Thoughtful commentary and analytical perspectives on the technology, policy, and business decisions shaping how software gets built and who it serves. Every piece here starts from a real, current development — a regulation, a product decision, an industry shift — and works through what it actually means, not just what the headline says. Reasoned takes, not hot takes.
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Opinion #013
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Nvidia has shipped infrastructure built specifically to contain rogue AI agents. Its sales pitch deserves some skepticism, but the problem it's aimed at is real, and it shifts engineering judgment away from the diff and toward the agent's authority.
Rajnish Kumar
29 September 2026 · 5 min read
A zero-click flaw across four major AI coding agents is a reminder that the trusted boundary of software development now includes plugins, permissions and update mechanisms, not just the code the model writes.
Developers say AI nearly doubled the amount of coding time it saves them in a year. The survey suggests those hours haven't become free capacity — a lot of them are going into work that takes more judgment.
The Linux kernel just gave the industry its cleanest real-world proof that AI's verification bottleneck runs in both directions at once — and the kernel's own maintainers had to write it into official policy to survive it.
For two years the industry sold AI coding as a speed story. The fix everyone is now shipping admits the real problem was never speed at all.
We spent years trying to make developers write code faster. Now AI can generate code in minutes — but the bottleneck has quietly moved somewhere else.
Every headline about AI "replacing developers" is answering the wrong question — the real one is where a company's future senior engineers come from once the entry-level work that used to train them is gone.
We keep building faster networks, better hardware, and larger cloud infrastructure — yet the software running on top of all of it keeps demanding more, and the reason says more about engineering incentives than about technology itself.
AI-powered browsers don't just help you find information anymore. They increasingly decide how that information reaches you — summarized, framed, and stripped of the byline before you've read a single original word.
Microsoft just gave Entra ID users who still rely on SMS or voice authentication a hard deadline to stop typing in codes sent by text message. The stated reason isn't convenience — it's that AI has made humans the easiest part of the system to fool.