Autonomous dual-AI orchestration runtime delivering evidence-first, small-step software execution with tmux-managed peers, governed handoffs, and IM bridge integration
Project description
CCCC Pair โ Modern Multi-Agent Orchestrator
Two always-on AI peers co-drive your repository as equals. They plan, build, critique, and converge through evidence โ not just talk. You stay in control via an interactive TUI or your team chat.
๐ฏ Production-grade orchestrator โข ๐ฅ๏ธ Zero-config TUI โข ๐ Real-time monitoring โข ๐งช Evidence-driven workflow
๐ผ๏ธ CCCC at a Glance
Modern terminal interface with interactive setup wizard, real-time timeline, command completion, and status monitoring โ all in one clean layout.
โจ What Makes CCCC Different
|
๐ค Dual-Agent Collaboration Two equal peers (not solo AI + tools) that challenge each other, surface better options, and catch errors faster. ๐ฅ๏ธ Interactive TUI with Zero Config Point-and-click setup wizard (โโ + Enter). No YAML editing. No memorizing commands. Tab completion for everything. ๐ Real-Time Observability Live Timeline shows peer messages. Status panel tracks handoffs, self-checks, and Foreman runs. Always know what's happening. |
๐งช Evidence-First Workflow Only tested patches, stable logs, and commits count as "done". Chat alone never changes state. ๐ Multi-Platform Bridges Optional Telegram/Slack/Discord integration. Bring the work to where your team already is. ๐ Repo-Native Anchors Strategic board (POR.md) and per-task sheets (SUBPOR.md) live in your repo. Everyone sees the same truth. |
Why CCCC? (The Pain โ Payoff)
Single-Agent Pain Points (You May Recognize These)
- โณ Stalls & Restarts โ Context evaporates between runs; work drifts and repeats
- ๐ฌ Low-Signal Threads โ Long monologues with little verification, no audit trail
- ๐ฉ Vanishing Decisions โ Hard to see what changed, why, and who approved
CCCC Payoff with Dual Peers & Modern Tooling
- ๐ค Multi-Peer Synergy โ One builds, the other challenges; better options emerge; errors die faster
- โ Evidence-First Loop โ Only tested/logged/committed results count as progress
- ๐ฅ๏ธ Interactive TUI โ Zero-config setup, real-time monitoring, command completion built-in
- ๐ POR/SUBPOR Anchors โ One strategic board (POR) + per-task sheets (SUBPOR) keep everyone aligned without ceremony
- ๐ Low-Noise Cadence โ Built-in nudge/self-check trims chatter; panel shows what matters
- ๐ Auditable Decisions โ Recent choices & pivots captured; review and roll forward confidently
When to Use CCCC
- You want autonomous progress you can trust, with small, reversible steps
- You need collaboration you can observe in TUI/IM, not a black box
- Your project benefits from a living strategic board and lightweight task sheets in the repo
- You care about repeatability: tests, stable logs, and commits as the final word
Quick Look: TUI Interface Overview
CCCC features a modern, keyboard-driven TUI with two main modes:
Setup Interface (Interactive Configuration Wizard)
โโ CCCC Setup โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ โฌ๏ธโฌ๏ธ Navigate โ Enter Apply โ Esc Cancel โ /setup Toggle โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
โ Roles (select actors for each peer): โ
โ peerA: claude peerB: codex โ
โ [โ] set peerAโclaude [โ] set peerBโcodex โ
โ [ ] set peerAโgemini [ ] set peerBโdroid โ
โ aux: none โ
โ [โ] set auxโnone [ ] set auxโgemini โ
โ โ
โ CLI Availability: โ
โ โ PeerA (claude): Available โ
โ โ PeerB (codex): Available โ
โ โ
โ Telegram/Slack/Discord: โ
โ configured: YES running: YES autostart: YES โ
โ [ ] Set token... [ ] Token unset โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
