Approach

We use deterministic workflows where possible, LLMs where they add value, controlled data flow, evaluation, latency/cost measurement, and honest tradeoff analysis.

We do not treat the LLM as the whole system. We use structured workflows, retrieval, validation, and deterministic processing where appropriate, with the model used as one component rather than as an uncontrolled black box.