Architecting Clarity. Enforcing Standards. Owning Outcomes.
I lead recovery and transformation for complex platforms in regulated, high‑risk environments.
Designing and governing AI‑enabled workflows, operating models, and decision systems.
Principal Product Strategist with the technical authority of a Lead Engineer and the judgment of a Program Owner. I don’t just manage delivery—I decide what gets built, why it matters, and how teams align to ship it.
Where strategy meets systems—and ambiguity gets eliminated.
The Systems Architect
I specialize in total system optimization with a 'Common Sense First' mindset. From untangling legacy tech stacks to streamlining chaotic workflows, I audit the entire ecosystem—technical, operational, behavioral—to unlock efficiency at scale.
I don’t just manage products; I re-engineer how organizations function—improving efficiencies for every department I touch.
Every touchpoint becomes a diagnostic opportunity. Every department gains velocity. Every system gets cleaner, leaner, and future-proofed.
I architect clarity. I enforce flow. I eliminate waste.
Tech Stack
Modernization
Workflow
Efficiency
End-to-End
Optimization
The Vibe Coder
I operate with the precision of a Technical QA Lead and the creativity of an Engineer. Trusted to own the entire lifecycle—from grooming complex requirements to architecting hybrid-cloud pipelines and validating logic—I execute with Full-Cycle Ownership.
I build boundary-tested prototypes that serve as the definitive engineering blueprint, eliminating ambiguity from concept to code. I prototype to remove ambiguity—so teams execute with confidence, not guesswork.
1,000+
Enterprise Tickets
QA x AI
Hybrid Discipline
Production
Grade Prototypes
Selected Case Studies
Engineered Products That Deliver ROI Through Strategic AI Workflows
Neural Identity Orchestration
Persistent Persona Engineering for Generative Campaigns
Commissioned to engineer a persistent digital influencer for a music artist's stealth marketing campaign. Architected a multi-stage ComfyUI neural orchestration to create a synthetic persona with zero detectable celebrity likeness.
Developed a proprietary 4-stage technical pipeline: Neural DNA Injection, 360° Facial Topology Locking, Physique/Pose Transfer, and Temporal Smoothing. This workflow solves 'Identity Drift,' enabling consistent brand representation across infinite generative environments.
Real-time Executive Dashboard
Action-driven Medicaid dashboard prioritizing critical compliance blockers—missing consents, prescriptions, and pending approvals—for immediate in-line resolution. Features 30-day comparative trend analysis by campus and service category to optimize reimbursement workflows.
Release Notes AI Agent
Human‑in‑the‑loop documentation system that operationalizes AI within the delivery lifecycle. Translates raw Jira exports into client‑ready release notes while enforcing strict standards for coverage, clarity, and accountability. Features 5‑pass QA validation, standardized issue classification, and supervised AI workflows to prevent hallucination and ensure 100% row coverage.
[BUG-402] Async race condition in sync_worker.py
🐛 Sneaky Sync: We squashed a sneaky sync issue that occasionally caused data to appear out of step. Everything stays perfectly aligned now.
Flagship Mobile MVP
Intercepted the initial release to architect a superior mobile standard. Delivered a functional APK blueprint with 60+ WCAG themes and AI workflows, replacing the original build. This prototype now serves as the mandatory engineering roadmap for the upcoming product launch.
Vibe Coding. Built for Fun.
This is my sandbox for rapid prototyping—where I test new UX patterns and AI interactions before bringing them to enterprise scale.
VibeCalc
Haptic feedback calculator
VibeCalc
ZenList
Ephemeral todo list
ZenList
NeonRun
Synthwave runner
NeonRun
Action-Driven Medicaid Analytics
Adminstrators were drowning in data, unable to see critical compliance blockers. I built a single-pane-of-glass dashboard that unified compliance tracking with immediate action.
01. The Challenge
The "Black Box" of Medicaid Compliance. District admins struggled to identify specific blockers—missing consents, expired prescriptions, and pending logs—hidden within massive datasets. This latency directly resulted in lost reimbursement revenue and operational bottlenecks.
02. The Solution
I engineered a "Zero-Latency" Action Center. Instead of static reports, I built an interactive interface where users can resolve compliance issues (e.g., upload consent, approve visit) directly from the row, eliminating multi-page navigation.
Key Architectural Features
Temporal Trend Analysis
Automated 30-day rolling comparison (Day 0-30 vs Day 31-60) to visualize performance drift instantly.
Granular Drill-Down
hierarchical data structure allowing drill-down from District -> Campus -> Service Category (Audiology, Nursing, etc.).
In-Line Resolution
Integrated workflow actions allowing supervisors to 'Approve' or 'Reject' pending visits without leaving the analytics view.
Neural Identity Orchestration
Valeria — Neural Identity Pipeline (Architected System).
Valeria is produced through a hybrid AI architecture designed to solve the core failure mode of generative video: identity drift at scale. The system deliberately separates identity‑critical computation (kept local) from high‑variance rendering workloads (offloaded to cloud inference), allowing cinematic output without sacrificing brand continuity or control.
Orchestration & Control
Logic Layer
- ComfyUI: Deterministic, node‑based workflow orchestration.
- Google Gemini 3.0 Pro: Narrative logic, state management, and contextual constraint injection.
Identity & Topology
Consistency Layer
- 360° Topology Lock (Gemini 3 + FLUX 2.0 [dev]) Prompt‑aware identity stabilization that locks facial geometry, proportions, and surface continuity.
- Body Reconstruction (Multi‑Image Swap) Prompt‑driven synthesis using the canonical face, creating a unified, high-fidelity reference asset for the render engine.
Rendering & Scale
Hybrid-Cloud Layer
- Wan 2.2 (Local Prototype): Controlled local generation for physics and camera movement prototyping.
- Wan 2.6 (Cloud Master): Production-grade burst inference for final cinematic output.
- Google Veo 3.1: High‑motion cloud rendering for complex physics sequences.
Performance & Finishing
Post-Production Layer
- Performance Synthesis: Facial performance retargeting (LivePortrait) applied to the rendered output.
- Voice Performance: High-fidelity voice cloning (ElevenLabs) with expressive control.
- Topaz Video AI: 4K upscale and artifact removal.
- DaVinci Resolve: Final color grade and editorial assembly.