile Fields​

Greetings​

Voice Pipeline (Kith)​

WebSocket Protocol​

Character Voice Config​

Kaori Live (Web Interface)​

Features​

Scene​

Known Issues & Gaps​

High Priority​

Medium Priority​

Low Priority​

Key Files​

Infrastructure​