Insights
AI & Software Field Notes
Pragmatic articles from our engineering team — what’s working, what isn’t, and how to ship faster.
May 12, 2026
Why RAG beats fine-tuning for most SMBs
For most small and mid-sized businesses, a well-built RAG pipeline outperforms fine-tuning on cost, time-to-value, and maintenance overhead. Here’s how we decide.
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Apr 28, 2026
How we ship an MVP in 4 weeks
A look at the senior-team playbook we use to take a startup idea from whiteboard to production in under a month — without cutting corners.
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Apr 10, 2026
Cutting cloud spend with AI ops
How we use lightweight AI-driven analysis to find the 80/20 wins in Azure and AWS bills — typically cutting monthly spend by 30%+.
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