Runtime Interface (Real-Time Collaboration View)
โโ CCCC Orchestrator v0.3.x โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ Two equal AI peers co-drive delivery; evidence first. โ
โโ Timeline โโโโโโโโโโโโโโโโโโโโโโโโโโโโฌโ Status โโโโโโโโโโโโโโโโโโโโโโโค
โ [12:34:56] SYS Orchestrator ready โ Connection: โ Connected โ
โ [12:35:01] PeerA: Analyzing auth... โ PeerA: 12 handoffs (next: 18) โ
โ [12:35:15] PeerB: Running tests... โ PeerB: 11 handoffs (next: 19) โ
โ [12:35:30] System: Tests passed โ โ Updated: 2s ago โ
โ [12:35:45] You > PeerA: Review PR โ Foreman: next @ 15:00 โ
โ [12:36:00] PeerA: LGTM, approved โ โ
โ โ โ
โ (PageUp/PageDown to scroll) โ โ
โโ Input โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
โ โฏ /help [Tab: complete | Up/Down: hist] โ
โโ Shortcuts โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
โ Ctrl+A/E: line โ Ctrl+W: del word โ PageUp/Down: scroll โ /quit โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
Key Features:
- โ
Tab Completion โ Type
/and press Tab to see all commands - โ Command History โ Use Up/Down arrows to navigate previous commands
- โ Reverse Search โ Press Ctrl+R to search command history
- โ Rich Shortcuts โ Standard editing keys (Ctrl+A/E/W/U/K) work as expected
- โ Visual Feedback โ Every action shows clear success/error messages
Requirements
- Python
>= 3.9 - tmux (
brew install tmuxorsudo apt install tmux) - git
Recommended CLI Actors
- ๐ต Peer A (default): Claude Code โ Strong reasoning, careful edits, robust long sessions
- ๐ก Peer B (default): Codex CLI โ Decisive implementation, fast iteration, stable CLI behavior
- โจ Aux (optional): Gemini CLI โ On-demand helper for burst work (reviews, tests, bulk transforms)
Also supported: Factory Droid, OpenCode โ All actors can serve as Peer or Aux.
Note: CCCC is vendor-agnostic. Any CLI that follows the simple mailbox contract can participate.
Installation
Option 1: pipx (Recommended)
pipx install cccc-pair
Option 2: venv
python3 -m venv venv
source venv/bin/activate # or `venv\Scripts\activate` on Windows
pip install cccc-pair
Quick Start (5 Minutes)
1. Initialize Your Repository
cd your-project
cccc init
This creates the .cccc/ orchestrator domain (gitignored by default) and docs/por/ anchors.
2. Verify Your Environment
cccc doctor
Checks for Python version, tmux, git, and recommended CLI actors.
3. (Optional) Connect Team Chat
cccc token set # Paste your Telegram bot token (stored securely in .cccc/settings)
Telegram/Slack/Discord bridges are optional. CCCC works perfectly standalone.
4. Launch the TUI
cccc run
What happens:
- tmux opens with a clean 3-pane layout:
- Left: CCCC TUI (Setup + Timeline + Input + Status)
- Top-right: PeerA terminal
- Bottom-right: PeerB terminal
- Setup Panel opens automatically if this is your first run
- No configuration files to edit โ everything is point-and-click
5. Configure Interactively (First Run)
The Setup Panel guides you through configuration:
-
Select Actors (โโ to navigate, Enter to apply):
- Set
peerAโclaude - Set
peerBโcodex - Set
auxโnone(or choose an actor for on-demand help)
- Set
-
Verify CLI Availability:
- TUI automatically checks if
claude,codex, etc. are on PATH - If a CLI is missing, the panel shows hints (e.g., "Install with
pip install claude-code")
- TUI automatically checks if
-
(Optional) Configure Telegram:
- If you ran
cccc token setearlier, you'll seeconfigured: YES - Otherwise, select
Set token...to enter your bot token inline
- If you ran
-
Launch:
- Once configured, Setup Panel auto-collapses
- Focus moves to the Input field
- Type
/help(or press Tab) to see all commands
That's it! The TUI guides you through the rest.
