Talent-Augmenting Layer

A personalized AI coaching layer that calibrates LLM responses to your actual skill level across domains. Runs as a remote MCP server over streamable HTTP, exposing 14 tools, 5 resources, and 4 prompts that track your expertise map and route tasks into five interaction modes: automate low-value work, augment expert domains, coach growth areas, protect skills at risk of atrophy, and stay hands-off where human judgment matters. Built on a markdown profile format generated by the TAOSQ questionnaire, portable across any LLM client. The real trick is cognitive forcing for novice domains and contrastive explanations for learning moments, techniques pulled from Buçinca's research on preventing over-reliance. Reach for this when you want AI that makes you better at your job instead of just faster at delegating it away.