# Adam Sobotka > CTO, mentor, advisor. From startups to scale-ups, I build the teams that power success. ## Recent Posts - [Building Pipes: Insights from Four Months of AI-Native Engineering](https://paragraph.com/@adamsobotka/building-pipes-insights-from-four-months-of-ai-native-engineering): Battlefield notes from four months of building Pipes — summarised from yesterday's team retrospective. - [Productionizing "System Over Model"](https://paragraph.com/@adamsobotka/productionizing-system-over-model): How and why we forked nano-analyzer for our internal use - [Don't Boil the Ocean: A Roadmap for Leaders Who Want to Move Fast](https://paragraph.com/@adamsobotka/dont-boil-the-ocean-a-roadmap-for-leaders-who-want-to-move-fast): Why the Best Transformation Strategy Is the One Nobody Notices - [Mob Sessions Are Variance Insurance, Not Meetings](https://paragraph.com/@adamsobotka/mob-sessions-are-variance-insurance-not-meetings): When Paying Three People for One Feature Is Actually Efficient - [From Craftsman to Toolmaker: Where Value Concentrates Now](https://paragraph.com/@adamsobotka/from-craftsman-to-toolmaker-where-value-concentrates-now): What Developers Actually Get Paid For Now - [Why Spec-Driven Development Doesn't Solve Variance](https://paragraph.com/@adamsobotka/why-spec-driven-development-doesnt-solve-variance): Part 2 of 5: Organizational Structures for AI-Native Development Part 1 established that "epic-sized" work units create variance explosions. The standard response from engineering leaders is: "We need better specifications upfront. - [The Process Debt Crisis: Why 95% of AI Initiatives Fail](https://paragraph.com/@adamsobotka/the-process-debt-crisis-why-95percent-of-ai-initiatives-fail): Part 1 of 5: Organizational Structures for AI-Native Development Here's an uncomfortable statistic: 95% of AI initiatives fail to deliver enterprise impact. The usual suspects get blamed—immature technology, lack of data quality, insufficient compute resources. - [Stop Letting AI Agents Guess Where Code Goes](https://paragraph.com/@adamsobotka/stop-letting-ai-agents-guess-where-code-goes): A practical guide to structuring your codebase so AI agents stop creating architectural debt. - [Creating "dead simple" authentication](https://paragraph.com/@adamsobotka/creating-dead-simple-authentication) - [We were all caught in pajamas](https://paragraph.com/@adamsobotka/we-were-all-caught-in-pajamas) - [Late, pragmatic answer to Moxie](https://paragraph.com/@adamsobotka/late-pragmatic-answer-to-moxie) - [Building Zitrone, part 3](https://paragraph.com/@adamsobotka/building-zitrone-part-3) - [Building Zitrone, part 2](https://paragraph.com/@adamsobotka/building-zitrone-part-2) - [Building Zitrone, part 1](https://paragraph.com/@adamsobotka/building-zitrone-part-1) ## Blog Information - [Homepage](https://paragraph.com/@adamsobotka/): Main blog page - [RSS Feed](https://api.paragraph.com/blogs/rss/@adamsobotka): Subscribe to updates - [Twitter](https://twitter.com/vorcigernix): Follow on Twitter ## Optional - [All Posts](https://paragraph.com/@adamsobotka/): Complete post archive - [Sitemap](https://paragraph.com/@adamsobotka/sitemap-index.xml): XML sitemap for crawlers