RT Avi Chawla (@_avichawla)Let's build a multi-agent brand monitoring system (100% local): ...

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 a multi-agent brand monitoring system (100% local): ...

To build this workflow, we needed to gather info from several platforms.That is why we used Bright Data.Get the API_KEY here: https://t.co/8GJSXfJoYG.It provides platform-specific scrapers that can gather data at scale.Moreover, it also overcomes challenges that Agents accessing the web often face, like IP blocks and CAPTCHAs blocks. ...

Let's build a multi-agent brand monitoring system (100% local): ...

RT Avi Chawla (@_avichawla)The power of MCP explained in one picture!Without MCP:- Every LLM app wrote its own tool integration- M apps & N tools = M×N integrationsWith MCP:- Create an MCP server for your tool and plug it into an LLM app- You go from M×N integrations to M+N integrations https://t.co/usoYtPz6C6 ...

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):The power of MCP explained in one picture!Without MCP:- Every LLM app wrote its own tool integration- M apps & N tools = M×N integrationsWith MCP:- Create an MCP server for your tool and plug it into an LLM app- You go from M×N integrations to M+N integrations https://t.co/usoYtPz6C6 ...

Get a free visual guidebook to learn MCPs from scratch (with 11 projects): https://t.co/v3cQWlQtR4. ...

The power of MCP explained in one picture!Without MCP:- Every LLM app wrote its own tool integration- M apps & N tools = M×N integrationsWith MCP:- Create an MCP server for your tool and plug it into an LLM app- You go from M×N integrations to M+N integrations https://t.co/usoYtPz6C6 ...

RT Avi Chawla (@_avichawla)- All Meta Llama models use Attention- All OpenAI GPT models use Attention- All Alibaba Qwen models use Attention- All Google Gemma models use AttentionLet's learn how to implement it from scratch: ...

模型架构 - 所有 Meta Llama 模型都使用 Attention 机制 [1] - 所有 OpenAI GPT 模型都使用 Attention 机制 [1] - 所有 Alibaba Qwen 模型都使用 Attention 机制 [1] - 所有 Google Gemma 模型都使用 Attention 机制 [1]