Learnings

What I learned scaling AI

From AI-assisted to AI-delivered, across teams and brands — the journey, and the lessons worth sharing.

1. StartV1 AI-assistedPersonal practice
2. Apr 2026V2 AI-deliveredFY26 AI-SDLC playbook
3. Jun 202612 Domain skillsDX team skills
4. Jul – Oct 2026v2.0 Released Oct 2026TCS plugin
5. Now3 Products on the workflowAcross brands and teams

• Learning 011 min readFrom AI-assisted to AI-delivered: what actually changedThe shift is not a better autocomplete. The engineer’s job moves from typing to specifying, reviewing and deciding.Read
• Learning 021 min readNever let an agent grade its own workThe agent that wrote the code is the worst one to test it. A fresh verifier changed how much we trust a PR.Read
• Learning 031 min readGive agents the context you’d give a new hireAgents fail the same way new joiners do: missing context. So we wrote it down once, for both.Read
• Learning 041 min readTurn every repeated mistake into a checkReview comments are forgotten. Checks are not. A fortnightly habit turned lessons into guards.Read
• Learning 051 min readGuardrails that make teams faster, not slowerTeams move faster with AI when they trust it. Clear limits are what create that trust.Read
• Learning 061 min readScaling AI skills across brands and teamsOne team’s good habits only matter once other teams can use them. Shared skills made that possible.Read