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Headlines · 3

  1. NESBox builds multilingual RAG search and Q&A on a single Cloudflare Worker

    NESBox developer mantou132 detailed an implementation that combines Workers, Workers AI, Vectorize and KV for multilingual embeddings, BM25 retrieval, caching and streaming RAG answers. The single Worker exposes synchronization, update, search and completion endpoints for a library of more than 100 retro games, with answers generated in the user’s interface language. A 12-query test found no ranking improvement from optional reranking, so the author left it disabled by default.

    掘金 · 人工智能 · 🔥 5
  2. Agent Cost-Control Engineering: Most of the Bill Isn't the Model

    A Juejin AI deep dive argues that AI agent spending is structural rather than simply price times usage, framing a fourth discipline — cost-control engineering — alongside harness, context and loop engineering. It opens with a reported Claude Code case in which a user's daily usage jumped from 161 million to 1.306 billion tokens ($41 to $493) because server errors triggered automatic retries that Anthropic customer service said count against billing without compensation. The piece then surveys caching hit rates, tool-definition bloat, Code Mode, context clearing, sub-agent isolation and budget circuit breakers, drawing on figures from Anthropic, Manus and ProjectDiscovery plus third-party harness benchmarks showing 7x to 70x cost differences. It concludes that a shorter correct path, not a cheaper model, is the real target.

    掘金 · 人工智能 · 🔥 0
  3. Talorys: a self-hosted personal AI agent running on Cloudflare's free tier

    Talorys is an open-source, single-user personal AI assistant deployed with one command (npx create-talorys@latest) into the user's own Cloudflare account, with no server or account operated by the developers. It offers streaming chat, durable memories that can be viewed, edited and deleted, task/note/project management, and one-off or recurring reminders and routines. Chat runs on Workers AI's @cf/zai-org/glm-4.7-flash; when the free daily AI allocation is used up, chat pauses but tasks, notes, memories and reminders keep working.

    Hacker News · AI（100+ 分） · 🔥 0

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