Thinking out loud about AI, autonomy, and what comes next.
How a YAML file, a structured reasoning framework, and a governance upgrade turned context window death into structured research output.
February 12, 2026 · Part 1Every week, 800 million people ask ChatGPT to help them find things. 97% of websites have no AI identity. And robots.txt can't fix it.
February 2, 2026A build-in-public story about AI-augmented product development. How a screenshot became a spec became a QA-approved tool in one Saturday morning.
January 31, 2026How a tone experiment called Jules evolved into a Cabinet of AI personas—and the DigitalEgo framework.
Gen 2 AI is about more than efficiency—it's about identity, alignment, and agency.
Making AI available isn't enough. True adoption starts with alignment and reflective design.
Stop writing better prompts. Start building better agents. Persona-driven AI is the next leap forward.