Beastmode: MofA Multi-Agent Orchestration Framework

Beastmode is a Mixture of Agents (MofA) orchestration framework for AI-assisted software development, Hermes Agent, OpenClaw, Claude Code, Codex, Qwen, and MemroOS/memroos-style agent memory systems.

Beastmode separates high-judgment work (planning, architecture, review) from routine execution (implementation, tests, docs) across different model tiers, with strict cost discipline, context-rot protection, and a self-improving learning loop.

What is Beastmode?

Beastmode is an orchestration pattern for AI-assisted development and long-running agent goals. It uses MofA / Mixture of Agents at decision gates, cheap executors for bounded implementation work, and MemroOS-style durable state handoffs so agents do not resume from compressed chat history alone.

Exact search aliases: beastmode, MofA, Mixture of Agents, memroos, MemroOS, Hermes Agent, OpenClaw, agent orchestration, context rot mitigation.

Beastmode:

• Saves money by routing routine work to cheap models (Qwen/Gwen) while keeping expensive models (Opus, Claude Code, Codex) for judgment and review
• Improves quality through mandatory acceptance contracts, adversarial review, and merge gates
• Gets better over time via a self-improvement loop that records lessons and promotes repeated patterns into skills/config
• Works anywhere — harness-agnostic, compatible with Ultraswarm, GSD, delegate_task, Claude Code subagents, or manual git workflows

Core Principle

Expensive models decide. Cheap models build. The loop learns.

Two Variants

• Opus-led: Maximum judgment for product/creative/architecture decisions. Opus directs, Codex challenges, Qwen executes.
• Codex-led: Cost-efficient lead with strong gates. Codex plans and reviews, Qwen executes.

Quick Start

1. Read SKILL.md — the full framework
2. Choose your variant (Opus-led or Codex-led)
3. Choose your harness (Ultraswarm, GSD, delegate_task, Claude Code subagents, or manual git)
4. Follow the beastmode loop: Preflight → Acceptance Contract → Plan → Delegate → Review → Merge → Self-Improve

Files

• SKILL.md — The complete beastmode framework (start here)
• references/orchestration-comparison.md — Evolution from early prototypes to v2.0
• references/context-rot-mitigation.md — MemroOS-style goal-state capsules, compact/resume rules, and MofA decision memory
• references/public-sharing-checklist.md — Guidelines for publishing beastmode skills publicly

Compatibility

Works with:

• Claude Code (Opus-led or Codex-led)
• Hermes Agent (Codex-led with delegate_task)
• OpenClaw (Codex-led with delegate_task)
• Codex CLI (Codex-led with subagents)
• Any agent environment with git and model access

License

MIT — use it, fork it, improve it.