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3 posts tagged with "Open Source"

Open source projects and contributions

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Decision models for AI agents: when the next LLM call should be a decision

· 15 min read
Andrés Carmona Gil
Desarrollador & Creador de Contenido

I have been investigating which decisions in a coding agent deserve a generative call and which can use a smaller mechanism. Choosing a tool, checking a claim and escalating a task are different problems from writing the patch that solves it. My proposal is to distribute that work across code, classifiers, decision models and LLMs, then measure whether the separation improves the outcome.

Agent Orchestrator: making parallel coding agents manageable

· 4 min read
Andrés Carmona Gil
Desarrollador & Creador de Contenido

I have spent enough time juggling terminals, branches and pull requests to know that running several coding agents is not just a bigger version of running one. It is a coordination problem. Agent Orchestrator (AO) is a desktop app built to solve that problem, and I am using it to coordinate the work on this site.

Why I built mastra-azure-ai-search

· 4 min read
Andrés Carmona Gil
Desarrollador & Creador de Contenido

I have been working on mastra-azure-ai-search, an Azure AI Search vector store provider for Mastra.

The reason is simple: I opened the integration work upstream in Mastra, but the PR has not been approved yet. Rather than keep the adapter blocked inside a pending pull request, I decided to publish it as a standalone package so it can be used, tested and improved now.