Platform Engineering Lead
Platform Engineering Lead | Cloud Infrastructure Architect
$336K Saved. 95% Faster Recovery. Platforms Teams Actually Use.
I built the on-call and observability infrastructure and found out it was spreading when engineers from teams I hadn't onboarded started filing feature requests. That's the standard: build infrastructure people choose to use.
Impact: $336K+ annual savings. 289 endpoints migrated at 96% traffic, zero major incidents. 95% MTTR reduction. First load test in company history — 5 sessions, zero failures. 4x order throughput (300 to 1,300/5min).
How I work: Boring in production. Measure adoption, not compliance. If your observability platform has 3 users after 6 months, it failed — no matter how elegant the architecture.
Execution Log
Creator & Lead Engineer
Creator & Lead Engineer
Created TRW, an open methodology framework for AI-assisted software development. Built persistent memory, structured workflows, and quality gates so AI coding agents compound discoveries across sessions and projects instead of resetting to zero.
Built developer platform with 19 MCP tools, 6-phase execution lifecycle, and quality gates for AI-assisted development. Offline-first architecture storing state in .trw/ directory only.
Designed multi-agent coordination with specialized roles and file ownership validation. 2,600+ tests with automated verification on every change.
Launched beta across 5 coding platforms (Claude Code, VS Code, Windsurf, Aider, OpenCode). Two-minute setup requiring zero codebase modifications. Platform engineers adopt it because it works.
Staff Software Engineer | AI Systems Architect
Staff Software Engineer | AI Systems Architect
Promoted to Staff from Engineering Manager (2+ years total at Unicity, Nov 2023 - Jan 2026). Led AI-powered modernization for a global platform (53 markets). Built the multi-agent system that made 289 endpoint migrations possible. (IC track — AI migration systems and tooling)
Built multi-agent AI migration system with 5 specialized sub-agents, reducing endpoint migration time from hours to under 10 minutes, enabling 289 endpoint migrations.
Reverse-engineered legacy compiled Acucobol systems without source access, producing 45+ migration specifications (1.75MB/50,000+ lines) through AI-assisted bytecode analysis with 99%+ query accuracy.
Deployed 34 parallel AI agents for migration validation framework, achieving 90% error reduction in schema mapping (validation suite, before/after comparison).
Designed Truth Source Architecture enabling AI agents to consume documentation and refactor code without hallucination. Patterns now adopted organization-wide.
Built AI sprint intelligence system using historical transcripts as knowledge base. Benchmarked against human estimates at ±1 story point (blind comparison, 6 sprints), achieving 2.5x throughput (story points over 6 sprints) and 13% sprint efficiency gain.
Designed AI governance framework—read-only agent accounts, DevOps approval workflows, failure-as-state design principles—after identifying blast radius from an unscoped agent action.
Engineering Manager / Technical Lead
Engineering Manager / Technical Lead
Hired to migrate a 289-endpoint legacy system to Laravel. Achieved 96% production traffic with zero major incidents while driving $336K+ annual cost savings. (Management track — platform modernization and delivery)
Migration at Scale: Led 289-endpoint migration to Laravel: 96% production traffic, 34% faster response times, 4x order processing (300→1,300 orders/5min), zero major incidents.
Cost Optimization: Delivered $336K+ annual savings: cloud infrastructure ($278K), DataDog 62.5% reduction ($12K→$4.5K/month), RDS consolidation ($32K). Removed 500,000 lines legacy code.
Observability Platform: Built real-time debugging system (Redis/Xdebug/BPF) that cut MTTR by 95%. Diagnosed Redis pooling issue: 95% DNS resolution restored, 97-98% OTP auth improvement.
Load Testing Pioneer: Led first load test in company history—5 sessions, zero system failures, 85-90% confidence for peak traffic. Zero-downtime migration with 98% uptime.
Principal Engineer
Principal Engineer
Promoted to Principal Engineer from Senior Lead (4+ years total at ButcherBox, Jul 2019 - Oct 2023). Owned architecture decisions for a platform processing $2B+ in transactions. Led cross-team architecture, pioneered early GenAI adoption, and single-handedly led flagship Instacart and Shopify integrations.
