Builder & systems — production AI and analytics
Production AI, agentic workflows, and analytics where the numbers and behaviors must hold.
When agents and pipelines must not fail silently, when an LLM is wrapped in a deterministic state machine because reliability matters, or when stakeholders need to change an assumption and see the outcome immediately, I ship systems with contracts, tests, evals, and observability — not demos that break under real load.
What you get
- ▸Agentic workflows with multi-strategy recovery paths and serious test coverage (151+ tests on KineticCRM as the reference bar)
- ▸Production AI: RAG grounded in clinician- or operator-validated context, LLMs wrapped in deterministic orchestration, evaluation harnesses, and failure-mode tracking
- ▸Data quality gates and versioned transforms so analytics stay defensible (105+ dbt checks on RENW operations as the reference bar)
- ▸Full-stack production systems (FastAPI, Next.js, DuckDB/dbt, Streamlit where appropriate) wired to a single source of truth
- ▸Logistics, pricing, and compliance automation alongside the AI surface, not separate from it
- ▸Research-side experiments that inform production design — feeding back, not orbiting
Example work
- PhaseAttention™ (Continuous Phase Space)
Continuous phase-space attention substrate engineered to bypass quadratic attention and memory-bus walls across 100,000+ continuous tokens. Delivers 99.6% DRAM memory bypass at 100% causal fidelity, sub-Ångström structural precision in macromolecular complexes, and verified zero OOM scaling across N=5,000 assets.
- PhaseSAE (Time-Division Multiplexed SAE)
Time-Division Multiplexed Dictionary Learning for LLM Mechanistic Interpretability. Partitions astronomical SAE dictionaries into cascaded phase tiles, cutting peak memory bandwidth by 1/P while achieving +65.9% higher downstream Cross-Entropy loss recovery than monolithic Top-K.
- VesperSpatial (Delphi-1.0)
Actuarial spatial catastrophe underwriting engine and $25M PML accumulation grids. Built for California surplus lines carriers and treaty reinsurers. Sub-42ms quote API, live ERA5 wind and dryness anomalies, and California CDI compliance under Producer of Record #4501603.
- RENW & Silvera Platform
Industrial platform architecture & operations at enterprise scale: thermodynamic physics moat modeling, unified shipping engine for 1K–100M units, piecewise volume discounts, multi-modal transport, geospatial port detection, EPR integration, 75+ SKU catalogue — production BI with Prometheus/Grafana.
- KineticCRM
Agentic AI systems: CRM where autonomous agents manage leads and workflows — multi-strategy error recovery (~85%), graph-based workflow execution, conversation analysis, and 151+ automated tests.
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