Pith. sign in

Paper Citation Record · LEDGER

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

As of 15 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2607.01904.

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

pith.paper-citation-record.v1
2607.01904 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-03T09:07:47.454921Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

59 of 59 outbound references displayed

  • verified exact11
  • verified fuzzy46
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 858ec6ba-c985-4398-a3a1-ac887d1085b8 · outbound

This paper cites 2025 Stack Overflow developer survey: AI,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate 2025 Stack Overflow developer survey: AI,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.632270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:290c21d5b8d254dfa50c4722ef110bb1f14c0ebc096fcbad7b74a2e72fe3f86f

Observation 91f384d9-c54e-49b0-8148-9badc23ac6fd · outbound

This paper cites 2025 DORA state of AI-assisted software development report,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate 2025 DORA state of AI-assisted software development report,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.634421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:3ad8475f241e4ddb55e2c4ab4647ee60eda8763694305f9e73e6ef291e25f77b

Observation 0609ea70-81f2-4441-8272-fe30516e3001 · outbound

This paper cites Shopify CEO says staffers need to prove jobs can’t be done by AI before asking for more headcount,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Shopify CEO says staffers need to prove jobs can’t be done by AI before asking for more headcount,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.636493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:f53434cd650ab5377b828347ef7a0321ef3cabbcc3c6121b6564b9bfbd9a4c15

Observation bd83aa8c-5073-4270-95d4-0877c132121b · outbound

This paper cites Coinbase CEO urged engineers to use AI—then shocked them by firing those who wouldn’t,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Coinbase CEO urged engineers to use AI—then shocked them by firing those who wouldn’t,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.640262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:72e10c83faec710a53ce59a49d88fb26cddad999a0843cdc477dd85408020794

Observation e30c6f0c-b510-4683-8a8b-1a082fc50a8b · outbound

This paper cites The Impact of AI on Developer Productivity: Evidence from GitHub Copilot.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate The Impact of AI on Developer Productivity: Evidence from GitHub Copilot

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-07-03T09:17:48.337873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:a97fbbc80cde6c7891f02844db8ec5e199e799c753d64f016baf0a68c1f8151f

Observation 9b4dde2b-9e9d-4df9-ac89-da97c123a757 · outbound

This paper cites The effects of generative AI on high-skilled work: Evidence from three field experiments with software developers,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate The effects of generative AI on high-skilled work: Evidence from three field experiments with software developers,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.630250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:33e3b4eab29e8e4c76472317937e89002fa9e99aa3d99bc50415770199a5f97b

Observation d46e97f2-62cc-4cac-ad18-f4d758fc1986 · outbound

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

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate How much does AI impact development speed? An enterprise- based randomized controlled trial,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.623926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:afec9359dd85ff606a7ee3afb1c21e24ba579c23e886ba8cd24e4331cc63eea3

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

This paper cites Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity.

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:c231ad111cd967376ebe4cd2c9bfebfe2018455dc16a1fbe9bcb1980b544452b

Observation 4e542afb-235c-4ede-b34e-a6531b4b54bb · outbound

This paper cites Developer Productivity With and Without GitHub Copilot: A Longitudinal Mixed-Methods Case Study.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Developer Productivity With and Without GitHub Copilot: A Longitudinal Mixed-Methods Case Study

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-07-03T09:17:48.356185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:4a8be3caa464c358b40bc47317c4a2e5133c4fd195242ccb83228c9d640eecd2

Observation 7de0cb5e-4d36-4484-b45c-a73113cfb503 · outbound

This paper cites GitHub Copilot and Developer Productivity: An Observational Dose-Response Analysis.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate GitHub Copilot and Developer Productivity: An Observational Dose-Response Analysis

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-07-03T09:17:48.358875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:3c5d7f9d7a3c4fa5ddbdc9b3a0f390ca3ee51cb0547982646e897a00916134d0

Observation 0dd93073-fd02-4791-adbd-47cde05999a8 · outbound

This paper cites ‘Maybe We Need Some More Examples:’ Individual and Team Drivers of Developer GenAI Tool Use,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate ‘Maybe We Need Some More Examples:’ Individual and Team Drivers of Developer GenAI Tool Use,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.606533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:bc1bbb75186407052e1ff9bde1bf69a9088d73bb5f8812385591e4bbe92eceb2

