BUILD
AI product engineering
Production architecture for agentic applications, retrieval, tool use, model routing, durable workflows, and the integrations that make them useful.
From impressive prototype to dependable product.01 SERVICES
Senior leverage,
at the fault line.
We enter where capability, uncertainty, and consequence meet. Every engagement is led hands-on by senior practitioners.
ATTACK / DEFEND
AI security
Threat modeling, adversarial testing, red teaming, permissions, control design, and operational defenses for systems that reason and act.
Know how the system breaks before an attacker does.PROVE
Evals & reliability
Curated datasets, scenario evaluations, deterministic and LLM judges, failure taxonomies, regression gates, and measurable improvement loops.
Replace launch anxiety with decision-quality evidence.LEAD
Technical advisory
Architecture direction, build-vs-buy decisions, platform strategy, executive counsel, and hands-on enablement for senior teams.
Move faster without mortgaging the system.02 ENGAGEMENT MODEL
Clarity before ceremony.
01 · Frame the consequential question
We identify the decision, failure mode, or capability that matters. Success criteria are explicit before implementation expands.
02 · Build the smallest credible proof
Architecture, research, and evaluation proceed together. Evidence arrives early enough to change direction.
03 · Harden what survives contact
We pressure-test the system, turn findings into controls, and transfer the operating capability to your team.