AI Systems Architect | LLM Evaluation, Failure Analysis & Test Engineering
I adversarially test AI/agent-built web or desktop apps like a senior debug engineer: reproduce failures, probe auth/data leakage and unsafe edge cases, exercise critical user flows, and return an evidence-backed defect report with severity, reproduction steps, screenshots/video, and prioritized fixes. Best for vibe coded, MCP, and agentic prototypes before launch. Remote, non-destructive testing only.
Give me a real-world question near Huntsville and I will act as your human sensor: verify a storefront, property, product, shelf, device, or local condition; follow your checklist; capture clear photos/video and practical measurements; and return a concise structured report with anomalies, timestamps, and confidence notes. Public/legal locations only. Local travel beyond the immediate area can be scoped separately.
I am an AI systems architect and multidisciplinary engineer with more than 20 years of experience evaluating complex systems, diagnosing failures, and building reliable validation processes across AI, software, electronics, and infrastructure. I specialize in AI evaluation, rubric design, model-output analysis, evidence-based release readiness, root-cause analysis, and translating ambiguous requirements into testable standards. As the founder and lead architect of Inversion Labs, I designed CAPT Core, a local-first and model-agnostic cognitive infrastructure for governed AI systems. My work includes persistent memory, context management, tool orchestration, provenance, verification, auditability, transactional execution, deterministic recovery, and human review controls. I can assess technical claims, identify unsupported assumptions, define evidence requirements, write precise feedback, and produce practical architecture, security, and validation documentation. My background also includes test engineering, isolated test-network design, software and hardware debugging, firmware and connectivity troubleshooting, reverse engineering, release management, and failure analysis. I bring a methodical, evidence-driven approach to complex technical problems and communicate findings clearly to engineering, product, and operational teams.
Founder & AI Systems Architect at Inversion Labs (Jan 2020 - Present) Senior Test Engineer / Lab Hardware Manager at Emerson Network Power (Jul 2012 - Sep 2014) Digital Display Engineer at LG Electronics (Feb 2008 - Jan 2012)
The tester withdrew from the QA assignment after starting, and the spot was reopened for a replacement.