Blog
Insights on AI engineering, product development, and building intelligent systems.
Loop Engineering Is Real. Here Is What Makes a Loop Trustworthy.
A tweet about not prompting coding agents anymore hit 6.5 million views in days. The idea behind it is genuinely important — but most teams will build it wrong. Here is the difference.
Model Loyalty Is a Preference. Model Routing Is an Engineering Decision.
Every week a founder asks me which AI model to build on. Here is the framework we actually use at Will of Dawn Labs to pick them — and why brand loyalty is the most expensive mistake in production AI right now.
18 Months to Automate All White-Collar Work? Here Is What That Actually Requires.
The Microsoft AI chief says all professional work will be automated in 18 months. As someone who builds these systems, I want to give you the honest engineering answer to that claim.
From Digital Adoption to AI Delegation: What India's National Technology Day 2026 Tells Us About the Next Decade
India spent a decade getting everyone online. The next decade is about getting AI to work for everyone. Those are not the same challenge — and most businesses have not figured that out yet.
Vertical AI Is Winning. Here Is Why Generic AI Products Are Losing.
Every week another AI for everything product launches. Every week it struggles to retain users. The founders winning in 2026 made a different bet — and it is paying off.
Context Engineering: The Skill That Replaced Prompt Engineering
Prompt engineering was the skill everyone rushed to learn in 2023. By 2026, the engineers actually shipping reliable AI systems have moved on to something deeper — and most people have not noticed yet.
Everyone Is Building AI Agents. Most Will Never Work in Production.
Agentic AI is the most hyped trend in tech right now. It is also the most misunderstood. Here is what agents are actually good for — and why most of them will never survive contact with real users.
Vibe Coding is Magic — Until It's Not
Vibe coding is genuinely impressive for prototypes. But the moment you need real users, real data, and real uptime — the magic disappears. Here is what actually happens next.
From Idea to Production in 2 Weeks: How We Build AI MVPs Fast
Speed is not about cutting corners. Here is the exact process, stack, and mindset we use at Will of Dawn Labs to ship production-ready AI systems in 2 to 4 weeks.
Why Most AI Projects Fail Before They Ship — And How We Fix That
Most AI projects never make it to production. After building 100+ applications, I have identified exactly why — and built Will of Dawn Labs to fix it.