Engineering Decisions5 min read
Why most startup AI prototypes fail before production
Most AI demos fail not because the model is bad, but because the product system around the model is weak.
Read insightInsights - Engineering decisions for SaaS founders building AI products
Practical writing for SaaS founders making technical decisions around AI products, LLM applications, MVP architecture, and production delivery.
Practical writing on LLM applications, AI product delivery, MVP architecture, and founder-led technical decisions. No generic agency content. No inflated case studies.
Engineering DecisionsFounder GuidesField Notes
Founder Guides5 min read
The hidden cost of hiring cheap engineering teams for your MVP
Cheap hourly engineering often looks affordable upfront. The real cost appears later as rework, unclear ownership, slow decisions, and product drift.
Read insightField Notes5 min read
When Cursor, ChatGPT, and Claude accelerate delivery — and when they do not
AI tools can increase delivery speed, but they do not replace product judgment, architecture ownership, QA, or release discipline.
Read insightFounder-led product engineering
Need to turn a technical decision into shipped product?
Talk through your AI product, MVP architecture, or production delivery path with the engineer who would lead the build.