Bridging Hyperscale Technical Program Management with Agentic AI Systems.
ProtocolPrime is my personal engineering portfolio and applied AI R&D sandbox. With 12+ years of
experience orchestrating global release readiness, multilingual AI evaluation, and internationalization
(i18n) within the Google ecosystem, I build durable,
low-toil software mechanisms that let lean teams operate at enterprise scale.
Via custom JavaScript REST API bridges routing QA, CMS, and engineering telemetry.
Final technical release gatekeeper across 94 international markets.
Joined as Hire #5; frontline manager coaching direct reports & global test leads.
Directed Ground Truth evaluation pipelines for multilingual conversational AI.
Applied R&D Systems
Prototyped treating LLMs as co-developers to solve real-world QA, localization, and TPM bottlenecks.
PrimeCapture
Polyglot UI Automation & VLM Auditing Suite
Replaces repetitive manual multilingual UI testing across Android (ADB/UIAutomator) and Web (Selenium). Performs an autonomous Discovery Pass on en-US to cache structural blueprints, then replays
journeys across es-ES, fr-FR, de-DE,
and ja-JP.
- • Multimodal Gemini Vision UI audit reports
- • Split-Sync air-gapped local screenshot security
- • Live interactive authoring & HTML reporting
PrimeTrack
Enterprise Localization & Capacity Radar
Operational command center designed to eliminate spreadsheet chaos across high-velocity testing cycles. Models team throughput, localization coverage matrices, and critical-path dependencies in real time.
- • Interactive Kanban & Release Radar engine
- • 94-market Localization Coverage Matrix
- • Role-Based Access Control (RBAC) & KPI ledger
PrimeConnect
Cross-Lingual Sync & Cultural Evaluation
Real-time two-device WebSocket application pairing QR/PIN handshakes with a self-improving cultural evaluation pipeline powered by Human-in-the-Loop (HITL) feedback.
- • 1-click native QA cultural defect flagging
- • Automated LLM rewrite loop via Gemini API
- • Wilson Score Interval crowdsourced ranking
01 // ZERO-LIABILITY "SPLIT-SYNC" ARCHITECTURE
Enterprise QA and localization tools frequently fail security reviews because they upload sensitive pre-release UI screenshots and proprietary string tables to third-party clouds. PrimeCapture solves this via a local-first Python/FastAPI execution engine: raw screenshots, package identifiers, and DOM/XML trees stay 100% air-gapped on the local workstation, while only anonymized execution telemetry (pass/fail velocity, locale duration) syncs to Firestore.
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└──(Anonymized Telemetry Only: Duration / Locale Pass Rate)──► [Cloudflare / Firebase Cloud]