The Demo-to-Production Gap: Why AI Projects Fail
42% of companies abandon AI initiatives before production. MIT research shows 95% of AI pilots fail. The demo-to-production gap is systematic and predictable....
105 articles with this tag
42% of companies abandon AI initiatives before production. MIT research shows 95% of AI pilots fail. The demo-to-production gap is systematic and predictable....
Should you use microservices or a monolith? This canonical guide provides a decision matrix, extraction checklist, and honest evaluation criteria based on team size, scaling needs, and operational cap...
Entry-level software engineering positions have dropped 60% since 2022. A Harvard study found companies cut junior hiring before AI can replace those roles....
From programming at age 7, to seeing the world in the Navy, to running 3,000+ AWS instances. A journey through four decades of building systems, patents, and startups....
Government procurement is maddening. Security requirements are exhaustive. The pace is glacial. But when your software helps rescue people at sea, you understand why it has to be this way....
PostgreSQL dominates the 2025 StackOverflow survey with 55.6% market share. It's not hype - it's decades of reliability, extensibility, and solving real problems without creating new ones....
METR's randomized controlled trial found experienced developers are 19% slower with AI coding tools. The twist: they believed they were 20% faster....
AI coding assistants are stateless. They don't remember your architectural decisions, past bugs, or team conventions. This creates a specific kind of technical debt—code that looks correct but violate...
AI video generation looks impressive in demos because those clips are selected from dozens of attempts. In production, expect 3-5 generations per usable clip, 15-20% cleanup time, and quality that isn...
Static sites load faster, cost less, and break less than dynamic alternatives. Here's why the simplest web architecture keeps winning against modern complexity....
AI content farms have flooded search results with machine-generated text optimized for ranking, not accuracy. By 2026, genuine expertise gets buried under industrial-scale content pollution....
Assembly language isn't a relic - it's essential for voice AI, cryptography, and performance-critical paths. When 'compilers optimize better than humans' is marketing vs reality....
