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Stories by rklosowski

Show HN: Bruce – AI signal radar for Reddit/HN that learns what matters to you (smartbruce.com)
I built Bruce because I was drowning in noise while trying to launch my own SaaS.<p>I had F5Bot set up for keywords, but it was sending me 50+ alerts a day — mostly irrelevant. I&#x27;d spend 20 minutes triaging to find 2 threads worth responding to. The problem wasn&#x27;t lack of monitoring, it wa...
Ask HN: Is RAG an antipattern for AI agents?
Every agent framework I&#x27;ve used treats document retrieval the same way: build a custom pipeline, pick an embedding model, set up a vector store, wire it all into a tool. Repeat for every new project.<p>I&#x27;m starting to think this is the wrong abstraction entirely.<p>The universal interface ...
Ask HN: Replacing RAG pipelines with a filesystem interface for AI agents
Every AI agent project I start ends up with the same boilerplate: chunk docs, pick an embedding model, set up a vector store, write retrieval logic, wire it into a custom tool.<p>It works, but it&#x27;s plumbing — and it needs to be rebuilt for every new agent or runtime.<p>The idea I&#x27;m explori...