/ Services
We work in three layers — foundation, instrumentation, intelligence. Engagements are scoped to the layer where the leverage is, not the layer that's fashionable.
Greenfield systems and rescues. We pick the boring, durable choices: typed code, transactional databases, server-rendered front-ends, observable boundaries.
Before we automate anything, we measure where the friction lives. Logs, traces, conversion data, latency budgets — the unflattering version, not the dashboard fantasy.
LLMs and classical ML embedded where the measurement justified them. Bounded scope, evaluated outputs, deterministic guardrails around stochastic cores.
Engagement
Fixed-scope discovery, then time-and-materials build with weekly demos. We don't disappear into a six-month box and surface with a tarball.
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