Observation 2369ac1b-8332-46c7-8273-6c2ed116a568 · outbound

This paper cites Public memo announcing an organization-wide AI productivity mandate (a2×goal),.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Public memo announcing an organization-wide AI productivity mandate (a2×goal),

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.612567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:c24a8a885d2ddddda3476db8b6ba639731651019c8e72eb13576f5f2cccf2e0e

Observation 10a8bc64-2ec8-4883-9e0b-d50b4c1ceffd · outbound

This paper cites Guidelines for conducting and re- porting case study research in software engineering,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Guidelines for conducting and re- porting case study research in software engineering,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.614947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:3658c91cc789f2a2335eee419032ad0f8190065667d5bd414491044c641c0835

Observation 4b452890-e43a-4071-9f39-acaea8d04b4d · outbound

This paper cites Revisiting event-study designs: robust and efficient estimation,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Revisiting event-study designs: robust and efficient estimation,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.617235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:2a0b083dffceccdb1b3e353cb3f6c4bc86e41deebf59af12100115b4de163643

Observation 0b0ee56e-41a4-4375-acfa-5ffdb4a8dfe3 · outbound

This paper cites What’s trending in difference-in-differences? A synthesis of the recent econometrics literature,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate What’s trending in difference-in-differences? A synthesis of the recent econometrics literature,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.622035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:60e4bc78f8711eebb03fc002b01aaab37cfcf7c88075c88218a183c73d6f412e

Observation 4d5f20e6-092f-4daa-b04a-1d53665ebd36 · outbound

This paper cites Speed at the cost of quality: How Cursor AI increases short-term velocity and long-term complexity in open-source projects,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Speed at the cost of quality: How Cursor AI increases short-term velocity and long-term complexity in open-source projects,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.604023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:e83565e38f44a94fedfc44f8c5d66ec24924f255b1b1600776f90b28affd0693

Observation f9d8e135-3de4-45b4-bcc6-d6821ff86059 · outbound

This paper cites The SPACE of developer produc- tivity,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate The SPACE of developer produc- tivity,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.601362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:86c50d6b2a7061c019da2868edc8cae1604f50092cdbe4a8c79b0ab8dab9f431

Observation 9cd0562d-5989-4a12-8e4e-6eaabe33f770 · outbound

This paper cites Is GitHub Copilot a substitute for human pair- programming? An empirical study,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Is GitHub Copilot a substitute for human pair- programming? An empirical study,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.619598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:c39ddd975cbddf07d0bec71d9ceb02dc0d7049bfb0fb321148b408c6e2bdc141

Observation d39a6287-6615-49fb-94e0-1fdb1a9e5943 · outbound

This paper cites Expectation vs. experience: Evaluating the usability of code generation tools powered by large language models,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Expectation vs. experience: Evaluating the usability of code generation tools powered by large language models,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.646738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:6c8bc2df2473ea4b4d63991f5f86b84393dcee312f77fbbffdb09186a787e2fb

Observation 9734a444-c9c0-430e-81c1-39a7fcd1ea30 · outbound

This paper cites The Impact of Generative AI on Collaborative Open-Source Software Development: Evidence from GitHub Copilot.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate The Impact of Generative AI on Collaborative Open-Source Software Development: Evidence from GitHub Copilot

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-07-03T09:17:48.355449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:f388905d7e4eb8a474143103b295e292393f7135e0f26e44bf84984ed1ce3e9f

Observation 5944b4f3-8f28-462f-96c8-46ff9cf2e05d · outbound

This paper cites Generative AI and the nature of work,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Generative AI and the nature of work,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.591374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:2fcc679376aed7e566dd03f4efc22a951a3afd2a361c66d1121f609dd38909d3

Observation cc609371-c0d8-4d44-b09e-2e723dca3be6 · outbound

This paper cites Who is using AI to code? Global diffusion and impact of generative AI,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Who is using AI to code? Global diffusion and impact of generative AI,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.585176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:d13cccb92b047c9fcd76fdac39bea066e13c55d7a3f19625e8df248076c60034

