Secure ML & High-Constraint Systems
Air-gapped training, deployment architecture, edge inference, and operational ML pipelines.
Architecture-heavy systems work
Secure ML, verification, and knowledge systems for real operating constraints.
I help teams working in high-security, latency-sensitive, adversarial, or high-consequence environments design systems that stay credible under pressure — from air-gapped distributed ML and real-time edge inference to protocol architecture, agent systems, and retrieval infrastructure.
The underlying question is simple: what still works when soft guarantees fail?
Best fit: secure ML / LLM infrastructure, real-time inference, protocol and mechanism design, agentic retrieval, and fractional technical leadership for high-constraint builds.
What I help teams do
The best fit is work where the constraints are real and the wrong abstractions are expensive.
Protocols, Proofs & Incentives
Threat models, mechanism design, verification-heavy systems, and structures built for strategic environments.
Knowledge, Retrieval & Public Capability
Retrieval systems, context graphs, schemas, and teach-forward platforms that turn information into action.
Technical Synthesis & Fractional Leadership
Architecture review, research memos, briefings, and selective leadership for teams that need a sharper map.
Selected work
A few examples of the broader thesis expressed in shipped systems, operational constraints, and public infrastructure.
Infrastructure / Protocol
Adversarial 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 Defense / InfrastructureSecure Distributed ML Infrastructure
Distributed LLM fine-tuning and serving inside air-gapped, approval-heavy environments.
128 GPUs operational · 65% cost reduction via quantized adapters Read case study Work with Jason
Bring the problem, the constraints, and the desired outcome.
I am best suited to architecture-heavy work where clarity matters more than performative velocity: protocol and mechanism analysis, secure ML systems, retrieval and knowledge platforms, technical synthesis, and selective fractional leadership.
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
The next credible store of value will be a scarce asset that captures recurring demand for private settlement, portable proofs, and verified compute — provided the work is cheap to verify, hard to censor, and economically non-bypassable.
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.
Research Platform / Agent Infrastructure SwarmOSA collective intelligence research platform that coordinates specialized AI agents to perform continuous, audited scientific research with artifact-level provenance and reproducibility.
Enterprise Infrastructure / Retrieval Engine Agentic DataAn enterprise context graph and agentic retrieval planner that turns fragmented institutional knowledge into a temporal, permissioned evidence graph with budget-aware, iterative retrieval.
Writing & Research
Follow the larger argument in public.
The next hard money is not what cannot be printed; it is what cannot be forged, censored, or cheaply faked. AfterFiat builds the full argument. Eschatology Report extends it 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.
Need shipped systems?
See the case studies, operating domains, and selected outcomes.
View WorkNeed the larger map?
Explore the projects, labs, and public properties where the ideas compound over time.
Explore Projects & LabsNeed to talk?
Discuss an engagement, research collaboration, speaking, or selective advisory work.
Get in Touch