The shortest path to local inference is not to begin with a web server, an agent framework, or a full RAG pipeline. Begin with a spike that proves five things on the target machine: the SDK initializ...

A retrieval-augmented generation prototype can look convincing after an afternoon: load a few documents, create embeddings, retrieve passages, and ask a model to answer. A health-records system is ha...

  Building an AI agent is getting easier. Building an agent system that knows which agent should act, what context to share, when the work is done, and where a person must approve is the harde...

Building the Local RAG System The system was designed as a fully local RAG pipeline, with both retrieval and model inference running on the same machine. The knowledge base came from two equipment ...

Project Overview Rather than relying on the model to know when the student understands, we built a pipeline where progress itself is gated: a student cannot move forward until they can demonstrate ...

      Firmware can look perfectly reasonable in the editor. That does not tell you whether the pulse on the pin is the right width or what your I2C bus is actually sending. The oscillosc...

  Three seconds after I clicked Assign, GitHub Copilot added an 👀 reaction to my issue. Twenty minutes later, a working pull request was ready for review. That experience reveals an importa...

"Every journey begins with curiosity. Mine started in 18 October 2023 with a simple decision to join the Microsoft Student Ambassador program."   When I became a Microsoft Student Ambassador...

So the plan was simple. Leave the Bedrock configuration untouched, then wire Microsoft Foundry in behind it as a fallback, so Hermes always has somewhere else to go when the primary provider is not r...