Observation 24ae7e98-6760-45bf-8f19-f2556fef85d9 · outbound

This paper cites AI raises the productivity bar,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate AI raises the productivity bar,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.587569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:4e0f5bf0603600386e190458d12492437036a19739aa22dbfa5ce59f59ca3e96

Observation 5f5318c1-6b7e-40c3-a42d-1e8cc8335554 · outbound

This paper cites AI IDEs or autonomous agents? Measuring the Impact of Coding Agents on Software Development,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate AI IDEs or autonomous agents? Measuring the Impact of Coding Agents on Software Development,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.644509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:3dd8859b81559a2bb5ae5f107393045575516d6c973a057ff1c5c825e55eec50

Observation 3e142383-f326-4a3c-a44d-b49f247bafa3 · outbound

This paper cites AI agents and higher-order work,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate AI agents and higher-order work,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.638308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:0b4c6d0fed8c311a549eb4248482ae0333ee10405a38902ade595a8c37cd0512

Observation 266f465b-a4ca-437d-9568-f17eb8beefc3 · outbound

This paper cites Code with me or for me? How increasing AI automation transforms developer workflows,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Code with me or for me? How increasing AI automation transforms developer workflows,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.574791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:61a37a8a1b148df7641979e0476edecbcc9704c23738a7e2df40d97be685f52a

Observation 119d402a-a668-4418-a7ca-31c08bd01b6b · outbound

This paper cites Debt Behind the AI Boom: A Large-Scale Empirical Study of AI-Generated Code in the Wild.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Debt Behind the AI Boom: A Large-Scale Empirical Study of AI-Generated Code in the Wild

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-07-03T09:17:48.352727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:2f2c37de190347a0037429666e322ecdea4c0cb6a45c9e357369e0da3aacb194

Observation 700ab603-2f92-48db-a7b8-4bd683c494b2 · outbound

This paper cites More Code, Less Understanding? On the Impact of AI Assis- tants on Developers’ Productivity and Code Ownership,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate More Code, Less Understanding? On the Impact of AI Assis- tants on Developers’ Productivity and Code Ownership,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.579838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:8c22e8e81967e808d55375b2e66d520e5389732639040cc2daf84e1023685a55

Observation 22288a40-2404-42f3-b496-498248622cec · outbound

This paper cites From Technical Debt to Cognitive and Intent Debt: Rethinking Software Health in the Age of AI.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate From Technical Debt to Cognitive and Intent Debt: Rethinking Software Health in the Age of AI

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-07-03T09:17:48.332285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:8fce93c7baac1e22812f647f141d48d2950294cce9a68acfe166c8e8dc005f43

Observation 05ee2a0e-184a-4ece-8207-d091c8e72810 · outbound

This paper cites Investigating Autonomous Agent Contributions in the Wild: Activity Patterns and Code Change over Time,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Investigating Autonomous Agent Contributions in the Wild: Activity Patterns and Code Change over Time,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.570275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:8394ad1b770f434451f8285be5f5f5a5058eff2728fdcf188c61946115d024d6

Observation adf2e0e9-25cb-4934-b9f2-089bc6d79194 · outbound

This paper cites Medappa, Murat M.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Medappa, Murat M

Reference 31

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T09:17:48.358129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:f39054d58bdd12a97132c452e1414db88912acfc6e535dd1f3bbbe9185a2d349

Observation d9635534-79bf-46a5-a842-9c5a8ecc7d05 · outbound

This paper cites Echoes of AI: Investigating the downstream effects of AI assistants on software maintain- ability,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Echoes of AI: Investigating the downstream effects of AI assistants on software maintain- ability,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.572528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:8fdb75dc6b427e06b022883fddb51d3005f341dfda445dd745b3233ea2eb9ea3

Observation a4312801-68e3-4c63-9ab7-2dce95a10a94 · outbound

This paper cites Expectations, outcomes, and chal- lenges of modern code review,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Expectations, outcomes, and chal- lenges of modern code review,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.582512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:8a0e9b13ea616bc85341c2570f0b081f42363dc1ac4ada674c6ef9e6198195c8

