I lead AI transformation at a global SaaS platform. My job is to change how 100+ engineers work, now that AI does much of the execution.
I build the systems behind that change: agents that investigate bugs, write and review code, check changes, and run operational workflows. The goal is not to replace engineers. It is to remove the repetitive work, so they can do real engineering.
I joined that company as employee #5. I built the test framework, the CI/CD, the first deploy pipeline and the first monitoring, and I flew to Ukraine to hire our offshore team. When AI agents became good enough, I treated them the way I treated infrastructure back then: not a trend to watch, but a capability to run in production.
The one sentence behind everything I write:
Execution is cheap. Intent, context, verification, judgment, and control are not.
- The Agentic Software Factory: Every Control Surface, Named · Sep 8, 2026
- You're Not Managing Engineers Anymore. You're Allocating Judgment. · Sep 7, 2026
- Your Agent Has Prod Access. Your IAM Thinks It's a Person. · Sep 6, 2026
- DORA Measured the Old Constraint. Agents Broke the Instrument. · Sep 5, 2026
- Technical Debt Just Got Cheaper. Something Worse Moved In. · Sep 4, 2026
This list updates itself every day. All 80+ articles → · Rawer notes, weeks earlier: the Telegram channel
On top of that sits the agent layer: coding agents, MCP integrations, evaluation pipelines, approval gates, and the observability that makes agents safe to run in production.
I compare notes with engineering leaders who are in the middle of this change. People usually want to talk about:
- Review gates that survive AI speed: what still holds when agents open forty PRs a week
- Growing senior engineers when agents write the first 80%
- Putting agents on the org chart: owners, KPIs, escalation paths
- Where adoption stalls after the pilot: it is almost never the tooling
I also speak to teams, leadership groups and conferences, remote or in person.
If you made it this far, you should probably just follow me. 😉





