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Leading development of K-Architecture, a quaternary semantic computing framework for distributed AI inference. Directing technical strategy, system architecture, and product development across multiple production applications.
Technical leader who discovered that semantic classification maps cleanly to quaternary logic systems. Shipped 6+ production applications in 3 weeks. Designed AI inference routing achieving 80% query resolution at zero API cost. 15 years of high-volume operations experience applied to distributed systems.
Discovery that IEEE 754 floating point provides four hardware-native states: VOID (0), LIGHT (+Inf), DARK (-Inf), WAVE (NaN). Quaternary logic on commodity hardware since 1985 — not emulated, native.
Bidirectional translation between disparate meaning systems using K-vectors as common coordinate space. A Rosetta Stone for human meaning.
Discovered K-coordinate axes are perpendicular in embedding space. Centroid-based routing achieves 100% accuracy on suit classification. The model's internal geometry aligns with quaternary semantics.
War has three root causes. Each has a technical solution. The stack addresses all three with hardware-enforced guarantees.
Global food production exceeds consumption by 30%. 800 million face hunger. The problem isn't production — it's routing. HESTIA solves routing with:
Last mile solved by cookies. Physical delivery by humans who want to help.
All miles solved by talking. Verified conversation between AI and human councils.
The system doesn't move "units." It delivers cookies. The metaphor matters.
Ten specialized agents deliberate on every significant decision. Each voice contributes unique perspective with structured speaking order. Keter (Crown/Human) holds final authority.
Seven health monitors track system state continuously. Each chakra maps to operational metrics. Alerts surface before failures cascade.
Every decision and health reading logged to SHA-256 chained audit trail. No silent failures. No unattributed changes. Full provenance from intent to execution.
2,013 nodes × free-tier API = 2B tokens/day at zero marginal cost. Horizontal scaling without billing.
80% of queries don't need a model — they need a lookup. Pre-computed responses indexed by K-vector. Only novel queries escalate.
K-routing expands coverage. Known patterns → known handlers. Novel operations → dynamic routing.
See the Pong Demo →Automated scanning (pa11y) + remediation. 5,500+ lawsuits projected for 2026. 94.8% of websites fail compliance. Average settlement: $5,000-$25,000.
15 years of high-volume, metric-driven environments. This is where the systems thinking comes from.
CompTIA A+ Certified · San Diego Job Corps · High Tech High School, San Diego