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ORDER: Task-Conditioned Routing for Retrieval-Augmented Generation

Retrieval-Augmented Generation (RAG) pipelines typically rely on a fixed indexing and retrieval configuration determined at preprocessing time. This one-size-fits-all design is ill-suited to domain-expert settings, where heterogeneous queries require different chunking granularities, metadata constraints, and source-selection strategies. As a result, configurations that are effective for one…

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

Read the original at arxiv.org →

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The Agent Protocols Stopped at the Client — Let's Talk About the Server Half

Every few weeks another "skills" announcement lands. Prompt bundles, client-side toolkits, SDK-level orchestration patterns. I read them the way you probably do — genuinely interested, quietly uneasy.

  • Franca is an open-source Java library for server-side agent protocols
  • Supports OpenAI and Anthropic message formats for agents
  • Allows developers to define tools as ordinary Java beans

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