Software Development & Infrastructure Insights
We ported one of our own production .NET applications to Rust to find out where the language actually earns its cost. The honest answer surprised us: a rewrite is almost never about which language is better. Here is the scorecard, the hidden costs nobody quotes, and the four questions that decide it.
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The web is filling with AI-generated slop, and the models your buyers use are being tuned to ignore it. Here is why getting cited by AI now matters more than ranking on Google, and what executives should do about it.
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inotify doesn't work on network-attached storage. Polling a 500,000-file archive takes two minutes per cycle. ZFS's copy-on-write block pointer tree was a filesystem CDC system all along — making change detection O(changes) instead of O(total files).
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We replaced a 765-line multi-engine OCR pipeline with a single 0.9-billion-parameter vision model running on a Mac. The new system is simpler, more accurate, and every byte of data stays on premises.
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Generative AI will transform how production companies use their archived footage. But AI cannot work with unstructured video files. The companies that index their archives now will have a massive head start.
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A client was spending thousands per month running every AI coding task through premium models like GPT-4o and Claude Opus. We restructured their workflow to use the right model for the right job and cut their bill by 80%.
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Magnetic tape is over 70 years old and still the most cost-effective storage medium on the planet. At half a cent per gigabyte, nothing else comes close. But sequential access means you need a plan before you buy a drive.
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AI tools can build a website in minutes. That speed comes with real risks: security holes nobody audits, over-engineered code nobody understands, and a web that is starting to all look the same.
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