{"slug": "speed-from-ai-comes-from-fewer-decisions", "title": "Speed from AI comes from fewer decisions.", "summary": "Most companies are not achieving the speed they expected from AI because they lack strong engineering foundations. Without established patterns for code structure, testing, and error response, AI fills gaps by generating code that requires extensive review, leading to more under-reviewed code and future problems. Teams with solid, enforceable foundations set by experienced engineers are the ones that will accelerate with AI.", "body_md": "# Speed from AI comes from fewer decisions.\n\nMost companies aren't getting the speed they hoped for from AI. The difference is engineering foundations - patterns for AI to extend, or gaps it fills by improvising.\n\nIt's no surprise to me that most companies aren't getting the speed they hoped for from AI.\n\nIf you have good engineering foundations - what kind of code goes where, how it's tested, how quickly you find out and can respond when something isn't behaving as expected - then AI has established patterns to work off and keep extending.\n\nIf they're missing or under-enforced, AI improvises a decision in every gap, at the speed it generates code - and all you get back is more code to review than the team can hold the line on. The most likely scenario is that more under-reviewed code gets into the code base, which further adds on to future problems.\n\nThe teams that will accelerate had something before AI existed: well established foundations set by experienced people that were enforceable. When a requirement lands that no existing pattern covers - that's where decisions get debated and made.", "url": "https://wpnews.pro/news/speed-from-ai-comes-from-fewer-decisions", "canonical_source": "https://thetruthasiseeitnow.com/speed-from-ai-comes-from-fewer-decisions/", "published_at": "2026-07-14 00:00:00+00:00", "updated_at": "2026-07-14 00:43:57.532637+00:00", "lang": "en", "topics": ["artificial-intelligence", "developer-tools"], "entities": [], "alternates": {"html": "https://wpnews.pro/news/speed-from-ai-comes-from-fewer-decisions", "markdown": "https://wpnews.pro/news/speed-from-ai-comes-from-fewer-decisions.md", "text": "https://wpnews.pro/news/speed-from-ai-comes-from-fewer-decisions.txt", "jsonld": "https://wpnews.pro/news/speed-from-ai-comes-from-fewer-decisions.jsonld"}}