TraceRoot 是一款开源的 AI Agent 改进平台，其 Python 与 TypeScript 双语言 SDK 基于 OpenTelemetry，只需几行代码就能自动捕获你的 AI 应用中每一次 LLM 调用、工具执行和 Agent 推理步骤，并在 Web 界面中按调用树可视化、统计 Token 与成本。这篇文章将带你从零完成 SDK 安装 ...

本内容遵循CC 4.0 BY-SA版权协议 本文详解ReAct智能体的核心机制，涵盖环境搭建、LLM封装、搜索工具定义、ToolExecutor实现及ReActAgent的提示词设计、输出解析、循环控制与执行闭环。重点突出Thought-Action-Observation三元循环的工程实现，强调格式解析、工具调度、动态 ...

How to use sensenova/SenseNova-Loop-9B-Preview with Transformers: # Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image ...

Python libraries that replace hundreds of lines of custom code. LiteLLM, Instructor, Tenacity, and 5 more I use in every ...

A Python learning project that explores how to build a practical coding assistant around a language model. It can generate code, debug, run web research, scaffold multi-file projects, and — the main ...

INT21's swarm started from the public release baselines of the Drama 3 model, testing code variants on NVIDIA B200 GPUs in a ...

See how Foundry turns LLM hunches into verified findings on Langflow, MLflow, and PyGoat, using an evidence gate and an honest look at token cost.

Last time, we learned how to apply Python's 'if statement' to change processing based on conditions. For example, it was code like the following.score = 85 if score >= 80:   print("優秀！") elif score >= ...

A review by Cosylab engineers in the ARTIFACT network proposes a framework-agnostic, safety-first abstraction layer to ...