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Paper Citation Record · LEDGER

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

As of 21 August 2026, this Paper Citation Record lists 100 of 185 outbound references and 66 inbound Pith citation observations for arXiv:2507.09089.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.09089 v2

Coverage vector

measured 100 of 185 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:12:36.110644Z

measured 166 of 166 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 66 of 66 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:50:24.134505Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

100 of 185 outbound references displayed

  • verified exact5
  • verified fuzzy0
  • unresolved90
  • parse uncertain4
  • malformed identifier1
  • metadata mismatch0

External citation measurements

6
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 51918634-3335-492d-b07a-0f0980907d59 · outbound

This paper cites Artificial intelligence index report 2025, 2025.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Artificial intelligence index report 2025, 2025

Reference 1

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Observation cc22e615-4aa4-4ef1-9c91-b54cbbe51400 · outbound

This paper cites Measuring AI Ability to Complete Long Software Tasks.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Measuring AI Ability to Complete Long Software Tasks

Reference 2

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source=pdf_text observed=2026-08-06T18:12:29.917267Z digest=sha256:08cd63b1cdccfc59aa96a2dcfe69b9ee4a40be433d19cc4dc96978f73a3ecd25

Observation 203e8758-23fb-496e-bb2c-9753f4b9bdb4 · outbound

This paper cites RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human experts.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human experts

Reference 3

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source=pdf_text observed=2026-08-06T18:12:29.939412Z digest=sha256:9e624a00a457fd751a0d6f5b95840dedc3466cf5888c12ccfdb8bc6be4326981

Observation c5ce7f60-8dab-4af6-9038-1154cd586454 · outbound

This paper cites Mle-bench: Evaluating machine learning agents on machine learning engineering,.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Mle-bench: Evaluating machine learning agents on machine learning engineering,

Reference 4

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source=pdf_text observed=2026-08-06T18:12:29.946310Z digest=sha256:70e05a0f3b6ae04332998e58992f2a4803e76e46a5a8dba012cf9871a20c1ea3

Observation 9a188d19-652f-4c9b-b742-4134bdf3f45c · outbound

This paper cites Paperbench: Evaluating ai’s ability to replicate ai research,.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Paperbench: Evaluating ai’s ability to replicate ai research,

Reference 5

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source=pdf_text observed=2026-08-06T18:12:29.966418Z digest=sha256:977e557508d92f5994378fc02c211aa93d965adef2343042a984043d3de597e2

Observation b43dddd9-fb6d-42ab-b506-02f13e1b990b · outbound

This paper cites CodeElo: Benchmarking Competition-level Code Generation of LLMs with Human-comparable Elo Ratings.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity CodeElo: Benchmarking Competition-level Code Generation of LLMs with Human-comparable Elo Ratings

Reference 6

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source=pdf_text observed=2026-08-06T18:12:29.982589Z digest=sha256:df4b89f25be6fa8545668fd13565583819050972ac70aa98975ec666cac18367

Observation 67142ef4-7af1-4e38-b009-ac8717362e4a · outbound

This paper cites PaperBench: Evaluating AI's Ability to Replicate AI Research.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity PaperBench: Evaluating AI's Ability to Replicate AI Research

Reference 7

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source=pdf_text observed=2026-08-06T18:12:29.973349Z digest=sha256:7f528ab4f7cd7ab2acd91bf2ba6be45ac7c2175ba21602b2fdf7d26b688317e5

Observation a6f48e28-44b2-4e47-9632-374e259c375c · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 8

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source=pdf_text observed=2026-08-06T18:12:30.003076Z digest=sha256:5cbef1d17c44994e6110b766f9b98430c8f4acf7dd508414851ce34fde54ba6e

Observation 4cdfd962-8cc1-4ab7-b7f4-8d22cae11e6c · outbound

This paper cites SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?

Reference 9

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source=pdf_text observed=2026-08-06T18:12:29.993060Z digest=sha256:2af54b85f6070e09707716e8ef9d430e55833f86ae08a210a2cd706135b371b6

Observation e45ff745-b041-499c-b9af-b9b087b61fc0 · outbound

This paper cites The impact of ai on developer productivity: Evidence from github copilot, 2023.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity The impact of ai on developer productivity: Evidence from github copilot, 2023

Reference 10

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source=pdf_text observed=2026-08-06T18:12:30.023708Z digest=sha256:dbcdefbbb38f47612a8cc0c02d49824c27fc5f849e136575a95270556e3ba2ad

Observation 012abd8e-a70c-4533-b48a-ea5dd0e2f00a · outbound

This paper cites HCAST: Human-Calibrated Autonomy Software Tasks.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity HCAST: Human-Calibrated Autonomy Software Tasks

Reference 11

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source=pdf_text observed=2026-08-06T18:12:30.014608Z digest=sha256:e0391bf5e8de8421dc78437e57304249335a9341dcd23322ce7004c7e82b35e6

Observation 710abb61-bb9d-4849-a739-c279248f78a3 · outbound

This paper cites How much does AI impact development speed? An enterprise-based randomized controlled trial.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity How much does AI impact development speed? An enterprise-based randomized controlled trial

Reference 13

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source=pdf_text observed=2026-08-06T18:12:30.032494Z digest=sha256:9f0444c062a311eaf38aa501c7305d10bd182af719bd46cb6e73d831e932640e

Observation 7e96a017-6c11-4483-a986-8c418d94af6f · outbound

This paper cites Benchmarks for Automated Commonsense Reasoning: A Survey.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Benchmarks for Automated Commonsense Reasoning: A Survey

Reference 14

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T18:12:30.068064Z digest=sha256:4c1a2deef904c286b91de992a93fd0305ab3eb1e8c6850168e5d728d1dea9875

Observation 9decbab4-5b0e-495f-8d60-76d4263d1f0b · outbound

This paper cites Generative AI and labour productivity: a field experiment on coding , volume 1208.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Generative AI and labour productivity: a field experiment on coding , volume 1208

Reference 15

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source=pdf_text observed=2026-08-06T18:12:30.087319Z digest=sha256:d79b482290142a88d24d4c3f30741d672bf58cd18e39591652edaea6a46d9905

Observation 40d374e1-bff1-47c2-a66a-be7da3a75972 · outbound

This paper cites Lessons from the Trenches on Reproducible Evaluation of Language Models.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Lessons from the Trenches on Reproducible Evaluation of Language Models

Reference 16

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source=pdf_text observed=2026-08-06T18:12:30.056801Z digest=sha256:1e61a8c467dc09a8f2d12937928459f348c98cc4d66c0590f478c1033e15b852

Observation f156ebb9-9041-450b-bd79-c73f2af5aa5c · outbound

This paper cites The effects of generative ai on high-skilled work: Evidence from three field experiments with soft- ware developers, June 2025.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity The effects of generative ai on high-skilled work: Evidence from three field experiments with soft- ware developers, June 2025

Reference 17

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source=pdf_text observed=2026-08-06T18:12:30.171073Z digest=sha256:a2b5c148a2386c728f1aed657249179100db4814f500be7180e9e45ffbd21755

Observation e6aa7eeb-cb93-49b1-bcd8-289aad851ae8 · outbound

This paper cites Significant pro- ductivity gains through programming with large language models.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Significant pro- ductivity gains through programming with large language models

Reference 18

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source=pdf_text observed=2026-08-06T18:12:30.246861Z digest=sha256:926faa3841c3c78d7e439e9705d194254bcf7cf77ec8630601a4b4da338011be

Observation f2ed82bb-51ad-42c2-867e-d4ad648990e9 · outbound

This paper cites The impact of large language models on open-source innovation: Evidence from github copilot, 2025.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity The impact of large language models on open-source innovation: Evidence from github copilot, 2025

Reference 19

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source=pdf_text observed=2026-08-06T18:12:30.118447Z digest=sha256:8eb8963a8365548c1f0692c5b9811d838aa93c5c3a38e4da62d14ec1346c70db

Observation 9a9aa7d1-98d0-471e-b048-dedd5fe4bba7 · outbound

This paper cites Anthropic Claude 4 System Card.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Anthropic Claude 4 System Card

Reference 20

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source=pdf_text observed=2026-08-06T18:12:30.518870Z digest=sha256:cf00e012e3a91037c762704e23c4c8f973e6a0b99907402bf18a807cd7ffe29d

Observation 03f671a2-dff4-4f76-8b9d-9f38c926747a · outbound

This paper cites Gans, and Avi Goldfarb.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Gans, and Avi Goldfarb

Reference 21

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source=pdf_text observed=2026-08-06T18:12:30.594695Z digest=sha256:8ef0d964ee53a83a0d5eb166b7242ead1292759d5dbae1636dbbbc9916ddf88c

Observation 44c5769c-11b1-4eae-ae30-06e19b75906d · outbound

This paper cites OpenAI o3 and o4-mini System Card.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity OpenAI o3 and o4-mini System Card

