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About My Journey

From full-stack development to production AI—building, operating, and shipping real-world workloads across cloud platforms and applied AI.

Who I Am

I'm an AI Engineer & IT Professional focused on building and operating production systems. My background spans full-stack and backend engineering, cloud platforms, and applied ML/MLOps, with an emphasis on reliable deployments, observability, and responsible AI practices.

I care about the full lifecycle: design, implementation, rollout, monitoring, evaluation, and iteration. I prefer clear tradeoffs over hype and aim to build systems that behave well under real constraints: cost, latency, reliability, security, and maintainability.

I share how I approach architecture, code quality, and production debugging—focusing on safe changes, measured outcomes, and better operational readiness.

🎯 Technical Expertise

LLMs, Generative AI, RAG systems, Vector databases, MLOps, Prompt engineering, Model evaluation, System design, Scaling AI workloads, Production ML pipelines, CI/CD for AI, Model governance, Ethical AI practices.

Mission & Vision

🎯 Mission

Build reliable AI and cloud systems and share practical patterns—focused on reliability, observability, and responsible usage.

🚀 Vision

Help more engineers and teams build AI systems that are useful, safe, and maintainable—without sacrificing engineering fundamentals.

💡 Core Values

Practical ExcellenceEthical InnovationContinuous LearningCommunity FirstTransparency

Professional Experience

Senior AI Engineer / Technical Lead

2023 — Present

Technical leadership for AI and platform work: architecture decisions, implementation reviews, rollout planning, and operational readiness for production systems.

AI Engineer & ML Systems Lead

2021 — 2023

Built and operated ML systems and pipelines. Focus areas included MLOps foundations, evaluation workflows, and platform tooling for repeatable deployments.

Senior ML Engineer / Tech Lead

2017 — 2021

Led backend & ML work across system design, deployments, CI/CD, and platform reliability. Built tooling to improve release speed and operational consistency.

Full-Stack Software Engineer

2015 — 2017

Backend & full-stack development with an emphasis on API design, performance, and maintainability.

Certifications & Credentials

📜 Certifications

  • AWS Certified AI Practitioner — AWS

📚 Learning & Writing

  • Hands-on learning — Courses, labs, and real implementations
  • Documentation — Practical notes and guides on this site
  • Open source — Small utilities and experiments when possible

What I Focus On

Reliability
SLOs, incident readiness, safe rollouts
Evaluation
Quality metrics, regressions, monitoring
Cost
Efficiency, profiling, right-sizing
Security
Access control, data handling, guardrails

More Details

Explore my full tech stack, how I build and operate systems, or get in touch with feedback or questions.

Tech StackMy Journey & PhilosophyGet in Touch