Legacy code migration evals must test behavioral equivalence, dependencies, failure modes, and rollback. OpenAI's new benchmarks are a starting point.
薄编排器把路由、状态与门禁留在确定性控制平面，把领域推理交给专门 Agent。本文给出职责边界、状态机、恢复矩阵和迁移清单。
The thin orchestrator pattern keeps AI agent routing deterministic while specialists reason. Use this contract for state, retries, and recovery.
Muse Spark Open 每个 Token 激活 42B 参数，但部署仍要容纳 816B 模型。本文拆解权重、KV Cache、内存和双机拓扑。
HybridAgent 报告更高质量、更少 Token 和更快推理。采用前要用因果审计拆开潜空间、训练、Harness 与基准效应。
Harness² 通过修改 Agent Harness 提升冻结模型。生产采用前还要通过隐藏评测、泄漏控制、成本预算和回滚门禁。
Muse Spark Open computes with 42B active parameters but must keep an 816B model available. This guide budgets weights, KV cache, memory, and topology.
HybridAgent reports higher quality and faster inference. A causal audit separates latent thinking from training, harness, and benchmark effects.
Harness² improves frozen models by editing the agent harness. Production use needs hidden evaluations, leakage controls, cost budgets, and rollback.
SynthID 的规模化能力取决于验证端：版本路由、不确定态、审计证据、人工复核和每个可辩护结论的真实成本。
