•1 min read
Researching the Current LLM Memory Problem
My first research on the LLM memory issue.
ArchitectureStrategy
AI engineering journal
Building practical AI systems with clear product outcomes and resilient architecture.
Deep dives on retrieval systems, evaluation loops, and execution tradeoffs that matter in production.
Process
How I Work
A lean delivery rhythm designed for shipping useful AI products without hype.
Discover
Map business constraints, user risk, and delivery goals before model choices.
Build
Implement the smallest robust architecture that can ship and be observed.
Measure
Track quality, latency, and reliability signals to guide iterative improvements.
Latest notes
Latest Writing
Decision-focused notes on architecture, tradeoffs, and delivery patterns.
•2 min read
How I Built My First Production Website for IELTS Writing Practice
A practical architecture breakdown of my first production website: React frontend, secured API layer, Supabase auth/data, and AI-assisted grading workflows.
ArchitectureReliabilityPerformance
Builds
Selected Projects
Selected implementations with clear scope and practical outcomes.
IELTS Master Website
Built the first production website for IELTS writing practice with a practical architecture focused on reliability and fast iteration.
Shipped a production IELTS writing practice platform with secure auth, AI-assisted feedback, and stable API integrations.
Next.jsTypeScriptSupabase