Using CCCC TUI
Setup Panel (Interactive Wizard)
The Setup Panel appears on first launch and can be toggled anytime with /setup.
Navigation:
โโโ Move between optionsEnterโ Apply selection (e.g., bind actor to role)Escโ Cancel inline input (e.g., token entry)/setupโ Toggle panel visibility
Features:
- Role Binding: Point-and-click to assign actors to PeerA/PeerB/Aux
- CLI Check: Real-time availability status for each actor
- IM Config: Set/unset Telegram/Slack/Discord tokens inline
- Zero YAML Editing: All changes written to config files automatically
Runtime Panel (Real-Time Collaboration)
Once Setup is complete, you interact with peers through the Runtime Panel.
Timeline (scrollable message stream):
- Displays all messages from PeerA, PeerB, System, and You
- Auto-scrolls to latest, or use
PageUp/PageDownto review history - Soft limit: 1200 lines (trims to 800 when exceeded, preserving recent context)
Input (command entry with rich features):
- Tab Completion: Type
/and press Tab to see all commands - History: Use
Up/Downto cycle through previous commands - Reverse Search: Press
Ctrl+Rto search history (like bash/zsh) - Standard Editing:
Ctrl+A/E(line start/end),Ctrl+W/U/K(delete word/start/end)
Status (live system info):
- Connection status (โ Connected / โ Disconnected)
- Handoff counts for PeerA/PeerB with next self-check thresholds
- Last update timestamp
- Foreman status (if enabled): next run time, last exit code
Commands Reference
All commands are accessible via Tab completion. Just type / and press Tab to explore.
| Command | Description | Example |
|---|---|---|
/help |
Show full command list | /help |
/a <text> |
Send message to PeerA | /a Review the auth logic |
/b <text> |
Send message to PeerB | /b Fix the failing test |
/both <text> |
Send message to both peers | /both Let's plan the next milestone |
/pause |
Pause handoff loop | /pause |
/resume |
Resume handoff loop | /resume |
/refresh |
Refresh system prompts | /refresh |
/quit |
Exit CCCC (detach tmux) | /quit |
/setup |
Toggle Setup Panel | /setup |
/foreman on|off|status|now |
Control Foreman (if enabled) | /foreman status |
/c <prompt> |
Invoke Aux once | /c Run full test suite |
/review |
Request Aux review | /review |
/focus [hint] |
Focus PeerB on a topic | /focus performance |
/verbose on|off |
Toggle peer summaries + Foreman CC | /verbose off |
Natural Language Routing
You can also use routing prefixes for natural language input (no slash needed):
a: Review the authentication logic and suggest improvements
b: Implement the fix with comprehensive tests
both: Let's discuss the roadmap for next quarter
Keyboard Shortcuts
CCCC TUI includes rich keyboard support for efficiency.
| Shortcut | Action |
|---|---|
Tab |
Auto-complete commands |
Up / Down |
Navigate command history |
Ctrl+R |
Reverse search history |
Ctrl+A |
Jump to line start |
Ctrl+E |
Jump to line end |
Ctrl+W |
Delete word backward |
Ctrl+U |
Delete to line start |
Ctrl+K |
Delete to line end |
PageUp / PageDown |
Scroll timeline |
Ctrl+L |
Clear timeline |
/quit |
Exit CCCC |
Ctrl+B D |
Detach tmux (alternative exit) |
Pro tip: Use
Ctrl+Rto quickly find and re-run previous commands without retyping.
