How Omnipotent Orchestrates AI Agents
Omnipotent isn't a chatbot. It's a closed-loop runtime that perceives, plans, executes, and validates work.
Zero-Install: The Managed Box
We handle the complexity of the runtime so you don't have to. With our Managed Box, the entire orchestration engine runs in a dedicated cloud container.
1. Unbox
Spin up a dedicated runtime instance instantly. No Docker or CLI setup required.
2. Authenticate
Securely provide your API keys (BYOK) via our vaulted dashboard.
3. Command
Input your high-level goal. The system manages the planning & output cycles automatically.
1. The Two-Loop Architecture
Human cognitive workflow separates Strategy (Planning) from Tactics (Execution). Omnipotent mirrors this with two distinct, interlocking loops.
Read the environment: codebase, state file, blockers
Draft a journey with trials, assign agents, estimate mana
Dispatch trials to agents via the signal bus
Evaluate outcomes, update memory, adjust strategy
The Planning Loop runs at the strategic level. Shadow Route perceives the project state, drafts a plan, dispatches it, then reflects on what worked.
2. The Planning Funnel
Ambiguous goals (“Build an app”) are dangerous for AI. Omnipotent forces a rigorous breakdown process before a single line of code is written.
Strategic Funnel
From “Prophecy” to “Trial”. Every strategic goal is broken down into executable atoms. The quality of your planning directly impacts the quality of your work: no exponential backoff, just "yin and yang" efficiency.
Trial dependency graph
Work enters the system from a Prophecy refined through the funnel, or from an existing epic adapted to the planning structure. Both converge at the Quest level.
Click a node to trace its dependency chain
3. The 9-Step Protocol
Every task execution follows a strict, non-negotiable state machine. This prevents hallucination loops and ensures human oversight at critical checkpoints.
Assess
Read swarm state, task board, and active blockers.
Plan
Identify files, dependencies, and verify test commands.
Execute
Implement code changes. One task at a time.
Verify
Run domain-specific tests (Rust, Deno, Node).
Update
Update status docs, task board, and swarm memory.
Checkpoint
MANDATORY. Wait for human approval to proceed.
Dispatch
Assign unblocked tasks to other idle agents.
Recycle
Return to Step 1. Pick up next priority.
Integrate
Run full suite when phase is complete.