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Engineering insights.
Notes from the engineers who build and place the teams: scaling, AI in production, and modern web performance.
Staff Augmentation
How to scale your engineering team without burning out senior devs
Strategies for growing a team from about 5 to 50 engineers while keeping velocity and culture intact.
Manpreet Singh
March 15, 2026 · 8 min readAI & ML
Building RAG pipelines in production: lessons from 20+ deployments
Covers chunking, embedding models, and the reranking step that many teams skip.
Priya Sharma
March 8, 2026 · 12 min readEngineering
React performance in 2026: what's changed and what still matters
Reviews which React optimizations are still worth the effort now that tools like the React Compiler and Server Components automate some of them.
Marcus Johnson
February 28, 2026 · 10 min readStaff Augmentation
Staff augmentation vs. outsourcing: a 2026 guide for engineering leaders
Compares cost models, quality tradeoffs, and team dynamics for augmentation versus traditional outsourcing.
Manpreet Singh
February 14, 2026 · 7 min read
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Short notes on web performance, design, and shipping faster.