How It Works (Architecture)
The Core Contract
CCCC uses a simple, file-based mailbox contract:
- Peers write
<TO_USER>and<TO_PEER>messages with a trailing fencedinsightblock - Messages include: who (from), kind (claim/counter/evidence/progress), next step, refs (evidence pointers)
- Evidence types: patch diffs, test logs, benchmark results, commit hashes
- State changes: Only messages with valid evidence (e.g.,
patch.diff,test:passed) affect the codebase
Repo-Native Anchors (POR/SUBPOR)
Strategy and execution live in your repository under docs/por/:
POR.md(strategic board): North star, deliverables, roadmap (Now/Next/Later), risk radar, recent decisionsT######-slug/SUBPOR.md(per-task sheet): Goal, acceptance criteria, cheapest probe, kill criteria, implementation notes, next step
Peers update these naturally as they work. You can read them anytime to see the big picture.
Collaboration Architecture
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ User Layer โ
โ โโโโโโโโโโโโโโโโโโโโ โ
โ โ User โ โ
โ โ (Vision, RFD) โ โ
โ โโโโโโโโโโฌโโโโโโฌโโโโ โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ โ delegates
direct โ โ
command โ โโโโโโโโโโโโโโโโโโโโ
โ โ Foreman โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโผโโโค (scheduled run) โโโโโโโโโโโโโโ
โ Orchestration Layer โ โโโโโโโโโโฌโโโโโโโโโโ โ
โ โ โ periodic check/nudge โ
โ โโโโโโโโโโโโดโโโโโโโโโโโโดโโโโโโโโ โ
โ โ โโโโโโโโโโโโโโโโโโโโโโโโโ โ โ
โ โ โ Aux (Strategic) โ โ โ
โ โ โโโโโโโโโโโโฌโโโโโโโโโโโโโ โ โ
โ โ โ โ โ
โ โ invoke/return โ โ
โ โ โ โ โ
โ โ โ โ โ
โ โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ โ
โ โ PeerA โโโโโโโโโบ PeerB โ โ
โ โโโโโโโโโโฌโโโโโโโโโโโโโโโโโโโโโโโโฌโโโโโโ โ
โ โ โ โ
โ โ โโโโโโโโโโโโโโโโโโโโโโโ โ
โ โ โ Aux (Tactical) โ โ
โ โ โ invoke/return โ โ
โ โ โโโโโโโโโโโโโฌโโโโโโโโโโ โ
โโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโ
โ โ
โ โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ Artifact Layer (Persistent State) โ
โ โโโโโโโโโโโโ โโโโโโโโโโโโโโ โโโโโโโโโโโโ โ
โ โ Codebase โ โ Ledger โ โ POR/ โ โ
โ โ(patches) โ โ (audit) โ โ SUBPOR โ โ
โ โโโโโโโโโโโโ โโโโโโโโโโโโโโ โโโโโโโโโโโโ โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
Key Relationships:
- User โ Peers: Direct commands or delegated through Foreman (scheduled)
- Peers โ Aux: Invoke strategic (POR review) or tactical (tests, bulk work) help as needed
- Peers โ Artifacts: Generate evidence (patches, tests, logs) directly or via Aux
- Foreman: Optional user proxy for periodic health checks and task scheduling
- Aux: Optional on-demand helper, invoked by peers for strategic or tactical work
- User sends a goal via TUI or IM (e.g., "Add OAuth support")
- PeerA frames intent (CLAIM) with acceptance criteria and constraints
- PeerB counters with a sharper path or safer rollout
- Peers iterate until consensus, then implement with small patches (โค150 lines)
- Evidence gates progress: Only tested patches, stable logs, and commits count as "done"
- Orchestrator logs outcomes to ledger; status panel updates in real-time
Advanced Features
Aux (Optional On-Demand Helper)
Aux is a third peer for burst work (e.g., broad reviews, heavy tests, bulk transforms).
Enable at startup:
- In Setup Panel, select an actor for
aux(e.g.,gemini) - Or set
auxโnoneto disable
Invoke Aux:
- In TUI:
/c <prompt>or/review - In chat bridges:
/aux-cli "<prompt>"
Use cases:
- Strategic reviews (check POR against all SUBPORs)
- Heavy lifting (run full test suites, generate bulk fixtures)
- External checks (dependency audits, security scans)
Note: Aux runs once per invocation. No persistent state between runs.