Reference 22

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source=pdf_text observed=2026-08-06T18:12:30.312676Z digest=sha256:daca25582d29c6c024621f699cb5c48fe3b1db8363fc1307c7291b13f7cc5882

Observation 8c252ca1-3ed1-4cff-9619-4a3eb8f22f27 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 23

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source=pdf_text observed=2026-08-06T18:12:30.412450Z digest=sha256:a0261a3baf9340721a9746916ac75dcb0ba8c7261c9a9e4f7f4b760f59dc61e0

Observation bb5a7d10-5903-4449-ba65-449e36443e14 · outbound

This paper cites Choi and Daniel Schwarcz.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Choi and Daniel Schwarcz

Reference 24

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source=pdf_text observed=2026-08-06T18:12:30.830920Z digest=sha256:134fe6f57c9e8f7ae9d85f482d13ddd49ba93e42d7e21ae70f08e0ea6a621695

Observation 925e9ceb-d5a1-4fd4-bf7d-43d7374f9e12 · outbound

This paper cites Responsible scaling policy evaluations report – claude 3 opus.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Responsible scaling policy evaluations report – claude 3 opus

Reference 25

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source=pdf_text observed=2026-08-06T18:12:30.866232Z digest=sha256:d528e53dfb660da127b577514662aebc8ed22d326499025a2c33ca2fd944af7e

Observation a75b7d7b-af9c-4b97-84a2-1c1467ef723d · outbound

This paper cites Mouton, Caleb Lucas, and Ella Guest.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Mouton, Caleb Lucas, and Ella Guest

Reference 26

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source=pdf_text observed=2026-08-06T18:12:30.925420Z digest=sha256:7cce49789a086023a22210fdd840ba63a55f66a9e5c074d68d2e616ad1a71c81

Observation b94e97d2-7b86-4131-b696-d73a42f18cee · outbound

This paper cites Generative ai at work*.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Generative ai at work*

Reference 27

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source=pdf_text observed=2026-08-06T18:12:30.703579Z digest=sha256:efcb4196f97572b7802f0aa032c43bdd9e025a5b1d94f963c2a59c3fc301eb6d

Observation ccf3f004-041c-4455-b88d-311d3a8f160c · outbound

This paper cites Experimental evidence on the productivity effects of gener- ative artificial intelligence.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Experimental evidence on the productivity effects of gener- ative artificial intelligence

Reference 28

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source=pdf_text observed=2026-08-06T18:12:30.787779Z digest=sha256:8b9674be3bc1f56318c49abef4da7af464ba31e0c992bcba407e6eea9dd5e43e

Observation 7ef338f0-9260-45da-9fb1-6599f15f5a9d · outbound

This paper cites Could advanced ai accelerate the pace of ai progress? interviews with ai researchers, 2024.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Could advanced ai accelerate the pace of ai progress? interviews with ai researchers, 2024

Reference 29

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source=pdf_text observed=2026-08-06T18:12:31.281400Z digest=sha256:4ebf684a818fbc17b61eecd0bc336820613ba9eb8e0252fbd9dfbc96db2b781b

Observation 9d11463f-a360-4f76-a3ad-da83efbf9c7e · outbound

This paper cites Explosive growth from AI automation: A review of the arguments.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Explosive growth from AI automation: A review of the arguments

Reference 30

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T18:12:31.300962Z digest=sha256:296db81febe1c33f77c9e2d365fb82c5c5b6a53a8d86521e12087c0f44c0629a

Observation 56ae2721-cf17-4c81-b8f6-9a0245e3eeca · outbound

This paper cites GATE: An Integrated Assessment Model for AI Automation.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity GATE: An Integrated Assessment Model for AI Automation

Reference 31

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source=pdf_text observed=2026-08-06T18:12:31.350766Z digest=sha256:ec45c43f29bc69efb1a79b0a0aaec820e649e28650d37e9399cab711216cbe1f

Observation 3456da5a-4697-4fe3-87cc-765d5e2de7b7 · outbound

This paper cites What a compute-centric framework says about takeoff speeds.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity What a compute-centric framework says about takeoff speeds

Reference 32

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source=pdf_text observed=2026-08-06T18:12:31.412437Z digest=sha256:2f9a2febcfeaf7289e46dbfaddbf7a38ff870545cd3f0a79276286cfc6332068

Observation 91515a6a-a504-4f54-a5bc-94edc83bc9bc · outbound

This paper cites The Llama 3 Herd of Models.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity The Llama 3 Herd of Models

Reference 33

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source=pdf_text observed=2026-08-06T18:12:31.025292Z digest=sha256:4e7dad48bb04ce52deecfb97e164c4d388ec004f18f95b274f3c9733c2a4fe94

Observation ffd67cd0-2e99-4c4d-aa77-33916c185b54 · outbound

This paper cites Building an early warn- ing system for LLM-aided biological threat creation.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Building an early warn- ing system for LLM-aided biological threat creation

Reference 34

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source=pdf_text observed=2026-08-06T18:12:31.085528Z digest=sha256:cc2b8f7335ec8dc796e8220c96fadfc23ecda9da5c7c6e206e3e87b0c4ffdbc1

Observation 8f781154-4630-4d5d-bfca-e149aee1bd52 · outbound

This paper cites AI and the Economy , pages 161–191.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity AI and the Economy , pages 161–191

Reference 35

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation b011290b-3c24-49b2-8e48-6eb6b274e8d7 · outbound

This paper cites Forecasting the results of experiments: Piloting an elicitation strategy.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Forecasting the results of experiments: Piloting an elicitation strategy

Reference 36

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source=pdf_text observed=2026-08-06T18:12:31.834053Z digest=sha256:18de82b967db78656c25222ede2868c089b7a8248d63ae0ddc60d6f68d2d7864

Observation 0496163b-c870-4158-b4a0-572e2419f596 · outbound

This paper cites Strictly proper scoring rules, prediction, and es- timation.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Strictly proper scoring rules, prediction, and es- timation

Reference 37

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source=pdf_text observed=2026-08-06T18:12:31.935123Z digest=sha256:3512e35fc12369669cdf31579a23fee24c24bf841fbed8116878fe6defb8688b

Observation ce7ff90d-7368-4563-b4de-a09b950d002c · outbound

This paper cites SWE-bench: Can language models resolve real-world github issues? In The Twelfth International Conference on Learning Representations , 2024.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity SWE-bench: Can language models resolve real-world github issues? In The Twelfth International Conference on Learning Representations , 2024

Reference 38

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source=pdf_text observed=2026-08-06T18:12:32.002644Z digest=sha256:50a0d6cade9873d70279b51a1dbd5e57faf8d953ccc150718cb41f2c59195910

Observation e0b2046d-aea9-40e9-aba4-6e72a0987be8 · outbound

This paper cites The simple macroeconomics of ai.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity The simple macroeconomics of ai

Reference 39

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source=pdf_text observed=2026-08-06T18:12:31.464032Z digest=sha256:6f4dcd71e689c912d95614b1d80d71f0b9f45bebc0c1d6aeb25d54bea7280855

Observation 19982009-c2d6-4d84-ac5c-b518cbc01bfe · outbound

This paper cites doi: 10.1093/epolic/eiae042.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity doi: 10.1093/epolic/eiae042

Reference 40

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source=pdf_text observed=2026-08-06T18:12:31.558212Z digest=sha256:8ef3f38bd5415c3eb4ac6e720fd8ad776eb457258abd588a77df36d73734f995

Observation 4c083949-745c-4016-bc01-9916332a6317 · outbound

This paper cites Economic policy for artificial intelligence.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Economic policy for artificial intelligence

Reference 41

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doi, observed 2026-08-06T18:12:42.417651Z

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source=pdf_text observed=2026-08-06T18:12:31.642488Z digest=sha256:0e0f6b015fe46eeab056f2d9bdf3b51c93144e17bbe1141330222f126e6dc388

Observation 7c740e22-3c31-4df4-a44a-f7471fb4922e · outbound

This paper cites When should you adjust standard errors for clustering?*.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity When should you adjust standard errors for clustering?*

Reference 42

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source=pdf_text observed=2026-08-06T18:12:32.346999Z digest=sha256:3f110eeaea7c439b318dd6216753a3a95f68700a0a885f664150b0e2b5f2f867

Observation e4dfdf21-4ab5-4b06-ba97-ae3929d52ea0 · outbound

This paper cites Colin Cameron and Douglas L.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Colin Cameron and Douglas L

Reference 43

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source=pdf_text observed=2026-08-06T18:12:32.524431Z digest=sha256:975e6576ed38271896bda31c2b1db2b02d69992c61bff7a2c29f74d1af0ed322

Observation d0c77d63-104f-4e7e-8e8d-843de04b83c5 · outbound

This paper cites Bell and Daniel Mccaffrey.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Bell and Daniel Mccaffrey

