The Problem
Most AI assistants give you one model's answer. If it's wrong, you catch it or you don't. If you use a cheap model, quality drops. If you use a frontier model, you pay frontier prices for everything — even a simple file rename.
What is Agentic Fusion?
When you run /fusion, a panel of models collaborates on your task:
Planners (up to 5): Read-only models that research and propose routes in parallel. They figure out the best approach but can't touch your files or run commands.
Main model: Your chosen model does the actual work — full tool access, fully visible. You watch every step. Not a black box.
Reviewers (up to 5): Read-only models that critique the draft. They can see images the main model generated. They check for errors, suggest fixes, flag issues.
Verdict loop: The draft is revised until reviewers approve. The answer you get has already passed independent review.
Fusion: Everything combines into one reviewed, approved answer.
The quality comes from synthesis — not from running the same job 5 times. Cheap open models combine into something that rivals a frontier model at a fraction of the cost.
Safety by Construction
Planners and reviewers are read-only at the schema level. They can research and critique, but they can never touch your files or execute commands. Only your main model has tool access, and you watch it work live.
Beyond Fusion
Clioloop is also:
-
Self-improving: Keeps
MEMORY.mdandUSER.md, updated automatically -
Autonomous: Set a standing goal with
/goaland it loops until done - Everywhere: Terminal, desktop app, web dashboard, Telegram, Slack, Discord, WhatsApp
- Multi-agent Kanban: Break big work into tasks with worker agents
- Tools: File editing, shell, web search, browser, image/video gen, TTS, MCP
- Scheduled jobs: Run on cron for automated workflows
- Open-source: Self-host everything, own your data
The Omni Loop Portal
One OAuth login gives you access to 300+ models. No API keys. An OpenAI-compatible proxy means any tool works out of the box.
Install
curl -fsSL https://raw.githubusercontent.com/Clioloop/Clioloop-agent/main/scripts/install.sh | bash
Then: clio setup
Links:
We're building this in the open. Feedback welcome!