Agent Testing Methodology - Traditional testing methods are inadequate for evaluating Agents due to the lack of fixed inputs and exact outputs when dealing with language [1] - The industry utilizes Agent-based testing, simulating Users and Judges to assess Agent performance [1] - The process involves testing Agents with Agents to evaluate their responses in a more realistic and dynamic environment [1]

How Agents test Agents, clearly explained (with code): ...

Model Fine-tuning Overview - The document outlines the process of fine-tuning models like DeepSeek-R1 [1] - The process includes dataset preparation, LoRA configuration, trainer definition, fine-tuning, and exporting to Ollama [1] Technical Implementation - The fine-tuning process of DeepSeek-R1 (distilled Llama) can be done 100% locally [1]

If you found it insightful, reshare it with your network.Find me → @_avichawlaEvery day, I share tutorials and insights on DS, ML, LLMs, and RAGs.Avi Chawla (@_avichawla):Let's fine-tune DeepSeek-R1 (distilled Llama) 100% locally: ...

Model Development - DeepSeek 模型已完成微调 (distilled Llama) [1] - 该模型现在可以像在 Ollama 上运行的任何其他模型一样进行交互 [1] Integration & Accessibility - 可以使用 CLI (命令行界面) 与模型交互 [1] - 可以使用 Ollama 的 Python 包与模型交互 [1] - 可以使用 Ollama 的 LlamaIndex 集成与模型交互 [1]

Let's fine-tune DeepSeek-R1 (distilled Llama) 100% locally: ...

Algorithm Highlight - KMeans clustering animation shared [1] Educational Resource - 3Blue1Brown style animation used for demonstration [1]

A @3blue1brown style animation of KMeans clustering: https://t.co/aGs15e2YaR ...

MCP标准与架构 - MCP (Message Communication Protocol) 旨在标准化 Agent 与 Tool 之间的通信 [1] - 行业正在构建一个完全本地化的 MCP 服务器 [1] - 该服务器将与 Claude Desktop 集成 [1] 技术实现 - 重点在于本地 MCP 服务器的构建 [1] - 涉及浏览器 MCP 服务器与 Claude Desktop 的集成 [1]

If you found it insightful, reshare it with your network.Find me → @_avichawlaEvery day, I share tutorials and insights on DS, ML, LLMs, and RAGs.Avi Chawla (@_avichawla):Let's build an MCP server (100% locally): ...