Reference 44

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source=pdf_text observed=2026-08-06T18:12:32.717838Z digest=sha256:10ccf68b93aba259df14c914f225afd02ec1bf715306e4c43fc4db60c20dd9d1

Observation add10768-3b25-42fd-b978-adfdf178b4b2 · outbound

This paper cites Prior Task Exposure.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Prior Task Exposure

Reference 45

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source=pdf_text observed=2026-08-06T18:12:32.816432Z digest=sha256:4a29c4fbeffa2139b130761110a1a308523a6724eb308b2ed199e0ad6d586e06

Observation c2c05943-e624-4f89-9211-09eacb387983 · outbound

This paper cites Lost in the Middle: How Language Models Use Long Contexts.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Lost in the Middle: How Language Models Use Long Contexts

Reference 46

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source=pdf_text observed=2026-08-06T18:12:32.107486Z digest=sha256:79f2d7b2659fddb5189a21c9c63732a7a64806f2ce131c27a0c78111427ea08d

Observation d1298d0a-ed45-4de9-a8fb-ed273a0bdcaf · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 47

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source=pdf_text observed=2026-08-06T18:12:32.185889Z digest=sha256:36fb54a5878b071ac74e70c1597de146955f69edde8568fee6ffc1398c7774c4

Observation b53787b6-8506-4eb1-b09e-b5779ee6f9ad · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 48

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source=pdf_text observed=2026-08-06T18:12:32.288419Z digest=sha256:2f0adf39c8dc985ef3ca2a7fb5cdccda2b9522f74f51a7f1bf217039095e353d

Observation 36e995c7-804c-4924-9ca1-cafa24311193 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 55

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source=pdf_text observed=2026-08-06T18:12:32.872676Z digest=sha256:6767ce598f778d5318a2b3ba9eea4c18c1d40a34c6cfdbbb5bbfc41963d9e31f

Observation cd3f1890-b9bd-48d5-94b4-b731a04a8f94 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 56

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source=pdf_text observed=2026-08-06T18:12:32.937082Z digest=sha256:0c809ce448917131e8819b883c70419166b784cc72b0913db7648f5e17830a1f

Observation aca852d1-ea91-42cf-b23c-11768f297d05 · outbound

This paper cites a list of issues to fix, a list of features you intend to add, a general kanban board, etc).

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity a list of issues to fix, a list of features you intend to add, a general kanban board, etc)

Reference 57

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no resolver link, observed 2026-08-06T18:12:33.013233Z

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source=pdf_text observed=2026-08-06T18:12:33.013233Z digest=sha256:78a269bd0d4b3c6e5bd5de674e3b358652ce8349eccb6de2c256046864b27317

Observation 3cbab6f5-6b3b-4300-927c-f9db57c6e660 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 58

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source=pdf_text observed=2026-08-06T18:12:33.077372Z digest=sha256:7ae6a2a5c0e128120a6a8e412849fcb4a661b4f1a65ec9d275e4e9630d93fb13

Observation 85c18709-4a8f-488f-890a-60b238a86168 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 59

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source=pdf_text observed=2026-08-06T18:12:33.110784Z digest=sha256:cd239a218a4567a402f5fb8db9f58af034a90bfa6281eb94f26e8622d25aa4b7

Observation 9af2e606-63fb-4264-9d3a-e3c31fc3de7e · outbound

This paper cites Note that during this experiment you will be working on tasks you’d already want to work on in your open source repository.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Note that during this experiment you will be working on tasks you’d already want to work on in your open source repository

Reference 60

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source=pdf_text observed=2026-08-06T18:12:33.168170Z digest=sha256:f2c028ef2e16aefef6ca63f01781dc989e4be0a976b17fc5d071680d79184523

Observation 0b3a3be6-2a4e-485b-bbb6-250113ed3581 · outbound

This paper cites Wait, how does it work?.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Wait, how does it work?

Reference 61

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source=pdf_text observed=2026-08-06T18:12:33.205020Z digest=sha256:9da0e43f98fa4f9b5254340c4a1a451b18a699a0746fe531286f72af6c2b1614

Observation 55347b75-0642-4df7-a467-9ad5047f0217 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 62

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source=pdf_text observed=2026-08-06T18:12:33.240579Z digest=sha256:91f918d26875fc9b8e958e18c2ac7244a4f7705ec917fdd4af414d222c5fb2a5

Observation 034a46ed-fa3e-4f47-9873-a8ad4c595e9c · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 63

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source=pdf_text observed=2026-08-06T18:12:33.275548Z digest=sha256:84caa30d57f2b8c2ea1466bc7c2bfe7ee9032aa2dfce1f7ad89c0a5f55d64809

Observation 40ba1946-36f6-4707-a338-67002118f7ba · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 64

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source=pdf_text observed=2026-08-06T18:12:33.309081Z digest=sha256:951fdea8b5793afdcd11e826e4d925c40e801924d3ad2d38ea94562148186ca7

Observation 63f25b92-94af-4f86-89b2-9675aa4bb94c · outbound

This paper cites This experiment will only change the order of tasks that you do and what LLMs you can use (including potentially restricting you to no LLMs).

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity This experiment will only change the order of tasks that you do and what LLMs you can use (including potentially restricting you to no LLMs)

Reference 65

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source=pdf_text observed=2026-08-06T18:12:33.349180Z digest=sha256:3570e6dc1747d974695e7e3d0fef87707c01853b1ee422092243d464acab3c6b

Observation c285e93a-e4aa-489d-867b-dbf570ca7259 · outbound

This paper cites You can choose the date and time that works best for you (including weekends!).

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity You can choose the date and time that works best for you (including weekends!)

Reference 66

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source=pdf_text observed=2026-08-06T18:12:33.390540Z digest=sha256:b5804e804739d604664e4783a00f542f8cbb97ac467dad10d132898ab5d5b800

Observation dc123544-89c0-477c-aab7-1bc23cd06a81 · outbound

This paper cites Why this work matters:.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Why this work matters:

Reference 67

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source=pdf_text observed=2026-08-06T18:12:33.426065Z digest=sha256:461c7deebace4e9ebfe299a4a67fcc57332bd4b8c6f97ff21d7b7be943d1292b

Observation 622f80a8-d1c3-4118-9de9-67935be45564 · outbound

This paper cites We want to understand if or when it could reshape software engineering so we can predict and prepare for its effects.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity We want to understand if or when it could reshape software engineering so we can predict and prepare for its effects

Reference 68

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source=pdf_text observed=2026-08-06T18:12:33.463071Z digest=sha256:9b5bcaf28a44d6a37820019e5c59419ac759d47b1b5b31fa7f466908efc4b468

Observation bcd4e51b-6313-4569-b0bc-11e1b1eb4167 · outbound

This paper cites scaffolding.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity scaffolding

Reference 69

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source=pdf_text observed=2026-08-06T18:12:33.500179Z digest=sha256:aad8ba29d5411b0c979886f69aa9ebc16d8ba06b3bd304e81f1158ea52d08bcb

Observation c47438f4-3602-44f1-a99f-7325910677bb · outbound

This paper cites Please feel free to leave any comments on the document.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Please feel free to leave any comments on the document

Reference 70

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source=pdf_text observed=2026-08-06T18:12:33.534014Z digest=sha256:5da6683a0a265ae639edbb523ae14a692c78b3143d06e2088d20c4a692e77192

Observation 1709b35c-6de7-417b-b440-4964bae8ad6c · outbound

This paper cites I don’t need to understand this, so feel free to keep it short.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity I don’t need to understand this, so feel free to keep it short

Reference 71

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source=pdf_text observed=2026-08-06T18:12:33.572180Z digest=sha256:b1d81f1e948cb787ea43e5795585701aa41dda3f04181226a8d160c23f4fe517

Observation 9048796d-9741-4371-9bd5-3b528e2f3623 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 72

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source=pdf_text observed=2026-08-06T18:12:33.613961Z digest=sha256:6d616b91e55e9d57878a1855f3acede34e4c0ab22c48340e91ac365cec95a670

Observation 96ff7524-a542-4d53-a95d-8ff6cdca8b04 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 73

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source=pdf_text observed=2026-08-06T18:12:33.661548Z digest=sha256:852b5a12ee0eea609a0841114b7855934dd40f5348c0581b6d119be47eb27a8a

Observation 3053e861-27a1-488e-86f5-88d814737381 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 74

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source=pdf_text observed=2026-08-06T18:12:33.702836Z digest=sha256:9395ce7678c85159eb0b410e4e406b8456a0818129e02e8374675bfab291a6aa

Observation 1fed815c-1774-4bc3-8d65-c6fed70f10c3 · outbound

This paper cites If you can break them into ≤2 hour tasks, this would be ideal.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity If you can break them into ≤2 hour tasks, this would be ideal

