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DeepSeek Harness 是一款以插件化架构为核心的智能体开发与评估框架，旨在解决传统大模型工具链中功能耦合度高、扩展成本昂贵且难以标准化测试的工程痛点。该框架彻底贯彻“万物皆插件”的设计哲学，实现了核心引擎与业务逻辑的完全解耦，使开发者能够像搭积木般无缝接入任意第三方模型或自定义配置；其内置的动态上下文路由机制允许系统根据任务特征自动拼装最优组件链路，大幅降低了复杂场景下的维护门槛；同时，标准化的一键评估流水线不仅统一了性能度量口径，更将原本割裂的调优过程转化为可复现、可对比的数据闭环，从而在工程效率与结果可靠性上显著优于同类静态工具。其底层运行逻辑犹如一座高度自动化的智能装配车间…
Section: Demo Harnesses · DeepSeek's official open-source agent harness (August 2026) built on an "everything is a plugin" architecture powered by Cordis: models, tools, skills, UI surfaces, and even the desktop shell are plugins composed through dependency injection rather than a monolith with extension points, with an…
Section: 智能体 Agents · Everything is a Plugin.
Section: Frameworks · DeepSeek
Section: On the radar · DeepSeek Harness: Everything is a Plugin.
Section: 大语言对话模型及数据 · DeepSeek Harness 是一款以插件化架构为核心的智能体开发与评估框架，旨在解决传统大模型工具链中功能耦合度高、扩展成本昂贵且难以标准化测试的工程痛点。该框架彻底贯彻“万物皆插件”的设计哲学，实现了核心引擎与业务逻辑的完全解耦，使开发者能够像搭积木般无缝接入任意第三方模型或自定义配置；其内置的动态上下文路由机制允许系统根据任务特征自动拼装最优组件链路，大幅降低了复杂场景下的维护门槛；同时，标准化的一键评估流水线不仅统一了性能度量口径，更将原本割裂的调优过程转化为可复现、可对比的数据闭环，从而在工程效率与结果可靠性上显著优于同类静态工具。其底层运行逻辑犹如一座高度自动化的智能装配车间…
Microsoft's multi-agent conversation framework with a complete AgentChat layer covering agent loop, tool integration, termination conditions, and human-in-the-loop. The most comprehensive open-source reference for large-scale multi-agent harness design.
June 2026 harness-first redesign built around the Capability primitive: a single composable unit bundling instructions, tools, lifecycle hooks, and model settings. The split between a small stable core and a fast-moving pydantic-ai-harness lets capabilities graduate as they prove essential, while…
Minimal browser-automation agent harness with clean separation of tool registration, DOM state injection, action loop, and error recovery. Small codebase, clear structure — the best "minimal viable harness" reference for understanding core loop mechanics.
TypeScript-native agent framework (from the Gatsby team) with 22K+ stars and 300K+ weekly npm downloads. Connects to 40+ providers through one standard interface, with built-in workflows, RAG pipelines, and agent orchestration. The @mastra/deployer handles serverless deployment, and the eval…
OpenAI's official autonomous coding agent CLI — the open-source reference implementation of the Codex harness with sandboxed tool execution, multi-file editing, and a streaming agent loop. Worth studying because it is the most widely adopted terminal-native coding agent harness and exposes the…
Praison AI is a low-code, centralized framework leveraging AutoGen and CrewAI to simplify creating and orchestrating multi-agent systems for LLM applications, emphasizing customization and ease of human-agent interaction github | demo | website
The official open-source AI agent that brings the power of Gemini directly into your terminal. Features context-aware coding assistance, file manipulation, and command execution capabilities.