Product Overview - MindsDB is presented as a federated query engine with a built-in MCP server [1] - The platform supports querying data from over 200 sources, including Slack, Gmail, and social platforms [1] - MindsDB offers query capabilities in both SQL and natural language [1] - The platform is 100% open-source and has over 33 thousand stars [1]

GitHub repo: https://t.co/PaFtyjuULv(Don't forget to star 🌟) ...

Core Functionality - MindsDB 提供了一个联邦查询引擎，内置 MCP 服务器 [1] - MindsDB 允许使用 SQL 和自然语言查询来自 200 多个来源的数据，例如 Slack、Gmail、社交平台等 [1] Open Source & Community - 该项目是 100% 开源的，拥有超过 33,000 个 star [1]

RT Avi Chawla (@_avichawla)Finally, a browser automation framework for Agents that actually works in production (open-source)!Typical browser automation tools like Selenium or Playwright require you to hard-code automation. These are brittle since one change in the website can disrupt the full workflow.On the other hand, high-level Agents like OpenAI Operator can be unpredictable in production.Stagehand is an open-source framework that bridges the gap between:- brittle traditional automation like Playwright ...

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):Finally, a browser automation framework for Agents that actually works in production (open-source)!Typical browser automation tools like Selenium or Playwright require you to hard-code automation. These are brittle since one change in the website can disrupt the full workflow. https://t.co/chPbrXZoQP ...

GitHub repo → https://t.co/gIlRAh8enM ...

Key Features of Stagehand - Bridges the gap between brittle traditional automation tools like Playwright and Selenium, and unpredictable full-agent solutions like OpenAI Operator [1][3] - Employs AI for navigating unfamiliar pages and code (Playwright) for executing known tasks [3] - Allows previewing AI actions before execution [3] - Caches repeatable actions to conserve tokens [3] - Compatible with SOTA computer use models with minimal code [3] - Available in both Python and TypeScript SDK [3] Stagehand Ecosystem - Includes an open-source MCP server [2] - Aims to provide a browser automation framework for Agents suitable for production environments [1]

RT Avi Chawla (@_avichawla)How to sync GPUs in multi-GPU training, clearly explained (with visuals): ...

General Information - The content is a wrap-up and call to action to reshare the information [1] - The author shares tutorials and insights on Data Science (DS), Machine Learning (ML), Large Language Models (LLMs), and Retrieval Augmented Generation (RAGs) daily [1] Technical Focus - The author provides a clear explanation (with visuals) on how to sync GPUs in multi-GPU training [1]

Model Training - Deep learning models typically use only one GPU for training by default, even with multiple GPUs available [1] - Distributing the training workload across multiple GPUs is an ideal way to train models [1] - There are four strategies for multi-GPU training [1]