2,161 commits later, here is what I measure
The Git history is busy. The harder question is how much of that activity becomes a result worth keeping.
leadership
AI gives me speed. My job is to give it direction.
I can keep several agents busy. The harder job is making sure their work adds up to a product I actually want.
Keeping teams steady while the organization changes
An organization chart can change quickly. Rebuilding clarity about priorities, ownership, and growth takes more deliberate work.
Quality engineering belongs inside the development loop
Owning quality and automation alongside firmware changes the question from who checks the work to how quickly the system reveals a bad assumption.
Putting AI on a device changes the conversation
Accuracy is one target. Latency, power, compute, reliability, and the cost of the complete system belong in the same decision.
What I want a technical leader to stay close to
Staying technical is useful when it improves the questions I ask and the decisions I help teams make.
My job runs from the device to the backend
Leading Safety and Telematics means connecting firmware, quality, automation, data, and services around the behavior customers experience.
When I stop an AI agent and start a new session
A busy session can keep producing work after it has stopped reducing uncertainty. I want to notice that before the diff gets bigger.
Redefining Yourself In The Age Of AI
The biggest AI shift for me has not been technical.
I Built A Dashboard Because AI Limits Changed How I Work
I pay for the highest consumer-tier AI coding subscriptions I can justify.
AI Expands The Option Space. Taste Decides What Ships.
One of the best uses of AI is not doing the known work faster.
When AI Scales Output, Quality Becomes The Bottleneck
AI makes it easier to create.
Managing AI Agents Like A High-Velocity Team
Running multiple AI sessions is not like having magic.
Internal Tools Are The AI Multiplier
AI does not reduce the value of internal tools.
The Leadership Skill AI Does Not Replace
One of my most productive AI weeks had zero commits.
Token Limits Reveal Organizational Debt
Token limits are usually discussed as a model constraint.
Stop Writing Better Prompts. Build Better Systems.
Prompting matters.
Scaling Output Without Pretending AI Is A Team
AI can make one person look like a small team.
AI Makes Verification The Management Layer
The first wave of AI coding feels like a writing-speed upgrade.