Engineering Manager|AI-Ready Systems Architect
Building AI-native engineering that scales responsibly 🏗️
I am an Engineering Manager specializing in distributed fintech systems, cross-functional team leadership, and AI-assisted engineering enablement. Currently preparing and enabling AI-ready engineering foundations within a regulated fintech environment.
My focus lies at the intersection of system reliability, organizational stability, AI workflow orchestration, and production-grade engineering standards — designing systems, workflows, and governance structures that prepare engineering teams for scalable and responsible AI adoption.
My vision is to build AI-native engineering organizations that scale responsibly — balancing innovation, reliability, and structured governance — transforming distributed financial systems into adaptive, intelligent platforms.
Engineering Leadership & Systems Architecture
Building AI-ready engineering foundations at scale
Engineering Leadership
- •Managed 2 cross-functional sub-teams (10 engineers total) covering Backend, Frontend, Mobile, and QA.
- •Ensured domain ownership clarity across multiple fintech modules during VP/Director-level reorganization.
- •Balanced sprint allocation: 60% feature delivery / 40% technical investment model.
- •Structured knowledge transfer processes to prevent domain silos and ownership fragmentation.
- •Cross-functional stakeholder alignment with structured design review culture.
Strength: Multi-team governance with delivery stability through organizational change.
Distributed Financial Systems
- •Implemented row-level locking and transactional integrity boundaries for high-frequency financial updates.
- •Designed snapshot accounting tables to reduce real-time computation pressure.
- •Built concurrent test simulations to validate race-condition safety.
- •Reduced database load ~30% and improved system reliability under concurrent writes.
Strength: Concurrency-safe architecture ensuring zero data corruption in production financial systems.
AI Systems & Workflow Orchestration
- •Designed Aura Frog — a structured multi-agent AI development orchestration platform for Claude Code.
- •Built 11 specialized agents with 9-phase TDD lifecycle orchestration.
- •Defined 40+ governance rules with context-aware skill loading and model routing for cost optimization.
- •Transformed ad-hoc AI prompting into deterministic, quality-controlled development workflows.
Strength: Turning unstructured AI interactions into governed, repeatable engineering workflows.
AI Adoption Strategy
- •Defined AI usage guardrails and structured prompt standards for regulated fintech environment.
- •Designed experimentation evaluation framework covering risk assessment, rollback strategy, and adoption criteria.
- •Assessed infrastructure readiness: monitoring, logging, and service isolation for AI integration.
- •Defined 3-phase AI adoption roadmap: internal productivity, workflow automation, and customer-facing AI.
Strength: Risk-aware AI adoption strategy that balances innovation with regulatory compliance.
Fintech Modules
Career Timeline
From fullstack developer to AI-ready systems architect
Associate Engineering Manager
- check_circleManaged 2 cross-functional sub-teams (5 engineers each) covering Backend, Frontend, Mobile, and QA across Claims, Budgets, Cards, Accounting, Bills, Invoices, and Payment Links
- check_circleEnsured delivery continuity during leadership-driven organizational restructuring at VP/Director level
- check_circleStructured domain knowledge transfer to prevent system ownership fragmentation across teams
- check_circleDesigned resource allocation framework (80/20) to sustain technical health alongside feature delivery
- check_circleIntroduced AI-assisted engineering workflows to improve documentation clarity and code review consistency
- check_circleDefined AI usage guardrails and structured prompt guidelines for safe usage in regulated environment
- check_circleEstablished AI experimentation evaluation model (risk assessment, rollback strategy, adoption criteria)
Tech Lead
- check_circleDesigned scalable high-level architectures across Laravel, Vue.js, and React Native
- check_circleImplemented multi-layer caching strategy with domain-based invalidation, reducing database load ~30%
- check_circleDesigned snapshot accounting tables to reduce real-time computation overhead for financial reporting
- check_circleBuilt concurrency-safe financial transaction updates using DB transactions and row-level locking
- check_circleImplemented PHPUnit concurrent test scenarios to validate race-condition safety
- check_circleOptimized React Native rendering via FlashList migration, achieving ~20% performance gain
- check_circleLed cross-functional design reviews and resolved requirement conflicts with stakeholders
Senior React Native Developer
- check_circleBuilt KYC/KYB onboarding integrating Onfido identity verification
- check_circleDeveloped cashback & referral system with +15% engagement impact
- check_circleMigrated state management (Context → Constate → Zustand) for improved performance
- check_circleBuilt reusable screen components reducing render overhead ~30%
- check_circleAchieved consistent 60fps mobile performance via profiling and Reanimated optimization
Full-Stack Developer (React.js & Node.js)
- check_circleDeveloped enterprise React.js + Node.js applications for business solutions
- check_circleDesigned GraphQL APIs with Apollo and WebSocket integration for real-time features
- check_circleReduced API response time ~40% through caching and query optimization
React Native & Backend Developer (Freelance)
- check_circleDeveloped and maintained React Native mobile applications
- check_circleDesigned and implemented GraphQL API services using Apollo Server
- check_circleOptimized database queries and caching mechanisms, reducing API response times by 40%
Mobile & Backend Developer
- check_circleDeveloped React Native applications for iOS and Android
- check_circleBuilt scalable backend services with Node.js and MongoDB
- check_circleCreated RESTful APIs and integrated third-party services for payments
Backend Developer (Contract)
- check_circleDesigned and developed a custom CMS for managing product catalogs
- check_circleBuilt RESTful APIs in Node.js and Express.js
- check_circleAutomated data synchronization between web platform and mobile app
Featured Work
Projects that showcase innovation and impact
Aura Frog
A structured multi-agent AI workflow system for Claude Code. Transforms ad-hoc AI prompting into deterministic, quality-controlled development workflows with governance rules, context-aware skill loading, and model routing for cost optimization.
- terminal11 Specialized Agents with Agent Teams Collaboration
- check_circle9-Phase TDD Lifecycle Orchestration with Quality Gates
- check_circle40+ Governance Guardrails with Model Routing Strategy
- check_circle6 Bundled MCP Servers (Context7, Playwright, Vitest, Firebase, Figma, Slack)
Aura Frog Cursor
Extended Aura Frog workflows into Cursor IDE through command-based interaction models, embedded structured instruction flows, and guided analysis-to-implementation processes. Improved consistency and repeatability of AI-assisted development outputs.
- terminal20 Specialized Agents with Auto-Detection
- check_circle94 Slash Commands across 23 Categories
- check_circle13 MCP Server Integrations (Figma, Slack, JIRA, Confluence)
- check_circleGuided Analysis → Implementation → Documentation Process
ZenMix
A high-fidelity ambient soundscape application. Built with Flutter for cross-platform performance and pristine audio mixing. Features a custom audio engine, offline support, and binaural 3D audio.
- terminalCustom audio engine
- check_circleOffline support
- check_circleBinaural 3D audio
Rainy Day In Library
Playing NowTechnical Authority
Technologies I master and use daily
AI Engineering
AI Agents, MCP, Claude Code, Cursor
Distributed Systems
Concurrency Control, Transaction Safety, Data Integrity
Backend Architecture
Laravel, Node.js, GraphQL (Apollo), MySQL
Mobile Engineering
React Native, TypeScript, Performance Optimization
Web Engineering
React.js, Next.js, Vue.js, SSR/CSR
AI Governance
Guardrails, Prompt Standards, Experimentation Framework
Observability & CI/CD
Datadog, Sentry, GitHub Actions, Fastlane
Leadership
Multi-Team Management, Scrum/Agile, Cross-Team Alignment
Ready to make something legendary?
Always open to discussing engineering leadership, AI tools, or the next big idea.