Foreman (User Proxy)
Foreman is a lightweight "user proxy" that runs on a timer (default: 15 minutes) and performs one non-interactive task or writes one short user-voice request to the right peer.
Enable at startup:
- In Setup Panel, choose an actor for Foreman (or
noneto disable) - You can reuse Aux actor or pick a different one
Configure:
- Edit
./FOREMAN_TASK.md(free-form: describe what matters now and list standing tasks) - System rules live at
.cccc/rules/FOREMAN.md(auto-generated, no manual edits)
Visibility:
- Status panel shows:
Foreman: RUNNING | last @ HH:MM rc=N | next @ HH:MM - IM shows messages as
[FOREMANโPeerA]or[FOREMANโPeerB]
Controls:
/foreman on|off|status|now(only if Foreman was enabled at startup)/verbose on|offtoggles Foreman CC to chat
Use cases:
- Periodic health checks (run tests every 30 minutes)
- Reminder to update POR/SUBPORs
- Enforce quality gates (lint, type-check before commit)
IM Bridges (Telegram/Slack/Discord)
CCCC includes optional chat bridges to bring the work to where your team already is.
Features
- Routing: Use
a:,b:, orboth:prefixes, or/a,/b,/bothcommands - File Exchange: Upload files to peers, download outputs from
.cccc/work/upload/outbound/ - RFD Cards: Inline approval buttons for Request-For-Decision cards
- Peer Summaries: Optional (toggle with
/showpeers on|off)
Setup
- Create a bot (Telegram: @BotFather, Slack: App Studio, Discord: Developer Portal)
- Set token:
cccc token set # Or via TUI Setup Panel
- Allowlist your chat:
- Start a conversation with the bot, send
/whoamito get yourchat_id - Add
chat_idto.cccc/settings/telegram.yaml(or slack.yaml/discord.yaml) allowlist
- Start a conversation with the bot, send
- Autostart (optional):
- Set
autostart: truein config to launch bridge withcccc run
- Set
Commands in Chat
/helpโ Usage and routing tips/whoamiโ Get yourchat_idfor allowlist/statusโ View orchestrator snapshot/showpeers on|offโ Toggle peerโpeer summaries/files [in|out] [N]โ List recent filesa: <message>โ Send to PeerAb: <message>โ Send to PeerBboth: <message>โ Send to both
A Typical Session (End-to-End, ~3 Minutes)
1. Explore (Short)
In TUI or chat, route an idea to both peers:
both: Add a short section to README about team chat tips
- PeerA frames intent
- PeerB asks one focused question
2. Decide (Concise CLAIM)
- PeerA writes a CLAIM in
to_peer.mdwith acceptance criteria and constraints - PeerB COUNTERs with a sharper path or safer rollout
3. Build (Evidence-First)
- Peers propose small, verifiable changes with 1-2 line EVIDENCE notes:
tests OK/stable logs/commit:abc123
- Orchestrator logs outcomes to ledger
- Status panel updates
4. Team Visibility
- Telegram/Slack/Discord (if enabled) receive concise summaries
- Peers stay quiet unless blocked
Cadence
- Self-Check: Every N handoffs (configurable, default 20), orchestrator triggers a short alignment check
- POR Update: PeerB receives periodic reminders to review
POR.mdand all activeSUBPOR.mdfiles - Foreman Runs: Every 15 minutes (if enabled), Foreman performs one standing task or writes one request
Folder Layout (After cccc init)
.cccc/
adapters/bridge_*.py # Chat bridges (optional)
settings/ # Runtime profiles (tmux/bridges)
mailbox/ # to_user.md / to_peer.md; inbox/processed
state/ # ledger.jsonl, status/session (ephemeral)
logs/ # Extra logs (ephemeral)
work/ # Shared workspace (gitignored)
tui_ptk/app.py # TUI implementation
orchestrator_tmux.py # Main orchestrator runtime
panel_status.py # Status panel
prompt_weaver.py # System prompt builder
...
