Multi-hop retrieval over Chroma with no LLM in the query loop: deterministic, ~100ms, benchmarked on HotpotQA and MuSiQue.
Local-first multi-hop RAG: Chroma + an entity graph, zero tokens per query
Multi-hop retrieval over Chroma with no LLM in the query loop: deterministic, ~100ms, benchmarked on HotpotQA and MuSiQue.
Measuring authentic student performance in capstone projects with a mobile 720p demo studio, 2-stage diarization, and fake-log auditing using Gemini 4.
At Sharkly, people rarely fix routine bugs by hand. Most bugs go directly to an AI agent. Sharkly is...
A retrospective appendix to the series: the hardware-and-model setup at every stage, from the first iteration to the final one, with each change traced to the failure that forced i...