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Why PR bottlenecks survive every process fix you throw at them
Most teams attack PR bottlenecks with better tooling, shorter PRs, and review rotation schedules. None of it sticks. The bottleneck isn't the process. It's what you're rewarding.
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Every prompt is one perspective.
AI doesn't have blind spots. You do. When you prompt from one angle, AI ships those blind spots at scale. The feedback loop is the problem. Better prompts won't close it.
The work didn't shrink. It shifted. And nobody warned your team about what they were walking into.
AI adoption at speed is erasing the orientation senior engineers spent years building. The throughput is real. The sustainability is not something you can see on the board. The quiet is the data.
AI Is Why
AI tooling compresses the low stakes work out of an engineer's day. What fills the gap is not rest or recovery. It's more evaluation. The leaders who miss this are running depletion schedules, not engineering orgs.
This was never about the tool
When an engineer says 'ChatGPT recommended something else' to close a technical debate, that's not a technology problem. It's a culture problem you already had. AI just gave it a name.
The mandate playbook doesn't work on adults either
I spent time in a thread with 500+ engineers saying AI destroyed their love of coding. The pattern wasn't the tool. It was the rollout. Here's the difference between a mandate and a leader who actually shows up.
The template, where to store them, and how to make the habit stick
An engineer on my team pulled up an ADR we'd written months earlier, realized the constraints still held, and saved two weeks on a migration that didn't need to happen. Here's the template, the repo layout, a scaffolding script, and the mistakes I made running ADRs across distributed teams.
Clarity Does
A dev posted on Reddit about their manager's manager demanding more productivity while adding more meetings. Used terms like 'o3' for one on one and 'N+2' for skip level manager. The top reply was 'Speak English brother.'
You Built the Stage
Three meetings before anyone says a real thing. That's not dysfunction. That's theater. And the leaders never see the mess. They see the performance.
I Read the Logs and Actually Was One
A release broke payments for 10 minutes. So I added a meeting. Release retrospective. Every deployment gets a review. Sounds like leadership. The fix came from reading logs. Not from a meeting.