Selected case studies across enterprise engagements, product partnerships, and internal R&D - including a few we cannot name and a few still in flight.
An assistant pipeline for Scope360: one tool-style LLM loop, Scope360 data MCP for trading history, local capability MCP for artifacts, a formatter layer that keeps raw tool output out of model context, and frontend streams for thought, tool, token, and artifact events. It can answer directly or generate a chart, report, table, config, or script when the request needs one.
A full fine-tuning engagement around a lightweight model for pharmacology and medical-product R&D. The work focused on domain calculations, research review, and finding mismatches in technical material before they reached downstream teams.
A focused review of an internal real-estate agent: where the loop spent tokens, which context belonged in cache, what should stay deterministic, and how cost, latency, and answer quality changed once repeated work stopped being re-billed every run.
The Factory ships for its own practice first, publishes what becomes useful, and helps outside teams when the problem fits our craft.
