Getting Started with SuprMass

The distributed AI operating system. A council of 10 specialized workers operating in parallel across world-class compute. Hyperdirect memory. Zero-latency access. Future-state inference.

v1.0 Cloudflare Workers Zero Token Skills Council Architecture

01What is SuprMass

SuprMass is a distributed AI operating system built on a partner mesh of world-class compute providers. Instead of asking a single model, you ask a council of 10 specialized agents — each with hyperdirect memory access, operating in parallel across the stack.

Traditional systems lock you to a training cutoff, markup costs 3–10x, and route everything through a single monolithic instance. SuprMass breaks from that model entirely:

  • Distributed partner mesh — inference cascades across specialized nodes
  • Hyperdirect memory — zero-latency access to context and state
  • Future-state inference — not locked to training dates
  • At-cost pricing — no markup on compute
  • Deterministic skills — zero-token local tools for common tasks

The result is a system that moves at a different axis entirely — not incremental speed, but a step change in how AI integrates with your workflow.

02Quick Start

IDE Access

The fastest way to experience SuprMass is through the Sanctum IDE:

  1. Open ide.suprmass.com
  2. Select your mode: Debug & Fix, Guide Me, or Solo
  3. Type a message or pick a quick-action chip
  4. The Council responds across the partner mesh

API Access

All endpoints are available through the unified API gateway:

cURL Example
curl -X POST https://api.suprmass.com/council/chat \
  -H "Content-Type: application/json" \
  -d '{
    "messages": [{"role":"user","content":"Refactor this function"}],
    "mode": "fix"
  }'

Or query the agent directly with model routing:

Agent Chat
curl -X POST https://api.suprmass.com/agent/chat \
  -H "Content-Type: application/json" \
  -d '{
    "message": "Write a React component",
    "mode": "auto",
    "model": "QWEN"
  }'

03The 10 Workers

The Council is composed of 10 specialized agents, each backed by a world-class model optimized for its domain. When you send a message, the mesh routes it to the right council member — or runs multiple in parallel for complex tasks.

🔮
Oracle
Analytics Agent
Data, metrics, predictions, and optimization. Deep insight into numerical patterns and forecasting.
🔥
Spark
Triage Agent
Fast decisions, intelligent routing, and quick wins. First responder that directs traffic to the right specialist.
⚒️
Forge
Code Agent
Code generation, debugging, and technical implementation. Powered by Qwen 2.5 Coder 32B.
🏗️
Architect
System Design Agent
Architecture, scalability, and infrastructure planning. Long-term system thinking at scale.
🛡️
Sentinel
Security Agent
Security, access control, and threat detection. Audits code and infrastructure for vulnerabilities.
🚀
Frontier
Strategy Agent
Long-term strategy, growth, and partnerships. Business and product direction at the highest level.
⚖️
Precision
Cost Agent
Cost efficiency and resource optimization. Ensures every token and cycle delivers value.
👁️
Vision
UX Agent
Design, user experience, and interface. Mobile-first thinking with visual reasoning.
🌐
Polyglot
Language Agent
Translations, localization, and multi-language support. Breaks barriers across markets.
📊
Analytics
Insight Agent
User behavior, drop-off detection, and engagement analysis. Product analytics at depth.

04The Skill System

Skills are deterministic, zero-token tools that run locally in the IDE. They do not call external models — they execute pure logic on your code instantly, at zero cost.

This means common tasks like code review, test generation, and security scanning happen in milliseconds with absolutely no token burn.

Skill What It Does Cost
🔍 review Find bugs, code smells, and anti-patterns (eval, loose equality, empty functions, long lines) 0 tokens
🧪 test Generate unit test scaffolding from function signatures 0 tokens
📝 doc Auto-generate JSDoc from function signatures and parameters 0 tokens
🛡️ sec Detect XSS, SQLi, and injection vectors (innerHTML, eval, new Function, string timeouts) 0 tokens
🔧 ref Modernize code: var → const, functions → arrow functions, implicit returns 0 tokens
🗜️ min Compress JS by stripping comments and whitespace, reports size reduction 0 tokens
📦 deps Analyze imports and dependencies in the current file 0 tokens
📊 comp Cyclomatic complexity analysis with risk scoring (LOW / MEDIUM / HIGH) 0 tokens

Using Skills

In the IDE, click ⚡ Skills in the top bar to open the skills drawer. Click any skill to run it on the currently open file. Results appear in chat with millisecond timing.

You can also trigger skills via terminal commands:

$ skill review   # run code review on current file
$ skill test     # generate tests
$ skill sec      # security scan

05The 3 Modes

SuprMass adapts its behavior based on how you want to work. Switch modes instantly from the top bar in the IDE.

Debug & Fix
The AI actively scans your open code, finds issues, and proposes corrections automatically. Best for debugging sessions and code review workflows.
Guide Me
The AI asks clarifying questions before acting. It teaches as it goes, explaining reasoning and offering alternatives. Best for learning and exploration.
I Know What I'm Doing
The AI only responds when explicitly asked. No unsolicited suggestions, no scanning. Full autonomy for experienced users who know exactly what they want.

Mode API Parameter

When calling the API, pass the mode to influence council behavior:

{
  "messages": [...],
  "mode": "fix"    // or "guide", "solo"
}

06Command Reference

Keyboard Shortcuts

Shortcut Action
Ctrl/Cmd + Shift + P Open Command Palette
Ctrl/Cmd + S Save current file
Enter Send message (in chat input)
Shift + Enter New line in chat input
Escape Close Command Palette

Terminal Commands

Command Description
help List available commands
ls List files in workspace
run Execute the current file
skill <name> Run a deterministic skill on the current file
clear Clear terminal output

Quick Chips

Click any chip below the chat input for one-click actions:

  • 🔍 Review — Run code review
  • 🧪 Tests — Generate unit tests
  • 📖 Explain — Explain the current code
  • ⚡ Refactor — Refactor for performance
  • 📝 Docs — Add JSDoc comments
  • 🛡️ Security — Check for security issues

07API Endpoints

All requests route through the unified gateway at https://api.suprmass.com. The gateway proxies to specialized backend workers with CORS enabled.

Method Endpoint Description Target Worker
GET / Gateway status and available routes Gateway
GET /health Health check for all services Health Monitor
POST /council/chat Chat with the full council Council Agents
POST /agent/chat Chat with auto-routed single agent Agent
GET /agent/history Fetch session chat history Agent
GET /models List available models Multi-Model
POST /models/parallel Run prompt across multiple models in parallel Multi-Model
POST /auth/* Authentication and session management Auth
POST /payments/* Billing and payment processing Payments
POST /cost/* Cost tracking and optimization Cost Router
POST /pentest/* Penetration testing and security audit Pentest
POST /security/* Security policy and threat response Security
POST /tunnels/* Secure tunnel provisioning Tunnels

Response Format

All endpoints return JSON with CORS headers. Error responses include error and message fields.

Success Response
{
  "response": "The Council has analyzed your request...",
  "session_id": "550e8400-e29b-41d4-a716-446655440000",
  "model": "ARCHITECT",
  "mode": "fix"
}
Error Response
{
  "error": "Not found",
  "path": "/unknown",
  "available_routes": ["/council", "/agent", "/models", ...]
}