04Proof, not vibes

The differentiator is not “I use AI.”

Anyone can use AI. The hard part is layering systems that survive contact with reality, because you understand how each layer fails before you stack the next one on top.

35+Years building systemsHardware, networks, software, and the seams between them.

VeteranRetired military technologistA cleared career in systems where failure was not an option.

CTOExecutive technical leadershipOwned architecture and outcomes, not just code.

25Systems on the mapCognition, education, trust, founder tools, and R&D. Every one has a module.

6Live in productionReal users on real infrastructure, not slideware.

22fpsdet checks, benchmarkedEach one tested against a planted cheat and its honest twin, in public.

How the work is held

You know how to layer systems because you understand how they fail.

Designed top to bottom

Data flow, failure domains, trust boundaries. The agent blueprint lays out bounded autonomy layer by layer, not as a glued-together tutorial.

Read the blueprint

Failure is part of the record

How a system breaks gets written down next to what it does. The failures stay in the record, on purpose.

Layer It Because It Fails

Benchmarks you can rerun

fpsdet publishes a predeclared benchmark against labeled TF2 and CS2 matches, with what the labels cannot prove written beside the numbers.

fpsdet benchmark v1

Layered, because systems fail

The differentiator is not 'I use AI.' It is knowing how to layer systems because you understand how systems fail.

People can steal a handle. They cannot steal the archive, the architecture, the writing, or the proof.

See the systems Read the field notes