CASE EVIDENCE / A RECORD
hikarioyama 公开的代码代理与软件工程案例，来源为 公开代码库，复核于 2026-06-27T07:37:00Z。
原始记录：hikarioyama built a high-concurrency swarm-agent harness around Step-3.7-Flash
Chinese Brief
hikarioyama 公开的代码代理与软件工程案例，来源为 公开代码库，复核于 2026-06-27T07:37:00Z。 Model Atlas 将它标记为 A 类证据，因为它同时具备具体使用者、具体任务、公开原始证据和可访问产物。 Model Atlas 不把 benchmark、教程、发布说明或集合页包装成真实案例。
任务
这是一个围绕软件工程任务执行的真实任务，公开材料可以回溯到具体使用者和具体产物。 原始资料写作：A standalone high-concurrency swarm harness uses Step-3.7-Flash as the model behind a conversational front door, planner, task DAG scheduler, persistent task queue, recall store, skills system, event log, and web UI.
公开材料提供公开代码、README 或项目配置，可用于核验任务结果、项目形态和模型绑定关系。 原始资料写作：The repository provides a public CLI/TUI artifact named swarm that can launch demos, invaders specialist DAGs, or free-form planner goals while displaying live transcripts, server metrics, task events, and final results.
Step 3.7 Flash 在该案例中承担软件工程任务执行相关的生成、分析、编排或实现角色。 原始资料写作：Step-3.7-Flash is the core LLM used by the harness to route messages, plan goals, decompose them into worker lanes, generate replies, and drive multi-agent task execution.
当前判断基于公开材料；若产物下线、仓库变更或模型参与比例仅来自作者自述，需要在引用前重新复核。 原始资料写作：Evidence is a public GitHub repository/README and code, but it is described by the maintainer as early work-in-progress rather than a production customer deployment.