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Highlights
This release brings research-backed intelligence features that no competitor offers, plus production-grade reliability primitives.
🧠 Multi-Agent Intelligence (Phase 1)
- Max 4 Workers warning — backed by Google/MIT empirical research (arXiv:2512.08296)
- Intent-based prompts — military C2 Auftragstaktik: give agents
intent+end_state+constraints, not step-by-step instructions - Boids emergence rules — Reynolds 1986 flocking rules adapted for LLM agent coordination
- Metacognitive self-assessment — agents tag their confidence levels
💰 Reliability + Cost Dashboard (Phase 2)
- Cost Dashboard MVP — real-time token/cost aggregation by agent, model, and task.
clawteam board cost— no competitor has this - Circuit Breaker — healthy → degraded → open tri-state with half-open probing
- Retry with exponential backoff — resilient agent spawning via
spawn_with_retry() - Idempotency keys — deduplication for
create()andsend()
🎯 Per-Agent Model Resolution (Phase 3)
- 7-level priority chain: CLI > agent model > agent tier > template strategy > template model > config default > None
- Mix Claude, GPT, Qwen, and other models in the same team
spawn --model,launch --model-strategyCLI support
🔄 Upstream Cherry-Picks
- Runtime live injection —
runtime inject/state/watchfor tmux inbox messaging - Waiter zero-tasks fix
- Windows
os.replace()compatibility
🛠 OpenClaw 4.2 Compatibility
- Workspace isolation for workers (prevents SOUL.md/AGENTS.md pollution)
- Allowlist path hints at spawn time
--agentflag detection and graceful fallback
Full changelog: CHANGELOG.md
453 tests | ruff clean | Python 3.10-3.12
pip install git+https://github.com/win4r/ClawTeam-OpenClaw.git