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...

Organizations are increasingly deploying autonomous AI agents directly to production environments. These agents ingest customer support tickets, query database states, and execute automated refund tr...

That changed on August 3, 2026, when Microsoft made the GitHub Copilot harness generally available. Copilot Studio now ships three harnesses, and choosing between them is the first real architecture ...

Guest post by JonEric Eubanks winner of Best use of Microsoft IQ series for Agents League 2026 Hackathon. The meeting that started this Every city has the same meeting. Finance finds a feder...