BuildBrief
Turn raw project context into clear technical briefs, decisions, and execution handoffs.
AI systems for real workflows.
We design and build controlled AI workflows that plug into how you already work, so you get reliable outputs, continuous evaluation, and tools your team will actually use.
- Controlled by design Guardrails, tests, and human review.
- Always getting better Evaluation loops that drive real improvement.
- Built light, shipped fast Lean tools that solve real problems.
Recent work
Small tools first. Systems thinking all the way through.
AccentLab
Practice loops and feedback systems for people improving communication under real constraints.
Systems Craft
Workflow teardowns, runbook-to-agent blueprints, and evaluation loops for AI-assisted work.
Crafted for controlled automation.
Marbatis Systems focuses on the practical layer between a good AI demo and a dependable workflow: scope, data boundaries, review points, evaluations, and operations.
Map the workflow
Find the handoffs, decisions, and evidence that make the work reliable.
Build the tool
Ship a small usable system before over-designing the platform around it.
Measure the output
Use evals, traces, and human review to decide what is improving.