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The AI Strategy Playbook: What engineering leaders need to know about driving AI impact
Why some teams see big productivity gains while others see declines.
Oct 30
•
Justin Reock
5
Meetings and interruptions are still the biggest obstacles for developers, even with AI
AI is not a silver bullet for productivity.
Oct 23
•
Justin Reock
9
How are engineering leaders approaching 2026 AI tooling budgets?
Leaders are setting aside at least 1-3% of their total engineering budgets for AI tools.
Oct 15
•
Laura Tacho
12
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How Google Measures and Manages Tech Debt
Jun 9, 2023
•
Abi Noda
58
2
Measuring Developers’ Jobs-To-Be-Done
Sep 6, 2024
•
Abi Noda
24
What causes 'bad days' for developers?
Nov 25, 2024
•
Abi Noda
18
What Distinguishes Great Software Engineers?
Aug 12, 2022
•
Abi Noda
45
METR’s study on how AI affects developer productivity
Jul 23
•
Abi Noda
21
1
Can LLMs earn $1M from real freelance coding work?
Apr 16
•
Abi Noda
21
7
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What the 2025 DORA Report means for your AI strategy
AI amplifies bad practices, real gains come from focusing AI efforts on systems, and success depends on strong change management.
Oct 8
•
Laura Tacho
37
AI’s impact on quality: A volatile, uneven landscape
Data from 43,000 engineers across ~100 companies shows quality outcomes ranging from big gains to serious declines.
Oct 1
•
Justin Reock
12
Who leads in AI adoption: Tech or non-tech?
Data from more than 50,000 developers suggests that traditional enterprises are beating big tech on AI adoption and time savings.
Sep 24
•
Laura Tacho
19
1
How 18 companies measure AI’s impact in engineering
The real metrics that GitHub, Google, Dropbox, and 15 other companies use to measure AI impact.
Sep 17
•
Laura Tacho
20
AI cuts onboarding time in half for new hires in the enterprise
Data from DX shows that engineers who use AI daily reach onboarding milestones nearly twice as fast as non-users.
Sep 10
•
Laura Tacho
16
The evolving role of DevProd teams in the AI era
AI is reshaping the mandate for platform teams. Here’s what they should focus on to stay relevant and drive impact.
Sep 4
•
Abi Noda
and
Laura Tacho
15
The SPACE of AI: Real-world lessons on AI’s impact
Developers overwhelmingly believe AI enhances their productivity, yet its impact is far from uniform across all tasks and teams.
Aug 21
•
Abi Noda
19
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Engineering Enablement
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