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AI in engineering
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Why aren't AI productivity gains higher?
Developers explain why the gains are more modest than expected.
Mar 19
•
Abi Noda
27
1
Introducing DX Annual
The conference for developer productivity leaders navigating the AI era.
Dec 9, 2025
•
Abi Noda
10
2
AI productivity gains are 10%, not 10x
Preliminary data from our longitudinal AI impact study
Mar 11
•
Justin Reock
30
12
3
Announcing my new book, Frictionless
Nicole Forsgren's and my new book on developer experience.
Nov 19, 2025
•
Abi Noda
18
3
Measuring AI impact, assessing readiness, and new data trends
How AI is reshaping the entire SDLC, shifting bottlenecks and redefining AI readiness, and why developer experience, not tools, determines real impact.
Apr 3
•
Abi Noda
10
38:13
Most Popular
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How Google Measures and Manages Tech Debt
Jun 9, 2023
•
Abi Noda
59
2
1
AI productivity gains are 10%, not 10x
Mar 11
•
Justin Reock
30
12
3
Measuring Developers’ Jobs-To-Be-Done
Sep 6, 2024
•
Abi Noda
24
2
What causes 'bad days' for developers?
Nov 25, 2024
•
Abi Noda
19
1
AI in engineering
See all
AI-generated merged code holds steady at ~30%
A preview from our upcoming Q1 AI Impact Report.
Apr 1
•
Justin Reock
10
How do we interpret AI impact without overclaiming causation?
A better way of framing the impact of AI.
Mar 25
•
Abi Noda
14
2
Why aren't AI productivity gains higher?
Developers explain why the gains are more modest than expected.
Mar 19
•
Abi Noda
27
1
Data & benchmarks
See all
AI productivity gains are 10%, not 10x
Preliminary data from our longitudinal AI impact study
Mar 11
•
Justin Reock
30
12
3
AI tooling benchmarks: PR throughput and usage by tool (Q1 2026)
Updated data from a sample of 64,680 developers across 219 companies.
Jan 21
•
Justin Reock
12
1
1
DevProd headcount benchmarks, Q1 2026
Research across multiple industry verticals and engineering team sizes.
Jan 7
•
Justin Reock
12
Recent posts
See all
AI-generated merged code holds steady at ~30%
A preview from our upcoming Q1 AI Impact Report.
Apr 1
•
Justin Reock
10
How do we interpret AI impact without overclaiming causation?
A better way of framing the impact of AI.
Mar 25
•
Abi Noda
14
2
Developer experience at scale – lessons from Dropbox
How they treat developer productivity as a sociotechnical problem and weave AI into the fabric of their engineering culture.
Feb 25
•
Abi Noda
15
Engineering Enablement
Research and perspectives on developer productivity.
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