Blog
154 articles on production-ready AI, software modernization, and engineering practice.
No-Rewrite Cloud Migration: 26 Services, 5% Code Changes
Ask an engineering leader why they haven't migrated off their self-hosted platform and you'll usually hear some version of the same fear...
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Modernising a Working Product with AI
A client came to us with a product that wasn't broken — a B2B billing and market-analytics platform in the healthcare space, running reliably for years. Quarters closed on time.
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Cloud Migration Costs: Why an 11% Higher Bill Was Worth It
Every cloud migration pitch you've ever seen has a slide that says “reduce infrastructure costs by 30–40%.” Here are our real numbers.
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Hire an AI Team, Not Software: The Agentic AI Playbook
Every working business already has a structure that took years to get right. Someone owns production. Someone owns quality. Someone owns the machines...
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Your AI Agent Is Broken
Everyone wants agentic workflows. Few teams are ready for them. The failure mode is rarely the model anymore; it's the mess between your codebase, docs, tickets, tribal knowledge, permissions, an
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AI Code Review Bottleneck: Why PRs Slow Down
You shipped Copilot, Cursor, or an internal coding agent to your team, and output jumped overnight. Then something uglier happened: pull requests multiplied,
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1 Breach, 3 Security Firms Burned
A single vendor gets popped, and suddenly three security companies are explaining to customers why their data was sitting inside someone else's app.
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Your AI Tool Reads Too Much
You don't need a catastrophic breach for an AI coding assistant to become a security problem. You just need one "helpful" context fetch that pulls
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$2M Risk: One API Ban Can Kill You
A lot of AI products look stable right up until the day they don't. One model powers support triage, proposal drafting, onboarding flows...
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Anthropic Stores Every Prompt You Send — And May Be Lying to You About It
Anthropic shipped Fable 5 — their so-called "mythos class" model that tops nearly every benchmark. Developers opened the docs, excited.
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Microsoft's AI Tools Were Hacked. Is Yours Next?
If your developers are pasting secrets into AI tooling, this story should make you uncomfortable. Over the weekend, reports confirmed that Microsoft's open source AI
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Why Uber Capped AI Coding Tools
You can feel the pattern before finance puts it in a spreadsheet. A few engineers start using AI coding tools heavily. Output looks great in demos.
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