Practical writing on software engineering, AI integration, cloud architecture, and internal tools, grounded in real client work rather than marketing abstractions.
The debate is mostly religious. The honest answer is almost always both, chosen per component based on load profile, team capability, and cost. Here's how to pick.
The honest trade-offs between React Native, Swift, and Kotlin, when each makes sense, where each falls short, and how to decide without picking based on vibes.
RAG demos are easy. Production RAG systems that answer questions accurately, stay cheap to run, and don't hallucinate on real data are harder. Here's the architecture we use.
Most internal tool projects either ship too early, wasting engineering time on a problem a spreadsheet could solve, or too late, by which point the workarounds have calcified. Here's how to tell the difference.
Go isn't fashionable. It's just unreasonably good at the boring backend problems that eat real teams: concurrency, deployment, performance, and onboarding.
Nest brings structure to Node services without the ceremony of Java. Used well, it gives a small team the architectural discipline that usually requires a senior backend hire.
AWS isn't just hosting. Used well, it removes entire categories of work (provisioning, scaling, compliance, global distribution) so a small team can outship companies ten times their size.