2️⃣ Router pattern- A human defines the paths/functions that exist in the flow.- The LLM makes basic decisions on which function or path it can take.Check this visual👇 https://t.co/qOdoGYbnPi ...

5 levels of Agentic AI systems, clearly explained (with visuals): ...

AI Engineering Resources - A free illustrated guidebook on MCP fundamentals is available [1] - The guidebook contains over 75 pages [1] - The guidebook includes 11 hands-on projects for AI engineers with code [1] MCP Fundamentals - The guidebook visually explains MCP fundamentals [1] - The approach is 100% hands-on [1]

AI Learning Resources - Offers a free illustrated guidebook on MCP (Model Compression and Pruning) fundamentals [1] - The guidebook contains 75+ pages [1] - Includes 11 hands-on projects for AI engineers with code examples [1] Content Focus - Focuses on DS (Data Science), ML (Machine Learning), LLMs (Large Language Models), and RAGs (Retrieval-Augmented Generation) [1] - Provides tutorials and insights on these topics [1]

Download here: https://t.co/QaI4nSAaYo ...

Overview - The document is a free illustrated guidebook on MCP (likely referring to a specific technology or methodology) [1] - The guidebook contains over 75 pages [1] Content Details - The guidebook covers MCP fundamentals with visual explanations [1] - It includes 11 hands-on projects for AI engineers, complete with code examples [1] - The approach is 100% hands-on [1]

Model Comparison - Qwen 3 Coder 与 Sonnet 4 在代码生成方面进行了比较 [1]

Model Comparison - The analysis compares Qwen 3 Coder and Sonnet 4 for code generation [1] Content Sharing - The author encourages readers to reshare the content [1] Author's Focus - The author shares tutorials and insights on DS (Data Science), ML (Machine Learning), LLMs (Large Language Models), and RAGs (Retrieval-Augmented Generation) daily [1]

Model Comparison - Qwen 3 Coder 在代码正确性方面表现优于 Sonnet 4 [2] - Qwen 3 Coder 在 90% 的案例中胜出 [2] - Claude Sonnet 4 在 10% 的案例中胜出，但正确性评分较低 [2] Evaluation Metrics - DeepEval 用于评估 MCP 服务器的构建 [1]

Model Comparison - The report compares Qwen 3 Coder and Sonnet 4 for code generation [1]