viettran-edgeAI/codex_workflow
A swarm orchestration system in Codex, drastically reduce overall token usage.
What it solves
Codex Workflow is designed to maximize token efficiency and reduce context pressure on a main orchestrating agent. It prevents the main agent from being overwhelmed by low-value operational work by delegating tasks to a specialized swarm of sub-agents (workers) who return only small knowledge deltas rather than full context dumps.
How it works
The system operates using three distinct execution routes based on the task complexity:
- Light route: The default mode for simple Q&A and lightweight tasks with minimal context.
- Medium route: Deploys a
CompanionandInvestigatorto assist the main agent, while the main agent retains ownership of the implementation. - Heavy route: Implements a full swarm of specialized workers, including a
Companion(context assistant),Investigator(research),Default Executor(routine coding),Senior Executor(complex algorithms),Tester(verification), andArchivist(documentation).
Coordination is handled by a Main Agent who breaks tasks into bounded work packages. A dedicated agent_docs/ framework is used as durable project memory, managed automatically by the Archivist to record goals, architecture, and session handoffs.
Who it’s for
Developers using the Codex app/CLI who want to manage complex, long-term software projects with high token efficiency and structured agentic coordination.
Highlights
- Multi-tiered routing: Switches between light, medium, and heavy execution modes to match task complexity.
- Specialized agent swarm: Uses distinct roles like Senior Executor and Archivist to optimize reasoning effort and cost.
- Durable project memory: Automatically maintains an
agent_docs/directory for cross-session continuity. - Token reporting: Includes an integrated report to track token consumption at the end of each session.
Related
- Project
- Project
- Dispatch
- Project
- Project