Unity Agent Team v2：自适应多智能体Unity DOTS开发框架

Unity Agent Team v2 is an adaptive multi-agent AI framework designed for Unity DOTS (Data-Oriented Technology Stack). It addresses key limitations of v1, including fixed team structures, unenforced rules, premature parallel execution, and tmux dependency. Core improvements include task classification, dynamic team组建, stage gating, adaptive pipelines, and a skill pack system to enhance flexibility and control.

v1 had several critical flaws: fixed 4-agent structure (architect, Unity dev, data tool, tester) leading to resource waste; rules as unenforced Markdown docs; premature parallel execution causing conflict edits; tmux as a hard dependency; and nested sub-agents increasing architectural complexity.

v2's pipeline consists of 5 steps:

1. Bootstrap: Run orchestrate.py preflight for environment checks and state reset.
2. Triage: Generate triage.json (complexity, domain, confidence) via CRG and fingerprint analysis.
3. Plan: Create pipeline.json (phases, parallel strategy, product list) from triage data.
4. Execute Phases: Gate check → generate agents → write products → verify/retry (max 2 times).
5. Finalize: Generate report or return exit 4 for validation failure.

v2 adjusts pipeline based on task complexity:

• Tiny: Unity dev + deterministic bundle
• Small: Unity dev + verifier
• Medium: Architect + Unity dev + verifier
• Large/Critical: Full team + tester Intent modifiers (bug/refactor/explore) override defaults; depth modifiers (quick/normal/deep) adjust complexity level (e.g., quick reduces complexity, deep increases it).

Enforcement: Exit codes ensure rule compliance (0=success,2=gate violation,3=ownership issue,4=validation failure,10=retry limit). Schema validation for products (stored in .claude/schemas/). Skill packs replace nested agents: e.g., burst-safety for Unity devs, ownership-partitioning for parallel writers.

Key products:

• triage.json (owner: triage)
• pipeline.json (owner: orchestrate.py plan)
• root_cause.json (owner: bug-investigation/refactor-agent)
• approved_plan.json (owner: architect for medium+ tasks)
• impl_result.json (owner: Unity dev/data tool)
• verification_result.json (owner: verifier/tester)
• ownership.lock.json (owner: architect/triage) Each product is validated against its schema before next phase.

v2 balances flexibility and control in multi-agent systems. For Unity DOTS devs: it provides DOTS-specific skills (ECS/Jobs/Burst) missing in general AI tools. For AI researchers: it offers a reference for task classification, dynamic planning, and stage gating in multi-agent collaboration. It's an important evolution of AI-assisted software development frameworks.