Reference 75

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source=pdf_text observed=2026-08-06T18:12:33.752271Z digest=sha256:37aa0c9883ce07843094c9f016cc5784a83688547de9f81741dedf82bc31d9c0

Observation cb62d85f-27ae-4d4a-86c7-f733ee7ea767 · outbound

This paper cites Step 3: You send me issues, I bucket them Once your issue list is done, you can send it to me.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Step 3: You send me issues, I bucket them Once your issue list is done, you can send it to me

Reference 76

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no resolver link, observed 2026-08-06T18:12:33.807117Z

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source=pdf_text observed=2026-08-06T18:12:33.807117Z digest=sha256:e7a30f061825a32d0286c7ef9cb0573dc86ae81fa7ed2828ab6bc7d35a832796

Observation fa7c979f-c0ae-44d6-a4fb-eaec3a27e578 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 77

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source=pdf_text observed=2026-08-06T18:12:33.850432Z digest=sha256:5e7bd04b01fdcfe180b4c3aae2b347500abc53dc9a0f6c4e62a70af831f05076

Observation fb19e4b3-44c7-4a3c-a943-cbc44f599f2c · outbound

This paper cites Step 4: We have a kickoff meeting During the kickoff meeting, I’ll give you:.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Step 4: We have a kickoff meeting During the kickoff meeting, I’ll give you:

Reference 78

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no resolver link, observed 2026-08-06T18:12:33.900523Z

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source=pdf_text observed=2026-08-06T18:12:33.900523Z digest=sha256:2395068473c846241cd1af8734aeeaa8df3203e78aca8df213d18fddb66cb0ee

Observation 260572f0-7b96-41c5-9853-154209b88b3f · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 79

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no resolver link, observed 2026-08-06T18:12:33.939672Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:12:33.939672Z digest=sha256:c046d0cafafecd3aea08a8360c253451634c5a21a41599a7a5bf2e438f0adf86

Observation 8488f67d-8430-446c-9637-db1b172e27c4 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 80

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no resolver link, observed 2026-08-06T18:12:34.006224Z

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source=pdf_text observed=2026-08-06T18:12:34.006224Z digest=sha256:f6eb13ac9bdcc41443de1665e98469f7c8be1bb5da9fb9befa86367f59d25fa6

Observation 9db31642-ff72-4dd9-a396-a85a0a051841 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 81

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source=pdf_text observed=2026-08-06T18:12:34.062035Z digest=sha256:4eaacc38ce3cb473c548d089be7bc23f6b75da7994287b3115d76acc9c82678a

Observation 5350fb8e-6d6f-4539-a2cb-badae81c8ca8 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 82

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no resolver link, observed 2026-08-06T18:12:34.109334Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:12:34.109334Z digest=sha256:be2e57eecc0568721f85bf276b16da6fc253ac95d30a261a86a2499e3b9d19ef

Observation 457608c6-8f22-4ed6-b3fa-aa2aa89cdfe9 · outbound

This paper cites Step 5: You work on issues You’re ready to start now.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Step 5: You work on issues You’re ready to start now

Reference 83

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source=pdf_text observed=2026-08-06T18:12:34.151236Z digest=sha256:d7925bb0c1d6f5c24840eab5635109c3e562f920a18d3ff337dd7a995568b85f

Observation 113734f3-fe19-4334-b423-383f9502c1f2 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 84

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source=pdf_text observed=2026-08-06T18:12:34.185100Z digest=sha256:3b707450f22f1fac77c662467eafd242991b37ada6a57d0ef9fe1685cd0bcb4d

Observation 3784452a-0921-4257-b66d-c62d4a956071 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 85

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source=pdf_text observed=2026-08-06T18:12:34.236858Z digest=sha256:d3377fd0e9ff4a154f7006b30aa052b97f5574047bff10070705267700cc1666

Observation 2362f8fb-9236-4a00-a05d-5e40b966c9ad · outbound

This paper cites You’ll record the data described here as you implement these issues.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity You’ll record the data described here as you implement these issues

Reference 86

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source=pdf_text observed=2026-08-06T18:12:34.278666Z digest=sha256:a4947f6fbb5ad52efd6802fc353f662045808c35749955c4730262261f488e63

Observation e8607934-4819-4100-94d6-2d5a0de5cfa8 · outbound

This paper cites Cursor implemented most of this code, with just a simple prompt from me.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Cursor implemented most of this code, with just a simple prompt from me

Reference 87

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source=pdf_text observed=2026-08-06T18:12:34.343710Z digest=sha256:892f5af987643b24126c2a3752738d1297eec62c0a91341b94f95bb1f7ca0415

Observation f7b3bb32-bec8-4652-84f5-845484076d75 · outbound

This paper cites Cursor edited my package.json and I didn’t notice, which caused me to lose 30 minutes fixing dependencies.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Cursor edited my package.json and I didn’t notice, which caused me to lose 30 minutes fixing dependencies

Reference 88

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source=pdf_text observed=2026-08-06T18:12:34.416153Z digest=sha256:9dd6c4c2f5cf92a3dd38b64fe0bada4243c35eeb38e956770d209fed3669bdde

Observation a322931b-e808-4af1-8855-c7dddc322f08 · outbound

This paper cites Not being able to use AI was tough, as there was a lot of boilerplate could I could have easily auto-generated.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Not being able to use AI was tough, as there was a lot of boilerplate could I could have easily auto-generated

Reference 89

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source=pdf_text observed=2026-08-06T18:12:34.491303Z digest=sha256:ea8d3a6f50d5d1d1df2e44f185c201265c7495f5a1dbbc3b5016a130d7c33ad6

Observation 44d94365-f575-4a4f-9ec2-cb15e962de60 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 90

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no resolver link, observed 2026-08-06T18:12:34.570275Z

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source=pdf_text observed=2026-08-06T18:12:34.570275Z digest=sha256:5122ba27f47b3cf20d219f2172d300c4abb9a831898270dc85c5326d5a8c5b75

Observation 137d57eb-f9bd-4ae7-983c-da548c6108c7 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 91

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no resolver link, observed 2026-08-06T18:12:34.646079Z

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source=pdf_text observed=2026-08-06T18:12:34.646079Z digest=sha256:9256f3ddda37d6860ee4c6e5f6e411c43194a64c695f53622e99ea3fc703cec5

Observation 452e6d34-4788-47c0-92e1-f625b9944cba · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 92

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source=pdf_text observed=2026-08-06T18:12:34.751252Z digest=sha256:3cb66045722e2b79524ca5157949030b4b2ffae5ab2f7a8eb3bc2acd8ad1dd32

Observation 8340f835-c1d9-440d-8e99-82e37b66a31b · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 93

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source=pdf_text observed=2026-08-06T18:12:34.841209Z digest=sha256:21b2d2a2af7f80d049b688318dc0f63ceb343a0935c621b6e662db1a1c8595ab

Observation f81a78ef-6423-407b-bd10-c21953e90bc3 · outbound

This paper cites Post-Review Implementation Time How long did it take to get the PR ready to merge post-first review? Note that this also includes active time on your part.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Post-Review Implementation Time How long did it take to get the PR ready to merge post-first review? Note that this also includes active time on your part

Reference 94

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source=pdf_text observed=2026-08-06T18:12:34.919528Z digest=sha256:1dc8fe71abfe0f191d747bd7aac49c82b6b8f3b837c9e29be02397d4cd22f5f9

Observation 476ab789-bae7-4a1e-b139-dd7297a125ed · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 95

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no resolver link, observed 2026-08-06T18:12:35.001142Z

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source=pdf_text observed=2026-08-06T18:12:35.001142Z digest=sha256:e31a8dbd61419aab233e65339194d3c60f75fe4f9956a9d6e9bf1ac94df8c4c2

Observation 8a1ccd6b-e6d6-4ceb-941a-17306baa6827 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 96

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no resolver link, observed 2026-08-06T18:12:35.103621Z

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source=pdf_text observed=2026-08-06T18:12:35.103621Z digest=sha256:c5ee14ffa715d527c536a1b77184a0f14c123e3473b7d96005cd8eb18ff2be29

Observation 9f0b9664-f639-45e6-9c66-91f3d2ab11cc · outbound

This paper cites For example: making a simple text change to a webpage, refactoring code following a well-established pattern, copying an existing solution.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity For example: making a simple text change to a webpage, refactoring code following a well-established pattern, copying an existing solution

Reference 97

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no resolver link, observed 2026-08-06T18:12:35.198025Z

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source=pdf_text observed=2026-08-06T18:12:35.198025Z digest=sha256:8d20275c52ef224ad3e5a17d764fca1d42979e21f32cf16e386a7f2b0989f9ea

Observation 03a5455d-10ae-44ab-9efe-f7276da08989 · outbound

This paper cites For example: creating a new feature with a well-established design, writing unit tests for well-encapsulated functionality.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity For example: creating a new feature with a well-established design, writing unit tests for well-encapsulated functionality

