Direction Drift
Narrow Vision
Mental Decay

Agent is GREAT
Agents are even BETTER

CCCC orchestrates multiple AI agents to challenge, correct, and elevate each other. Work from anywhere via IM. Use the subscriptions you already have. Lightweight, universal, and built for precision.

cccc-orchestrator
$ cccc run
[Agent A] Proposing solution...
[Agent B] Challenging assumptions...
POR.md updated: Consensus reached ✓
[Agent A] Refining approach...
[Agent B] Validation passed ✓ High quality achieved

Why Teams Choose CCCC

Five core advantages that transform how AI agents work together

Collaborative Error Correction

Multiple agents challenge each other's assumptions and approaches. Direction drift? Corrected. Narrow thinking? Broadened. Mental decay? Prevented. High-quality execution, sustained.

Work Anywhere via IM

Integrate with Telegram, Slack, or Discord. No need to sit at your desk—orchestrate agents from your phone, during commute, or wherever work happens. True mobility.

Use Existing Subscriptions

Already paying for Claude, ChatGPT, or Gemini? Perfect. CCCC leverages your existing subscriptions—no API tokens, no extra costs. One team, one subscription, maximum value.

Lightweight & Deeply Customizable

Minimal core framework adapts to any domain—code, research, strategy, education. Fine-tune resource allocation and iterate until perfect. Built for deep work and precision control.

Smart Context Management

Session interrupted? Context cleared? No problem. CCCC's intelligent checkpointing resumes exactly where you left off. Long-term projects run smoothly with zero anxiety.

Universal Orchestration

Not just for code. Research, content creation, business analysis, education—anywhere multi-agent collaboration adds value, CCCC delivers. One framework, infinite possibilities.

How CCCC Works

Simple orchestration, powerful results

1

Agents Collaborate

Multiple agents propose, challenge, and refine solutions together

2

Evidence Logged

Every decision tracked in POR.md and SUBPOR.md for full transparency

3

You Stay in Control

Monitor via IM or desktop, iterate until satisfaction

Multi-Agent Orchestration

Agents work in parallel and challenge each other, preventing single-agent pitfalls like direction drift and narrow thinking.

Work Anywhere

Connect via Telegram, Slack, or Discord. No need to be at your desk—orchestrate from your phone or anywhere you are.

Use Your Subscriptions

Leverage existing Claude, ChatGPT, or Gemini subscriptions. No API costs, no surprises—just efficient collaboration.

Never Lose Progress

Intelligent context management means you can resume from any interruption. Perfect for long-term, deep-work projects.

Universal Orchestration for Any Domain

Wherever peers can challenge and correct, CCCC thrives

💻

Code Development

Build, review, and refine code with multi-agent collaboration

✍️

Content Creation

Write, edit, and polish articles, docs, and marketing copy

🔬

Research & Analysis

Deep dive into topics with agents challenging each other's findings

📊

Business Strategy

Validate decisions and plans through collaborative debate

🎓

Education & Training

Create curricula and learning materials with iterative refinement

🏗️

Project Planning

Design roadmaps and architectures with error correction built-in

💡

Idea Validation

Test concepts through adversarial agent dialogue

📝

Documentation

Generate and maintain high-quality technical and user docs

And many more. One framework, infinite possibilities.

Why Teams Choose CCCC Over Single-Agent Tools

The multi-agent advantage in every comparison

FeatureSingle-Agent ToolsCCCC
Error CorrectionSingle viewpointPeer challenge
Cost StructureAPI token costsUse existing subs
Work LocationDesk-boundWork via IM
Context RecoveryManual managementAuto-resume
Control & PrecisionBlack boxFine-tuned control

The choice is clear: Multi-agent collaboration beats single-agent limitations.

Ready to Go Beyond Single AI?

Start orchestrating multi-agent collaboration today. Open source, universal, and built for precision.