SYSTEMS GENEALOGY
Development Journey
A technical lineage reflecting the transition from standard CRUD applications to autonomous, self-correcting intelligent systems.
2025 - Present1.0
AI Systems Engineer
"Architecting multi-agent systems and enterprise automation pipelines. Focused on agentic RAG and self-healing systems."
LLM OrchestrationAgentic RAGVector DBs
2023 - 20242.0
Full-Stack Product Engineer
"Built and scaled end-to-end SaaS products from zero to MVP. Specialized in distributed systems and real-time data sync."
Next.js 15PostgreSQLSystem Architecture
2021 - 20233.0
Software Developer
"Focused on mobile development and backend services. Developed performance-critical applications for logistics and fintech."
React NativeMicroservicesCloud Native
Mental Model: The Agentic Loop
How I architect cognitive workflows for autonomous performance.
Agent
Central Intelligence
Tools
Skill Execution
Memory
Context Persistence
Action
Production Output
Reasoning
Multi-Step Chain of Thought
Execution
Verified API Tool-Calling
Recall
Semantic RAG & Knowledge Graps
Audit
Human-in-the-loop validation