""Huh?!?" Sometimes, when I'm coding and something doesn't behave quite right, and I'm not entirely sure what's up, my brain fires off an internal "Huh?!?" I think it's my way of recognizing "there be dragons" but without escalating into a full-tilt panic loop. A few days into my AI-coding productizing process, after my four-day uber-performance AI-assisted programming sprint, something wasn't quite right. At first, it didn't seem terribly wrong (which was be a misjudgment because it actually was)."
"Also: I got 4 years of product development done in 4 days for $200, and I'm still stunned I eventually solved the problem using both OpenAI's Codex and ChatGPT Deep Research. That proved to be a necessary team-up. I'll explain why in short order. But first, let's deconstruct the "Huh?!"" Is it even a bug? This all took place after my big coding sprint. I built four add-on products for my security product. Once the main coding was done, there was still a lot of"
"One major task was testing. After that, I had to zip it all up so my online store could distribute installable plugin packages to my users. Also: 10 ChatGPT Codex secrets I only learned after 60 hours of pair programming with it It was here that I noticed something odd. Clicking on the WordPress dashboard proved unresponsive for 15-20 seconds."
Codex had difficulty with big-picture debugging across a complex codebase while ChatGPT Deep Research excelled at diagnosing issues when code context spanned versions. A four-day AI-assisted sprint produced four add-on products and accelerated development, but introduced a subtle runtime issue: the WordPress dashboard became unresponsive for 15–20 seconds on first access after idle periods. Thorough testing, packaging, and distribution remained necessary. Human testing and oversight located and resolved the problem, demonstrating that AI assistance sped development but did not replace manual validation and debugging.
Read at ZDNET
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