Product & Platform Delivery
Market thesis, product architecture, application and data layers, integrations, release infrastructure, and production operations.
Founder-operator · Principal engineer · Researcher
I build systems from first principle to production.
My work spans AI products, secure infrastructure, verification protocols, knowledge systems, and formal research — usually where technical depth, operational judgment, and clear models have to coexist.
The through-line is ownership: understand the whole problem, build the machinery, and keep it credible under pressure.
The wider record includes secure ML infrastructure, real-time inference, protocol design, agentic retrieval, formal research, and technical leadership for high-constraint builds. Discuss an engagement →
Operating range
Products & platforms
From market thesis and architecture through release, operation, and iteration.
Vertical AI · Retrieval · Knowledge systemsSecure systems
Machine learning, protocols, and infrastructure built for adversarial constraints.
Air-gapped ML · Edge inference · VerificationResearch & synthesis
Formal arguments and public frameworks that make complex systems legible.
Monetary systems · Institutions · Mathematical formArchitecture · Execution · Stewardship
Where the work happens
Three domains, one underlying concern: systems where the constraints are real and the wrong abstractions are expensive.
Protocol Design & Monetary Architecture
Threat models, mechanism design, verification-heavy systems, and structures built for strategic environments.
Knowledge Systems & Retrieval
Retrieval systems, context graphs, schemas, and teach-forward platforms that turn information into action.
Selected work
A few examples of the broader thesis expressed in shipped systems, operational constraints, and public infrastructure.
Flagship / Vertical AI
TurnkeyHQ
A multi-tenant AI operating system carried from product thesis through engineering, deployment, tenant operations, and commercial lifecycle.
14 services · 9 images · 171 migrations · 75 agent skills Read case study Infrastructure / ProtocolAdversarial Storage & Incentives
Ciphertext-only storage network with ongoing proofs, long-horizon incentives, and anti-tamper verification.
~$60M revenue at ~$7M avg MRR Read case study Defense / MLReal-Time Underwater Detection
Hybrid DSP + ML pipeline optimized for operational detection metrics and sub-50ms latency on Jetson hardware.
<50ms inference · ~$5M multi-year follow-on supported Read case study Collaboration
Bring the problem, the constraints, and the desired outcome.
I take on selective work where clarity matters more than performative velocity: protocol and mechanism analysis, secure ML systems, retrieval and knowledge platforms, technical synthesis, and research collaboration.
Email is the fastest path. A short, concrete description beats a polished pitch.
One body of work, several public surfaces
These properties are different surfaces of the same broader architecture: verification, capability, coordination, and durable value under changing conditions.
Thesis / Blueprint AfterFiat
A versioned, falsifiable thesis testing whether Privacy, Proofs, and Compute can support store-of-value premium under sustained repression — without confusing utility, value capture, or price action for moneyness.
Publication / Essays Eschatology ReportEssays and dossiers on AI, culture, institutional drift, symbolic overload, and the search for workable orientation.
Research Program / Formal Mathematics GAMUTA formal mathematical framework for the geometry of musical possibility and a research surface for structure across sound, symmetry, and form.
Writing & Research
Follow the larger argument in public.
AfterFiat asks when stress-deliverable privacy, portable proofs, and verified compute may support monetary premium. Eschatology Report extends the inquiry into AI, culture, institutions, and orientation.
Get major essays and project releases.
Low-frequency updates on new writing, public launches, and selected research.
Start at the layer that matches your question.
Read the thesis
A versioned, falsifiable test of when privacy, proofs, and compute may support monetary premium.
Read AfterFiatView shipped systems
Case studies, operating domains, and selected outcomes under real constraints.
View WorkGet in touch
Research collaboration, speaking, selective advisory, or an engagement.
Contact