It uniquely provides code-level interception with whitelist/denylist enforcement, unlike all major agent frameworks that rely on prompt suggestions, and includes 11 preset agents, loop engineering, and 4-layer memory.
Tree-SOP Agent — 群聊式多 Agent 软件开发框架。预置 11 个 Agent 角色，完整 SOP 管道，Harness 约束体系，4 层记忆架构。
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Harness Engineering is a methodology for improving coding agent outputs by carefully crafting the environment around them—providing curated context, tools, and executable constraints that encode an organization’s nonfunctional requirements and cumulative lessons.
A 28.9 million parameter language model runs on an $8 ESP32-S3 microcontroller entirely on-device, generating simple stories at about 9.5 tokens per second.
mimic captures traffic from any iOS or web app and automatically generates a Python client library that lets you call the app's API like a regular library.