Led teams processing $2B+ in transactions while scaling platform architecture 100x over four years, handling 50% month-over-month order volume spikes.
Pioneered GPT-3 implementation (2022, pre-ChatGPT) automating support workflows and saving ~2 hours/week/employee with NPS of 57—one of earliest enterprise GPT deployments.
Single-handedly led and delivered Instacart integration—company's flagship partnership initiative—owning architectural design, cross-team coordination, and executive visibility end-to-end.
Led the Shopify migration. Built the initial prototype, got buy-in from eng and ops, and saw it through to production.
Built a test data framework that worked across all environments, cutting CI/CD time by 3x.
Transitioned proof-of-concept customer support platform (Zendesk dashboard app) into production-grade React application serving 12-person operations team.
Senior Lead Software Engineer
Senior Lead Software Engineer
Joined right before COVID hit and order volume went through the roof. Built the Operations engineering team from zero (just me) to 9 engineers, broke it into specialized squads, then transitioned to lead all three teams through a monolith-to-microservices migration during COVID-19 10x traffic surge.
Hyper-Growth Scaling: Built backend optimizations handling 10x traffic surge during COVID with zero scaling incidents while competitors went down.
Cloud-Native Migration: Led migration from monolithic architecture to Event-Driven Microservices on Azure and Kubernetes. The patterns became the company standard.
DR-Tolerant SDK: Self-initiated Azure Service Bus SDK development, now deployed across all compatible microservices for disaster-resilient messaging.
Platform Excellence: Built platform that other teams measured their stability against. Became the internal reliability benchmark without being mandated.
VP of Engineering & Lead Systems Architect (Founder)
VP of Engineering & Lead Systems Architect (Founder)
Founded and scaled a cross-border e-commerce marketplace from Zero-to-One, serving complex trade and financial flows between China and the U.S.
Designed distributed architecture spanning AWS (US) and Aliyun (China), solving Great Firewall latency so cross-border purchases actually worked.
Architected unified logistics engine integrating 8+ international providers, automating bonded/free-trade import logic across 3 countries.
Implemented multi-currency payment system connecting 19+ payment gateways including ICBC (world's second-largest bank), directly enabling international transaction volume.
Won 2nd place at international technology competition in China; achieved compliance with public company (LifeVantage LFVN - NASDAQ) regulatory requirements.
Built and mentored distributed engineering team of 3+ developers post-MVP, instituting Agile/DevOps practices that scaled with the business.
Principal Engineer
Principal Engineer
Recruited to a specialized task force working under Sir Tim Berners-Lee to engineer decentralized data ecosystems (Solid). Led a team of 6-8 remote developers rescuing a failing insurance fintech project.
Rescued failing insurance platform 6 months behind schedule by restructuring architecture and coordinating 6-8 remote developers—delivered on-time with zero regulatory compliance issues.
Delivered real-time quoting engine handling complex state-specific regulations for all 50 states, processing quotes in under 2 seconds across 200+ rule variations.
Kept the client in the loop with weekly demos. The team was remote and under pressure, but we shipped on time every week.
Senior Software Engineer & Team Lead
Senior Software Engineer & Team Lead
Led engineering of a high-volume, multi-channel e-commerce automation platform.
Led development of multi-channel sales automation achieving +1,700% YOY sales and -44% overhead reduction (shipping -44%, labor -17%) within 1 month of deployment.
Designed centralized inventory orchestration engine integrating Amazon, Overstock, NewEgg, and 6+ additional marketplaces into unified platform.
Managed team of 4 (3 developers + designer) developing MLM/Direct Sales management platforms from conception to production.
Built the linters, templates, and coding standards that every team at the company ended up using.
Software Engineer
Software Engineer
Software Engineer on PowerStandings AngularJS sales dashboard, implementing DevOps practices and Salesforce integrations.
Delivered the only two new features for PowerStandings in 90 days while prior developers performed only maintenance—demonstrating high productivity in short tenure.
Implemented linter, test pass requirements, and minimum coverage commit blockers—establishing code quality gates that raised engineering bar for entire team.
Built Salesforce API integrations for internal CRM connectivity, enabling sales workflow automation.