Blogs & Insights
Thoughts on software architecture, artificial intelligence, scaling products, and lessons from building startups.
AI Architecture
Next.js & pgvector
Feb 2026 · 6 min read
How we structured multi-agent LLM pipelines, prompt distillation, and sub-100ms vector search using pgvector and semantic caching to deliver instant, contextual academic assistance for university students.
System Design
Competitive Scoring
Jan 2026 · 4 min read
Constructing a verifiable ranking engine that normalizes student achievements across disparate international grading scales, balancing active campus participation with robust anti-gaming protections.
AI / NLP
ATS Optimization
Nov 2025 · 5 min read
A breakdown of lexical extraction, vector embeddings, and semantic matching algorithms inside modern Applicant Tracking Systems — and how Resumate provides deterministic feedback to pass algorithmic filters.
Operations & Scale
B2B Sourcing
Sep 2025 · 5 min read
Managing international supply chains, manufacturer QA across China and South Korea, and serving over 100,000 visitors. Key reflections on unit economics, vendor reliability, and building digital trust.
Computer Science
Foundations
May 2024 · 7 min read
From First Principles: Memory Layout, Pointers, and Why CS Fundamentals Matter
In an era dominated by high-level LLM abstractions, why understanding cache locality, memory layout, pointer arithmetic, and algorithmic complexity remains the ultimate competitive edge for software engineers.