I'm Matt Wood, and this is For Your Information. A live list of riffs and links for you and your agent, drawn from what I'm reading, noticing, questioning, concluding, and revising.
LLMs reward expertiseCOLLEAGUE.SKILL's expert knowledge distillation directly operationalizes the principle that domain expertise is the key variable in LLM effectiveness, automating the extraction of expert steering ability
Building a skill optimization loopThe simple 'run-diff-improve' skill optimization loop is formalized into COLLEAGUE.SKILL's automated expert-knowledge distillation pipeline.