Consulting & AI Engineering Services

Client Engagement Models

Clients engage with me as an individual technical contributor, team mentor, strategic advisor, or subcontractor for complete product deliverables. Leveraging decades of cross-industry engineering and advanced AI workflows, I offer the speed, breadth, and rigor of a full engineering team.

---

Core Service Offerings

1. Physics-First AI & Sensor Signal Processing

• Physical De-Noising & Parameter Mapping: Decomposing sensor inputs using first-principles physics (field dynamics, material responses, boundary forces) before applying machine learning classifiers.
• Failure Analysis & Distribution Shift Resolution: Identifying why bench-validated classifiers underperform in real-world/field conditions, and engineering physical/hardware fixes (such as multi-modal signal sampling).
• AI-Accelerated Code Generation: Rapidly synthesizing versioned sensor simulators, signal preprocessing pipelines, and HMM classifiers under human engineering governance.

2. Medical Device Development & Quality Systems (ISO 13485 / FDA QMS)

• Turnkey Product Design & Regulatory Strategy: Full-lifecycle support for medical devices from concept to 510(k)/De Novo submission.
• Living Quality Systems: Universal engineering templates and risk management frameworks (ISO 14971, IEC 62304 Class C, IEC 60601-1) tailored for rapid execution.

3. FPGA, Embedded Systems & Laser Beam Scanning (LBS)

• FPGA Semiconductor & Real-Time Signal Processing: Custom digital architecture, high-speed pipeline design, and embedded system integration.
• LBS Technology Platform & Roadmap: Laser beam scanning product design expertise, biophotonics projection, and augmented reality (AR) visualization integration.

4. Patent Lifecycle Engineering & Claim Auditing

• 3x3 Claim Defect Auditing: Quantitative evaluation of patent claims for enablement, coverage gaps, and structural ambiguity.
• FTO & Defensive Design-Around: Developing defensible patent strategies and technical design-around vectors.