Insights, guides & engineering notes
Practical writing on web and mobile development, cloud, and building software that ships.
Prompt Patterns for Coding Agents That Ship Real Code
Master agentic coding with reusable prompt patterns — decompose, constrain, cite-the-file, and stop-condition shapes that move agents from plausible to correct output.
Prompt Engineering Techniques for Reliable LLM Output
Master prompt engineering techniques that produce reliable LLM output — built on failure analysis and iteration, not one-line tricks. A practical guide for AI engineering teams.
Deploying AI Agents: Serverless vs Long-Lived Workers
Choose the right AI agent deployment model: serverless functions vs long-lived workers. Covers state, timeout limits, cost, and production AI agents.
In-House vs Outsourcing vs Staff Augmentation Guide
Compare in-house vs outsourcing vs staff augmentation to find the right software development model for your product stage and burn-rate tolerance.
React Suspense Patterns for Streaming Data Fetching
Learn React Suspense patterns that eliminate request waterfalls and layout shift. Use the use() hook and streaming SSR to build faster, cleaner data-fetching flows.
State Management in React Native: Patterns Compared
Compare React Native state management libraries by re-render cost and hydration behavior on low-end Android — Zustand, Redux Toolkit, Jotai, and Context explained.
REST vs GraphQL vs tRPC: Picking Your API Approach
Compare REST vs GraphQL vs tRPC on team boundaries, client diversity, and type safety to pick the right API design for your next project.
Best Vector Databases Compared: Pinecone vs Rivals
A vector database comparison covering Pinecone, Weaviate, Qdrant, and Milvus — benchmarked on recall, write throughput, and hybrid search so you pick right.
Test-Driven Development With Coding Agents That Works
Learn how agentic coding and TDD combine so failing tests become the agent's own guardrail — stopping hallucinated behaviour before it reaches your codebase.
Chunking Strategies That Make or Break RAG Quality
Learn which document chunking strategies actually improve RAG systems quality — and why chunk boundaries are a retrieval decision, not a preprocessing afterthought.
Multi-Agent Orchestration: Supervisor vs Swarm Models
Compare supervisor and swarm models for multi-agent systems. Learn which architecture ships reliable production workflows and when emergent coordination costs you.
How to Evaluate Software Vendors With a Scoring Guide
Master vendor selection with a weighted scoring guide that cuts through sales pitches and surfaces the trade-offs every stakeholder actually cares about.