Picking a model on just a single factor retail price, benchmark scores, industry hype rarely predicts the true cost or quality of agentic development. I had a project that required an agentic development lifecycle and some free cycles, so the team ra...

I spend a lot of time preaching architecture and constraints, so it is always nice when a side project gives me receipts. Adding this new feature to DumbQuestion.ai was a good reminder that a well-structured first version lets you spend your next ite...

Google has officially replaced Gemini CLI with the new Antigravity CLIhttps://developers.googleblog.com/an-important-update-transitioning-gemini-cli-to-antigravity-cli/ and launched it alongside Gemini 3.5 Flash, which became the default model for th...

Is a $20/month Google AI Pro account worth it versus running Gemma 4 31B on OpenRouter pay-as-you-go? This Ship-Bench run was designed to answer that question across a realistic coding workflow rather than a single coding prompt. Hypothesis: Gemini'...

Developers face a real choice: pick a coding model or agent based on synthetic benchmarks that look great but do not predict actual project work. The problem is no longer whether models can score well on those benchmarks; it's whether those scores st...

A leaderboard for DumbQuestion.aihttps://dumbquestion.ai/?utmsource=legion sounds simple. Track the most asked questions, display them. Done. Except people never ask the same question the same way twice. I was curious about how creative users of Dum...

Building DumbQuestion.aihttp://dumbquestion.ai/?utmsource=legion wasn't just about choosing the right LLM and calibrating personas. Once those were working, I hit a series of fun technical problems that reminded me why I actually enjoy software archi...