Reference 98

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no resolver link, observed 2026-08-06T18:12:35.294286Z

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source=pdf_text observed=2026-08-06T18:12:35.294286Z digest=sha256:549bb67e0ad8f798e8b0492a5adefd0e7a961e3b41315175b2fa1be4ade9731a

Observation df1d7d33-452d-49a6-b255-cb911fed9c4e · outbound

This paper cites For example: creating a new feature with some novel components, tracking down a reproducible logic bug.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity For example: creating a new feature with some novel components, tracking down a reproducible logic bug

Reference 99

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no resolver link, observed 2026-08-06T18:12:35.411936Z

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source=pdf_text observed=2026-08-06T18:12:35.411936Z digest=sha256:afa70df93e8e108ec088a6c7c1ef0f2bd4fa7bf2112579f37b566bf854e8733e

Observation a6a022a1-98cc-44f7-bcd9-ce914db89732 · outbound

This paper cites For example: Refactoring legacy code with limited tests, implementing complex algorithms or data structures.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity For example: Refactoring legacy code with limited tests, implementing complex algorithms or data structures

Reference 100

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no resolver link, observed 2026-08-06T18:12:35.501813Z

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source=pdf_text observed=2026-08-06T18:12:35.501813Z digest=sha256:16d523a0f19654bdddf55792dd9e6980715b0bdfcfc9822a2540a25e97eb2951

Observation eef0e07e-3b72-4321-a635-7cdcea6b98a3 · outbound

This paper cites For example: re-architecting a major system redesign, debugging critical and complex production bugs with limited information.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity For example: re-architecting a major system redesign, debugging critical and complex production bugs with limited information

Reference 101

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no resolver link, observed 2026-08-06T18:12:35.591833Z

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source=pdf_text observed=2026-08-06T18:12:35.591833Z digest=sha256:8d8ae9f5f049a9d90af60bb1a5bbbf121fb5adc1e8689de7594dbe8f65596485

Observation 2b9f4145-828c-4695-9b97-d33bf96620cf · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 102

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source=pdf_text observed=2026-08-06T18:12:35.688149Z digest=sha256:5672b66e80ffafbd8cec74c4176bcc18d5e9e279e3db7426f35d053718732890

Observation d2381d13-7f67-488c-9f5b-3795a31ea71c · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 103

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no resolver link, observed 2026-08-06T18:12:35.760806Z

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source=pdf_text observed=2026-08-06T18:12:35.760806Z digest=sha256:c31fc62336c821c5a1e8bdb82410a643ab7888b447e6e758741578d4ad970b49

Observation f9dae545-37ba-40a7-8083-1d78da04b438 · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 104

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no resolver link, observed 2026-08-06T18:12:35.861366Z

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source=pdf_text observed=2026-08-06T18:12:35.861366Z digest=sha256:af2b635e55ea0cc7d60265e778f77104c9552d14357075c4ab4da3d9f9e17c42

Observation ff0bdedf-c29a-471e-9b1b-8852a494770c · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 105

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no resolver link, observed 2026-08-06T18:12:35.979502Z

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source=pdf_text observed=2026-08-06T18:12:35.979502Z digest=sha256:9500fa15f808a9aaab5303f94796bba839484f2d9b5df522fb13c7fc0599d514

Observation 0fff9725-483d-4657-99b0-984e2d330c2b · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 106

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no resolver link, observed 2026-08-06T18:12:36.058715Z

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source=pdf_text observed=2026-08-06T18:12:36.058715Z digest=sha256:1ac7803dfc7bd621567336f2aeadf5f19062735f5bcc53a70bd8fdddee6537f8

Observation bc9e7b74-0bc6-4520-8ca9-31129038639d · outbound

This paper cites an unresolved cited work.

Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Unresolved cited work

Reference 107

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no resolver link, observed 2026-08-06T18:12:36.110644Z

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source=pdf_text observed=2026-08-06T18:12:36.110644Z digest=sha256:569fc9a8ce4394411f9e13f8a0a5b97796874b378a1d8320a1520b62c58d39e9

Pith citing papers

Observation 8b82d538-6ba7-4427-a2d0-f27bd5f3870a · inbound

Code with Me or for Me? How Increasing AI Automation Transforms Developer Workflows cites this paper.

Code with Me or for Me? How Increasing AI Automation Transforms Developer Workflows Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 44

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no resolver link, observed 2026-08-06T18:34:34.095703Z

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source=pdf_text observed=2026-08-06T18:34:34.095703Z digest=sha256:99a4231b6f4adc7f5ff3c4caad06f741c30d8fccded2092fee7f53989c337161

Observation 84bd6c4b-6e1d-4808-9c19-c569ee1109fc · inbound

Automation, AI, and the Intergenerational Transmission of Knowledge cites this paper.

Automation, AI, and the Intergenerational Transmission of Knowledge Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 21

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no resolver link, observed 2026-08-06T15:26:27.127120Z

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source=arxiv_source observed=2026-08-06T15:26:27.127120Z digest=sha256:c1c15f1afd9f06079809d4f27e9a82f6b7166a65c8eafbc828bef33430149129

Observation 4f99d41a-8448-417a-a403-b91f49581b32 · inbound

"Maybe We Need Some More Examples:" Individual and Team Drivers of Developer GenAI Tool Use cites this paper.

"Maybe We Need Some More Examples:" Individual and Team Drivers of Developer GenAI Tool Use Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 8

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no resolver link, observed 2026-08-06T13:00:18.773879Z

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source=pdf_text observed=2026-08-06T13:00:18.773879Z digest=sha256:6f317076a456e908df3fe024a736a2c57134eec16311d59599252ac0f4f80b39

Observation b7e80a1d-6cd3-44fd-9434-719e4847ed6d · inbound

What You See Is What It Does: A Structural Pattern for Legible Software cites this paper.

What You See Is What It Does: A Structural Pattern for Legible Software Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 24

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no resolver link, observed 2026-08-05T18:33:03.410308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T18:33:03.410308Z digest=sha256:17dbbe015decb22b6d07799fdce98aa06c7bf4f97375480c1b54ad06d3119849

Observation 64a4f637-ff7a-4d0d-b3a3-8827d64afc92 · inbound

On the Future of Software Reuse in the Era of AI Native Software Engineering cites this paper.

On the Future of Software Reuse in the Era of AI Native Software Engineering Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 2

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no resolver link, observed 2026-08-05T15:29:05.748256Z

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source=pdf_text observed=2026-08-05T15:29:05.748256Z digest=sha256:affc3c537933e564c3c8bb60616da7741e74cfa418d909728b07709487070f22

Observation bc38df9f-7aa7-4c50-9262-733d13c9f558 · inbound

Collaborating with GenAI: Incentives and Replacements cites this paper.

Collaborating with GenAI: Incentives and Replacements Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 3

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no resolver link, observed 2026-08-05T15:19:54.854327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:19:54.854327Z digest=sha256:6b5da0804384fdbed8afc666f960ce9008450a76dfb23da93de94e21970d61ec

Observation 776bee5c-b3ff-4829-8389-1bc058f99f9b · inbound

Understanding, Protecting, and Augmenting Human Cognition with Generative AI: A Synthesis of the CHI 2025 Tools for Thought Workshop cites this paper.

Understanding, Protecting, and Augmenting Human Cognition with Generative AI: A Synthesis of the CHI 2025 Tools for Thought Workshop Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 8

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no resolver link, observed 2026-08-05T14:38:39.744986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:38:39.744986Z digest=sha256:e827e2e10a49bd2fa33e7ebfaf5c0933c01a6a78c1cacaaccaa843cc74ae42bd

Observation e25b2d50-209d-4510-9669-c3145f5006fa · inbound

Vibe Coding in Product Teams: Reconfiguring AI-Assisted Workflows, Prototyping, and Collaboration cites this paper.

Vibe Coding in Product Teams: Reconfiguring AI-Assisted Workflows, Prototyping, and Collaboration Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 3

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verified exact
arxiv_id, observed 2026-05-18T17:11:40.525592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-18T17:07:16.400481Z digest=sha256:026c44f4b738372e2fc1eb7c89af743443783ea57e5383a25ab08796696fca13

Observation a320a412-aaf1-426a-85d1-dbe13e5a5751 · inbound

Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science cites this paper.

Not Everyone Wins with LLMs: Behavioral Patterns and Pedagogical Implications for AI Literacy in Programmatic Data Science Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 3

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no resolver link, observed 2026-08-15T15:50:24.134505Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T15:50:24.134505Z digest=sha256:423e17553ead5bb4bd5dabf08641afbd9d4ba0de8608efaf94d822f0c4656de7

Observation cc179536-48f0-43d1-8455-c7f14c3a511b · inbound

The Fast and Spurious: Developer Productivity with GenAI cites this paper.

