配对智能体评审循环
03工作者/评审者配对，在合并前要求明确证明和对抗性质量门。
工作者/评审者配对，在合并前要求明确证明和对抗性质量门。
通过显式消息桥、可恢复状态和按视角组织的架构图调试智能体群体。
面向生产工作流的 runbook 防护、边界化数据访问和控制平面分离。
类型化工具接口、仓库级缓存和会话安全的 MCP 服务器。
自动化验证工作流：Reddit 信号分析、竞品研究和结构化证据收集。
Six-service monorepo: API/BFF, OpenAI Agents SDK runtime, MCP tool gateway, E2B sandbox, on-chain intent engine, and HITL approval flows.
Experimental data to LaTeX paper with domain-routed retrieval, citation validation, reviewer revision loops, and reproducibility manifests.
StripedHyena 2 variant effect prediction with ClinVar benchmarking and an interactive hg38/hg19 research workspace.
Interactive architecture diagrams for every agent project — layers, flows, tours, and stack rationale.
CLI pairing Claude and Codex with proof requirements and security gates.
Visual language for agent workflow maps, tokens, and portfolio presentation.