docs/
por/
POR.md # Strategic board (North star, roadmap, decisions)
T000123-your-task/SUBPOR.md # Per-task sheet (goal/acceptance/probe/next)
PROJECT.md # Your project brief (woven into system prompts)
FOREMAN_TASK.md # Foreman task brief (if using Foreman)
Configuration
CCCC follows "convention over configuration" principles. Sensible defaults work out of the box.
Key Config Files (All in .cccc/settings/)
cli_profiles.yamlโ Actor bindings, roles, delivery settingstelegram.yamlโ Telegram bridge config (token, allowlist, routing)slack.yamlโ Slack bridge config (similar structure)discord.yamlโ Discord bridge config (similar structure)foreman.yamlโ Foreman agent and cadence
No manual editing required โ TUI Setup Panel handles all common changes.
Environment Variables (Optional Overrides)
CLAUDE_I_CMDโ Override defaultclaudecommand (e.g.,claude-dev)CODEX_I_CMDโ Override defaultcodexcommandGEMINI_I_CMDโ Override defaultgeminicommandCCCC_HOMEโ Override default.ccccdirectory path
FAQ
Do I need to learn all the commands?
No! The Setup Panel uses point-and-click (โโ + Enter). Tab completion helps with commands in the Runtime Panel. Type /help anytime to see everything.
Can I use CCCC without Telegram/Slack/Discord?
Yes! TUI works perfectly standalone. IM bridges are optional and add team collaboration, but they're not required.
Does CCCC lock me into a specific UI?
No. Tmux TUI is the default, but the orchestrator is transport-agnostic. You can interact via TUI, IM bridges, or even direct file writes to the mailbox.
What if I prefer typing commands over point-and-click?
Go for it! The Setup Panel is for convenience. Power users can use slash commands (e.g., /a, /b) or natural language routing (e.g., a: Fix the bug) exclusively.
Can I run CCCC only locally (no cloud services)?
Yes. Everything works without any bridge. Peers run locally via CLI actors. No cloud dependencies unless you explicitly configure IM bridges.
What about safety?
- Chats never change state directly โ only evidence (patches/tests/logs) does
- "Done" means verified โ tests passed, logs stable, commit referenced
- Irreversible changes (schema, public API, releases) require explicit dual-sign from both peers
- Soft path locks prevent overlapping changes
- Ledger audit trail records every state transition
How do I customize system prompts?
- Edit
PROJECT.mdat repo root (your project brief) - Edit
.cccc/rules/PEERA.mdor.cccc/rules/PEERB.md(auto-generated, but safe to tweak) - Run
/refreshin TUI to reload prompts
What if a CLI actor is missing?
- TUI Setup Panel shows real-time availability checks
- If a CLI is missing, you'll see hints like "Install with
pip install claude-code" - Orchestrator won't start missing actors โ right pane stays blank until CLI is available
Can I swap actors mid-session?
Not yet. Actors are bound at startup via Setup Panel. To change, exit (/quit) and restart cccc run. Future versions may support hot-swapping.
How do I debug orchestrator issues?
- Check
.cccc/state/status.jsonfor current state - Check
.cccc/state/ledger.jsonlfor event log - Check
.cccc/logs/*.logfor detailed peer outputs - Run
cccc doctorto verify environment
Where can I see real-world examples?
Open an issue or start a discussion in the repo. We love shipping with teams who care about clarity, evidence, and taste.
How do I connect with the CCCC community?
๐ฑ Join our Telegram group: t.me/ccccpair
Share workflows, troubleshoot issues, discuss features, and connect with other users building with CCCC. All questions and experience levels welcome!
CCCC Pair โ Modern orchestration for modern teams. ๐
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