The Fast and Spurious: Developer Productivity with GenAI Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 2

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verified exact
arxiv_id, observed 2026-05-18T03:30:51.098177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-18T03:26:40.559745Z digest=sha256:f7c3cfb5bef578a6effe466310cefe789e29c8f62af576f1799e7783d40958c0

Observation d33906eb-000f-45db-9ed2-0f25a3c67a39 · inbound

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning cites this paper.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 7

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no resolver link, observed 2026-08-03T20:17:16.742519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T20:17:16.742519Z digest=sha256:f3fadd41740083421f87c499b6a3600ec4f53179f4ad31be72689491e5eea27b

Observation 839ba477-c753-401f-8b5e-460808785a08 · inbound

Adoption of Generative Artificial Intelligence in the German Software Engineering Industry: An Empirical Study cites this paper.

Adoption of Generative Artificial Intelligence in the German Software Engineering Industry: An Empirical Study Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 3

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no resolver link, observed 2026-08-03T08:33:12.641968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T08:33:12.641968Z digest=sha256:920a653088fa5d3633abcbfb97dc6a6d4fed1e1a8767452dac0b80102f0c97c1

Observation 3b10ab72-9a3c-4087-96ca-5292a7f7afc8 · inbound

Agentic Much? Adoption of Coding Agents on GitHub cites this paper.

Agentic Much? Adoption of Coding Agents on GitHub Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 4

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verified exact
arxiv_id, observed 2026-05-16T11:00:52.315188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-16T10:57:47.880072Z digest=sha256:e25a5d87068c9b54886fdbcff94068035e41fb224d586be8356a96d15c701a7a

Observation a62e9ff2-fc1c-4ee4-baea-4898a84ebc18 · inbound

EditFlow: Benchmarking and Optimizing Code Edit Recommendation Systems via Reconstruction of Developer Flows cites this paper.

EditFlow: Benchmarking and Optimizing Code Edit Recommendation Systems via Reconstruction of Developer Flows Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 9

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verified exact
arxiv_id, observed 2026-05-15T19:46:33.230345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-15T19:43:47.791634Z digest=sha256:ecc172e391ef5a48c7c0c88b2088267d6d227daf492f1a42c08508ed520915e8

Observation 351c6df9-644e-4fc6-8747-a6dbdfaa4e65 · inbound

To Ban or not to Ban? How Open Source Projects Govern GenAI Contributions cites this paper.

To Ban or not to Ban? How Open Source Projects Govern GenAI Contributions Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-02T17:20:37.808314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:20:37.808314Z digest=sha256:68de7c02273555f6dc754858ac76446ac17deffbe1d47aec77bcd663bba1612c

Observation 76a90e9a-abbb-421a-85e5-936b5355e521 · inbound

Beyond Functional Correctness: Design Issues in AI IDE-Generated Large-Scale Projects cites this paper.

Beyond Functional Correctness: Design Issues in AI IDE-Generated Large-Scale Projects Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-11T00:35:50.105440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-10T18:27:13.286248Z digest=sha256:82dd00effe48a225e8a7a280d1e4ae889f4ea6b2114f4a026e53be939987ee8f

Observation 3168ca50-686b-4276-aa75-d54b03397e25 · inbound

Problem Reductions at Scale: Agentic Integration of Computationally Hard Problems cites this paper.

Problem Reductions at Scale: Agentic Integration of Computationally Hard Problems Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 61

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T09:16:03.758407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-10T16:07:35.395872Z digest=sha256:aaedf6a765db4afdcd3129d3f4eabdff9e25b39b8d138da25150a6c254743eab

Observation 7a8990f7-0957-4011-81b2-a397ed278ffe · inbound

Dive into Claude Code: The Design Space of Today's and Future AI Agent Systems cites this paper.

Dive into Claude Code: The Design Space of Today's and Future AI Agent Systems Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 6

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T11:36:00.340749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-10T14:30:30.311285Z digest=sha256:1768f3fd4fe42c8e5402f20ca143cf8755f421cad8dc04e05ac3f0ab5ca01e9c

Observation b8d4b9d9-2a14-4590-a191-35c214e9bc25 · inbound

IACDM: Interactive Adversarial Convergence Development Methodology -- A Structured Framework for AI-Assisted Software Development cites this paper.

IACDM: Interactive Adversarial Convergence Development Methodology -- A Structured Framework for AI-Assisted Software Development Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-14T00:03:29.036776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-05-13T23:58:51.460784Z digest=sha256:d4037d3a8a7782f28427cdfd882c3c3bd3e2005be03e77d9d639f0262b9292b5

Observation 33f5a4e4-13a9-46ea-b44e-db0335b23864 · inbound

More Is Different: Toward a Theory of Emergence in AI-Native Software Ecosystems cites this paper.

More Is Different: Toward a Theory of Emergence in AI-Native Software Ecosystems Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-11T12:06:01.348344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-10T04:15:59.663339Z digest=sha256:dabfceb52c3ce0484742090f06a8d00464f788d58dc72d9cf2b691d324dfd5b0

Observation 31d6b002-04ec-422f-b3c1-6f0508ced5c3 · inbound

Generative artificial intelligence reduces social welfare through model collapse cites this paper.

Generative artificial intelligence reduces social welfare through model collapse Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-11T18:56:05.949816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-08T13:26:57.925635Z digest=sha256:984c5fafb236f5305d641c0a6c9ce1a14f75a2d27763b7cd7fdeac1f6831b4dc

Observation 0d71717a-cf4e-4aa2-b4c9-c8063fd6e8bf · inbound

The Productivity-Reliability Paradox: Specification-Driven Governance for AI-Augmented Software Development cites this paper.

The Productivity-Reliability Paradox: Specification-Driven Governance for AI-Augmented Software Development Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-11T16:11:12.083370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-09T18:29:18.485336Z digest=sha256:9a10329de439d432b6b92bbb0d40df13e32ed56bed0f538cea2a6c42952d4caa

Observation e1587858-9a4a-4db0-b3d5-346f21613e64 · inbound

Using LLMs in Software Design: An Empirical Study of GitHub and A Practitioner Survey cites this paper.

Using LLMs in Software Design: An Empirical Study of GitHub and A Practitioner Survey Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-11T16:51:08.981097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-09T14:39:05.831306Z digest=sha256:b7260306ed5505213ababbfa23caf8d5bfe1020ddad831c1b51fe5261eaae187

Observation 98473c34-24ed-4d1e-9d12-f72b0eef16b3 · inbound

LLM-Assisted Repository-Level Generation with Structured Spec-Driven Engineering cites this paper.

LLM-Assisted Repository-Level Generation with Structured Spec-Driven Engineering Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-11T17:16:07.474431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-08T17:46:02.906272Z digest=sha256:7c3fd48288557040a86c38d4586d03e2b06e44e5905cd634ade748567b44e309

Observation a09ea0e7-316d-4d49-a7eb-b8836729251c · inbound

A meta-analysis of the effect of generative AI on productivity and learning in programming cites this paper.

A meta-analysis of the effect of generative AI on productivity and learning in programming Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-11T17:41:05.731526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-08T17:22:26.933712Z digest=sha256:17af081872479a56593e9bb3c8191e664a75fe43d12c4d22d81a41f3c79a0519

Observation 38e75732-a395-46b2-a297-b89d187dcfd5 · inbound

To What Extent Does Agent-generated Code Require Maintenance? An Empirical Study cites this paper.

To What Extent Does Agent-generated Code Require Maintenance? An Empirical Study Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 15

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metadata mismatch
arxiv_id, observed 2026-05-11T20:31:12.925079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-08T08:43:32.451629Z digest=sha256:91507f5aaf3f55d5961b060b1ea3069a3c52a67598290babb7fb14f82209a39f

Observation c28730db-3d91-4bd4-ba8e-531e25632ce3 · inbound

To What Extent Does Agent-generated Code Require Maintenance? An Empirical Study cites this paper.

To What Extent Does Agent-generated Code Require Maintenance? An Empirical Study Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 15

Resolution
metadata mismatch
arxiv_id, observed 2026-05-12T08:31:26.022910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-12T01:00:04.983344Z digest=sha256:c9e9393234c0875525ef802b142208b38d230686b41b2a0abb384b16e97679c8

Observation ab3d5956-3482-40a0-844e-d98256554954 · inbound

Assistance to Autonomy: A Systematic Literature Review of Agentic AI across the Software Development Life Cycle cites this paper.

Assistance to Autonomy: A Systematic Literature Review of Agentic AI across the Software Development Life Cycle Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-19T16:27:39.529355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-19T16:27:05.280664Z digest=sha256:8371e631653c8bda2c0f28da61b709049e1e2b0907452e6b481d5c198c8a9a6f

Observation 90c71024-3a2f-4d80-b361-451bee396ce6 · inbound

From Runnable to Shippable: Multi-Agent Test-Driven Development for Generating Full-Stack Web Applications from Requirements cites this paper.

