Internal product · Knowledge systems
Coding Agent Memory Harness
Hybrid retrieval with a fine-tuned cross-encoder: worth 10× the latency.
Read →We build to understand. Experiments, internal products, and research from the problems we hit while building AI systems - labelled for what they are. No invented case studies.
Internal product · Knowledge systems
Hybrid retrieval with a fine-tuned cross-encoder: worth 10× the latency.
Read →Experiment · Models
Prompt-defined policies, enforced in parallel by a fine-tuned 4B - before the frontier model ever answers.
Read →Experiment · Applied ML
A LightGBM ranker hit ~95% of this data's measurable ceiling - and proved the human scheduler was already good.
Read →Internal product · Agents
A team knowledge system built to scale to millions of documents - where permissions shape retrieval itself.
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