Fiducial Team
Production & Strategy
Direct & Media
MS Teams
Enterprise Bot
Web Chat
Next.js 16 Interface
Telegram
Group Actions
Tailscale
Secure Mesh
Session Mgr
Context Isolation
Gateway Engine
:18789 Orchestrator
Security
Sandbox & Auth
Agent: Work
Team Service
Agent: Opus
Deep Reasoning
Agent: Main
System Automation
Claude API
Anthropic
Supabase
Vector DB + Auth
Azure Bot
Teams Connector
Notion
Activity Logs
Vercel
Deployment
System Architecture
Live MonitorUser Layer
01
Channels
02
Gateway & Agents
03
Infrastructure
04
Agent Learning Architecture
// System Architecture
Fiducial Team
WhatsApp
MS Teams
Web Chat
Telegram
Tailscale
·
Session
·
Gateway :18789
·
Security
Agent: Work
sonnet · ♥3h
Agent: Main
cron
Claude API (Anthropic)
Supabase
Azure Bot
Notion
Vercel
Self-Learning Architecture
Team Assistant Agent
09:00-17:30♥ 3h heartbeat
Model: claude-sonnet-4-5
Context: 1,000K
Scope: per-channel-peer
// Heartbeat Learning Flow
HEARTBEAT (every 3h)
AGENTS.md
HEARTBEAT.md
self-review.md
Scan Recent Conversations
"remember this"
repeated ≥2x
user correction
Update Profile
users/*.profile.json
Self-Review
TAG → MISS → FIX
HEARTBEAT_OK or Proactive Action
User Profile Schema
// memory/users/webchat/<userId>.profile.json
{
"name": "string",
"role": "string",
"software": ["AE", "Premiere", ...],
"preferences": { "language", "responseStyle" },
"learnedContext": ["Prefers shortcuts", ...]
}