From Runnable to Shippable: Multi-Agent Test-Driven Development for Generating Full-Stack Web Applications from Requirements Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-19T23:22:52.279553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-19T23:22:10.879878Z digest=sha256:c5cf9485787bced03615a3c798197822e5355e7469ea63c2d977741b0f1d0bd9

Observation 577ed645-430b-4263-ba18-61b6b0166a05 · inbound

One Developer Is All You Need: A Case Study of an AI-Augmented One-Person Squad in a Brownfield Enterprise cites this paper.

One Developer Is All You Need: A Case Study of an AI-Augmented One-Person Squad in a Brownfield Enterprise Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 3

Resolution
metadata mismatch
arxiv_id, observed 2026-05-20T09:08:10.091558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-20T09:04:29.889759Z digest=sha256:abaeec9737652cb5efe8ada5ce9de1f407eb85d00539adde9289d9ea1a2c6a2c

Observation 791f876e-a26e-4a27-a1ef-c91a785d5cec · inbound

One Developer Is All You Need: A Case Study of an AI-Augmented One-Person Squad in a Brownfield Enterprise cites this paper.

One Developer Is All You Need: A Case Study of an AI-Augmented One-Person Squad in a Brownfield Enterprise Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 3

Resolution
metadata mismatch
arxiv_id, observed 2026-05-21T08:04:02.708151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-21T08:02:00.602936Z digest=sha256:aeb178e34cc0de98dee183a1a2ca2d1082d356c1278904df2de21863d845a5a1

Observation e0e538e4-0826-4f62-bf88-104d3837aed4 · inbound

Agentic Agile-V: From Vibe Coding to Verified Engineering in Software and Hardware Development cites this paper.

Agentic Agile-V: From Vibe Coding to Verified Engineering in Software and Hardware Development Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 5

Resolution
metadata mismatch
arxiv_id, observed 2026-05-21T06:54:01.157735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-21T06:51:24.566343Z digest=sha256:916109675d3ab6eb9b6f5dca910b7b806a8ba5e3f26514dee3637fbd8a64d89f

Observation ad052ad8-8e9a-4ca2-a77c-0519bfcae16d · inbound

At What Cost? Software Developers' Well-Being in the Age of GenAI cites this paper.

At What Cost? Software Developers' Well-Being in the Age of GenAI Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 2

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verified exact
arxiv_id, observed 2026-05-22T04:21:03.297982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-22T04:19:36.866702Z digest=sha256:588926b3ebe5f1903eefd1a0116fe07aaccc2af25939ea14a43e4c84919df445

Observation 5274a174-fe81-4895-92c0-74bcd65a3ff2 · inbound

Design and Report Benchmarks for Knowledge Work cites this paper.

Design and Report Benchmarks for Knowledge Work Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 126

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arxiv_id, observed 2026-05-25T04:40:22.687161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-05-25T04:39:14.319133Z digest=sha256:319708c61cc1dac5bf59053f76462019e235aa664697f433a72cbb7daa7014bb

Observation f867696f-a74d-44ab-a530-7a684c805dfb · inbound

From Prompting to Verification: How Experience Shapes Vibe Coding Practices cites this paper.

From Prompting to Verification: How Experience Shapes Vibe Coding Practices Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-06-30T13:14:40.453584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-30T13:13:31.583222Z digest=sha256:c84421dd2bcad2f55d945033b06625dd67e22c3368b2cba7df9009180e0fc5e1

Observation 35c20010-63c5-4d97-a569-a061a43e8543 · inbound

How to Compare the Security of Code Written by Humans to LLM-generated Code cites this paper.

How to Compare the Security of Code Written by Humans to LLM-generated Code Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-07-01T20:06:12.281349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-28T21:36:46.151650Z digest=sha256:07d7e56a414693a7a571cea725b29c3df510a0863cd3c3851ac417bed535aedb

Observation 104c91e4-c5b0-4100-a7ee-e4024d8941d5 · inbound

How to Compare the Security of Code Written by Humans to LLM-generated Code cites this paper.

How to Compare the Security of Code Written by Humans to LLM-generated Code Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-07-01T08:05:31.793529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-01T07:36:57.425447Z digest=sha256:4aa62ffeedbe4169a3cf982d66fb5453c59b5aef85e6a68f6d8fcda6a1ce4556

Observation 9016a708-cd30-4ec0-b6e9-fc5caf797ba5 · inbound

Faster than the Team, Faster than the Customer: Tool Integration, Collaboration, and Organisational Lag in AI-assisted RE cites this paper.

Faster than the Team, Faster than the Customer: Tool Integration, Collaboration, and Organisational Lag in AI-assisted RE Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-07-01T23:46:23.824037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-06-28T14:00:11.787535Z digest=sha256:6622ded4e5cf453b34e73ce8eab5e576ca9c12026c7d0ecb71eb86fc63c58d17

Observation 35f4c4aa-61bc-47db-ad45-269649d79251 · inbound

Pomona: Continuous Code Quality Improvement via Small, Agentic Pull Requests at Bloomberg cites this paper.

Pomona: Continuous Code Quality Improvement via Small, Agentic Pull Requests at Bloomberg Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-06-28T00:01:25.462289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-27T23:55:21.690975Z digest=sha256:c214e31d44694c2234b75371864d56695067ce81903cae6a370bc707c5af2a28

Observation 35ae815d-49b6-4a8b-aa60-f4e9185afc98 · inbound

Pomona: Continuous Code Quality Improvement via Small, Agentic Pull Requests at Bloomberg cites this paper.

Pomona: Continuous Code Quality Improvement via Small, Agentic Pull Requests at Bloomberg Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-02T12:13:27.045415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T12:13:27.045415Z digest=sha256:03869fde0868b3e44d63ac804e2595bebd72220d288cd0f0355377c5ad6f767c

Observation faf287c5-d22c-41d0-9439-8ab19a19b386 · inbound

Reshaping Undergraduate Computer Science Education in the Generative AI Era cites this paper.

Reshaping Undergraduate Computer Science Education in the Generative AI Era Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-07-01T00:55:11.554034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-01T00:55:02.223778Z digest=sha256:8dca739670668d24b4c4f6109622f4a327f758724e965920e29a90c484104f7a

Observation cb404111-ef94-4f8d-9ce4-5c3e3c59e67a · inbound

The Agentic Web Requires New Normative Infrastructure cites this paper.

The Agentic Web Requires New Normative Infrastructure Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 120

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arxiv_id, observed 2026-06-28T02:41:32.665251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-06-27T11:55:10.777827Z digest=sha256:f64501804f82300aa97ed842c449715c5a6568282c35aa5790beea4847a261ee

Observation eeb1952e-b99f-43e2-b258-22d6f488d9f8 · inbound

Flaws in the LLM Automation Narrative cites this paper.

Flaws in the LLM Automation Narrative Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 43

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T08:17:45.308485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-27T10:52:36.252919Z digest=sha256:cd4369fd968a63b2fb8981d6bccc85d2fe3ed90ab9816a3b9c2fa2447da7e5ad

Observation cac043c0-887a-4e50-9df8-e9754487aad7 · inbound

Rule Taxonomy and Evolution in AI IDEs: A Mining and Survey Study cites this paper.

Rule Taxonomy and Evolution in AI IDEs: A Mining and Survey Study Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-07-03T12:08:07.166782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-27T09:06:12.868791Z digest=sha256:a57baeee65e9f6461d0c0c091404e2536e8c14c3c0d0b8e94c20a44f95d88fd8

Observation cf409742-bdae-4b16-a3ed-3cf6b42a6821 · inbound

The Rise of AI-Native Software Engineering: Implications for Practice, Education, and the Future Workforce cites this paper.

The Rise of AI-Native Software Engineering: Implications for Practice, Education, and the Future Workforce Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-07-03T15:48:35.339049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-27T06:22:27.856844Z digest=sha256:9befa286633928cc45415cdb7ccdb1a6d0662455cbb623779f967157ad932f2d

Observation e00dc6f9-3ae9-4712-870a-c38b144c9fa6 · inbound

Using Biometrics to Understand AI-Assisted Coding Performance and its Perception cites this paper.

Using Biometrics to Understand AI-Assisted Coding Performance and its Perception Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 74

Resolution
verified exact
arxiv_id, observed 2026-06-30T19:15:01.502604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-06-30T18:39:00.284201Z digest=sha256:3258660688b46b432a6d019506a63ee3365501e1478e88d56d88412aaf1ca2aa

Observation aad5d843-a5f7-4eeb-9c66-d45c98b2b2d2 · inbound

Life After Benchmark Saturation: A Case Study of CORE-Bench cites this paper.

Life After Benchmark Saturation: A Case Study of CORE-Bench Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 6

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metadata mismatch
arxiv_id, observed 2026-07-04T15:49:57.826782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-26T01:17:50.141575Z digest=sha256:5397c61bbaf7f38103f92ab374e73d2fd022341768f2f1f2c30c10b2589a1b31

Observation 3befb856-1c47-49eb-9397-1113c86e0a93 · inbound

Govern the Repository, Not the Agent: Measuring Ecosystem-Level Risk in AI-Native Software cites this paper.

Govern the Repository, Not the Agent: Measuring Ecosystem-Level Risk in AI-Native Software Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 47

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metadata mismatch
arxiv_id, observed 2026-07-01T17:55:51.832364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-29T02:50:46.614894Z digest=sha256:4da47345976d475bc2cfb5f136af8465f6b1c6d851d56007973985fff17eb121

Observation 8124990d-d9b4-4005-8453-14a616397288 · inbound

From Determinism to Delegation: AI-Native Software Engineering and the Evolution of the Agentic Engineer cites this paper.

From Determinism to Delegation: AI-Native Software Engineering and the Evolution of the Agentic Engineer Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 31

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metadata mismatch
arxiv_id, observed 2026-06-30T09:04:32.529753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-30T09:04:01.105714Z digest=sha256:1e3ce7909dd528b8588f5b697af7f5dad2b6868acbac658bac0d7e2ee2bea462

Observation 4f8e9386-53b6-4beb-8b35-dc02d48af77c · inbound

A Penny for Your Prompts: Experiments Detecting and Mitigating LLM Usage by Survey Respondents cites this paper.

A Penny for Your Prompts: Experiments Detecting and Mitigating LLM Usage by Survey Respondents Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 20

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metadata mismatch
arxiv_id, observed 2026-07-02T07:06:43.567484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-02T06:58:41.513964Z digest=sha256:11abec4f8111a7bd574213e14afecb0757935ccbf57b0c6eb7ac629bf197fb1e

Observation 73f155cf-644a-4c13-9fae-e4d04ed12363 · inbound

Adoption and Impact of Command-Line AI Coding Agents: A Study of Microsoft's Early 2026 Rollout of Claude Code and GitHub Copilot CLI cites this paper.

Adoption and Impact of Command-Line AI Coding Agents: A Study of Microsoft's Early 2026 Rollout of Claude Code and GitHub Copilot CLI Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 4

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T19:18:54.343415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-03T19:13:32.392938Z digest=sha256:bad9be29b082b31f63b395d2a9ed41cbe572bbdc0c578d3159f4185c889e917d

Observation 4184c1a6-a563-41ce-9cb6-0d9eaf27690c · inbound

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate cites this paper.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 8

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T09:17:48.349805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:cf17f90a2695de98ef733755efc34387215e5f33f80aa888859491b1a844d8ff

Observation f5e79469-188f-4b7f-b856-db8a078d6ed8 · inbound

From Execution to Education: A Bloom-Aligned Framework for Measuring Educational Control in LLMs cites this paper.

From Execution to Education: A Bloom-Aligned Framework for Measuring Educational Control in LLMs Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-07-10T13:57:06.810032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-07-10T13:49:17.343893Z digest=sha256:8263cf2daadd25884eb9f4c4c857b4a92435d3435f59b1b8c2c9915adb0607bc

Observation c4ff7ffa-8464-405e-ad4e-7ee880685d6c · inbound

Experimental Evidence on the Learning Impact of Generative AI cites this paper.

Experimental Evidence on the Learning Impact of Generative AI Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 9

Resolution
unresolved
no resolver link, observed 2026-07-13T06:17:36.032945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T06:17:36.032945Z digest=sha256:4897a4c96c50299fda5c5e54033767d3cae703db235443b067b71c88e1b504fb

Observation ec12b183-3eae-454c-bf1a-de9343bf5ee9 · inbound

Do These Violent Delights Have Violent Ends? Measuring the Post-Merge Fate of Agentic Code cites this paper.

Do These Violent Delights Have Violent Ends? Measuring the Post-Merge Fate of Agentic Code Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 39

Resolution
unresolved
no resolver link, observed 2026-07-14T14:43:52.322845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:43:52.322845Z digest=sha256:dede41d15319bc44edd4cd362c79a2c5755873b1fe4442087a2070f3ed438a6e

Observation e108e86a-1ff5-4a3a-8560-edfe93f5fd77 · inbound

Confining Nondeterminism: AI-Driven Research Systems as DBMSs for Reliable, Non-Wasteful, Transparent, and Collaborative Research [Vision] cites this paper.

Confining Nondeterminism: AI-Driven Research Systems as DBMSs for Reliable, Non-Wasteful, Transparent, and Collaborative Research [Vision] Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 1

Resolution
unresolved
no resolver link, observed 2026-07-14T11:11:41.205646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T11:11:41.205646Z digest=sha256:86a4145247db1c043ee1a390d239423be495e8c26b561c7079f4cc3fe035c3ae

Observation 05fb7622-3fc3-421e-a248-81c442d99996 · inbound

How Do Practitioners Build SE Agents? Insights from a Mixed-Methods Study cites this paper.

How Do Practitioners Build SE Agents? Insights from a Mixed-Methods Study Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 73

Resolution
unresolved
no resolver link, observed 2026-07-14T08:45:10.761935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T08:45:10.761935Z digest=sha256:d0108d6703f493677a33e766e2042080648842abf4924f206b619388607f0f82

Observation 476c752d-33c2-4d06-b970-8a9916bbfe07 · inbound

How Do Practitioners Build SE Agents? Insights from a Mixed-Methods Study cites this paper.

How Do Practitioners Build SE Agents? Insights from a Mixed-Methods Study Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-02T07:09:34.569296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:09:34.569296Z digest=sha256:02ad42e5ef6dddb6e34e45da45e1730dca1b0e82a7f9ec68b52e5956f6de6697

Observation ddaedc69-c686-4be4-8fd9-43ab884ea52f · inbound

Inference Economics of Enterprise Coding Agents: A Case Study of Cloud vs. On-Premise LLMs cites this paper.

Inference Economics of Enterprise Coding Agents: A Case Study of Cloud vs. On-Premise LLMs Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-02T07:04:40.139740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:04:40.139740Z digest=sha256:eb964d0b6e150e6238fc3888772726ff3b81aa4dc42e5174fd248a367228b43c

Observation c617c705-46de-4715-8da1-e1635c4b274f · inbound

Case study: solving P-99 with LPTP and an LLM cites this paper.

Case study: solving P-99 with LPTP and an LLM Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-01T08:15:16.020756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:15:16.020756Z digest=sha256:2d9db0b285b7f1ed738d821cfd5a08e7fd03cc86354a59ac30788a7d594f4f85

Observation 0914197e-d1f3-4758-9c54-5c67a28cf066 · inbound

Enhancing SLMs for Sustainable Code Optimization in Radio-Astronomy cites this paper.

Enhancing SLMs for Sustainable Code Optimization in Radio-Astronomy Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-01T08:18:27.678402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:18:27.678402Z digest=sha256:69518ef8895baa848de9fcc248f25858b9bff2e4ad610d5597b0a144b1bf53f5

Observation 0b8ba04b-af70-4440-85fc-ea39bec6bbc1 · inbound

(Im)Paired Programming: Coding Agents Improve Productivity but Harm Understanding cites this paper.

(Im)Paired Programming: Coding Agents Improve Productivity but Harm Understanding Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-01T17:12:10.901899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T17:12:10.901899Z digest=sha256:1148077919defd0817939758664ad0704e12db54d333329617fd28f755c8945d

Observation 697895ab-7369-4364-b6dd-30c7c7955fc0 · inbound

Educating the Agentic Engineer: Curricula, Collaboration, and Continuous Learning in the AI Era cites this paper.

Educating the Agentic Engineer: Curricula, Collaboration, and Continuous Learning in the AI Era Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-03T03:40:07.333640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:40:07.333640Z digest=sha256:2c5c30b4f19c03c52c975c21af0a17f476fdd73b79db0ea9b2b217a9552c7a01

Observation e3b261b3-9924-454f-a529-5340df8276a8 · inbound

The Scaling Paradox in Human-AI Collaboration cites this paper.

The Scaling Paradox in Human-AI Collaboration Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-05T00:20:42.116929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T00:20:42.116929Z digest=sha256:2fb1df61abcaeca0cf8b09420554b59bd9a42ead535a89114d9a24a58d862061

Observation 577c43cf-4fd6-47a1-9593-452f5d6976fc · inbound

Making AI Visible, Not Vanished: How AI Policies Reshape Developer Experience on GitHub cites this paper.

Making AI Visible, Not Vanished: How AI Policies Reshape Developer Experience on GitHub Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-05T20:57:15.537020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:57:15.537020Z digest=sha256:e2466231a58f9220e16224144bb3a81db80f89029905c7c061c26917b8606a3b

Observation 30e3fe52-d0f5-4a0c-b6e2-d98b7ce69d92 · inbound

AI Evaluation Should Measure Verification Cost, Not Correctness Alone cites this paper.

AI Evaluation Should Measure Verification Cost, Not Correctness Alone Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-14T04:33:34.673519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:33:34.673519Z digest=sha256:12ab6f52c43acd36a673ae7f283108615690a3ef86d69b4d671ff43893a9672f