Observation 8956a0e6-cadd-40f9-b56e-baf7ea1be441 · outbound

This paper cites Code reviews do not find bugs. How the current code review best practice slows us down,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Code reviews do not find bugs. How the current code review best practice slows us down,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.589519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:f54df2e83045a153640ada15ec8e862d2178ecac2d99d9aca9851ecd17fc803a

Observation 78ebf0ad-3b50-40a3-b3b2-a9246712026f · outbound

This paper cites A large-scale survey on the usability of AI programming assistants: Successes and chal- lenges,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate A large-scale survey on the usability of AI programming assistants: Successes and chal- lenges,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.594455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:acde69393eb05fffb64481908259b2324a79c1ba3ecf519872d55988bdddadc6

Observation ce8c08e5-3d17-4285-a08b-bf4b4ed7be2c · outbound

This paper cites The impact of code review coverage and code review participa- 11 tion on software quality: A case study of the Qt, VTK, and ITK projects,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate The impact of code review coverage and code review participa- 11 tion on software quality: A case study of the Qt, VTK, and ITK projects,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.562320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:81985e4a69b9b8fa50ed547e64094dd819366c7edb93028dd5eecf13ab66dae7

Observation 7bd90500-2dca-45f3-b7ac-da5277daa1b9 · outbound

This paper cites When code authors are agents: A large-scale study of human–agent collaboration in pull requests.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate When code authors are agents: A large-scale study of human–agent collaboration in pull requests

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.566197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:f14e3d23056d566c440671ed8477f0d0cbbf3b8020fc6dea8e4270703031404a

Observation fbffa5e0-e286-4e3e-ad96-d281bff77044 · outbound

This paper cites Collaborator or Assistant? How AI Coding Agents Partition Work Across Pull Request Lifecycles.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Collaborator or Assistant? How AI Coding Agents Partition Work Across Pull Request Lifecycles

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-07-03T09:17:48.338165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:388c1ccc2877c9be4a9f481dcd0a0665a050e63eff646df01426662b15af1089

Observation e0baaa4e-2a43-4a5a-b1e5-f1bf36bf7ed0 · outbound

This paper cites Comparing AI Coding Agents: A Task-Stratified Analysis of Pull Request Acceptance.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Comparing AI Coding Agents: A Task-Stratified Analysis of Pull Request Acceptance

Reference 39

Resolution
verified exact
local_arxiv, observed 2026-07-03T09:17:48.353737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:d85dc377ce992b319e8f4cf4e2b2a61236cbe20d0d94ee26083bade40333e973

Observation 5c595de6-4749-4f5b-a85f-5bb2d2752fb2 · outbound

This paper cites On the use of agentic coding: An empirical study of pull requests on GitHub,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate On the use of agentic coding: An empirical study of pull requests on GitHub,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.557415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:a272c2f8c0d5992a82a1597f8db494da10309b7bda63a0e1fe892688f905198f

Observation e7427001-465a-4389-a9b7-094e4eef7b85 · outbound

This paper cites Coding agents in the wild: Failure modes and rejection patterns of ai-generated pull requests,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Coding agents in the wild: Failure modes and rejection patterns of ai-generated pull requests,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.552647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:ea7f551299870fd57f583d1f724604ea3818697eb700fcc7a6ede17b1ae11d63

Observation ffa0795f-f854-497a-94a1-7148c0455c89 · outbound

This paper cites Where do AI coding agents fail? An Empirical Study of Failed Agentic Pull Requests in GitHub,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Where do AI coding agents fail? An Empirical Study of Failed Agentic Pull Requests in GitHub,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.554664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:216abd5c85040de53133a31cefe1ace81f92a153ffbcc7fbcc4f3d3385e490fd

Observation 9b8b27dc-6c80-4827-a12e-0bea013db6c9 · outbound

This paper cites These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-07-03T09:17:48.361441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:f20531dba61ffef31320418e528b3127dc589e65ab09e72687f497db3d3e251c

Observation 63c0b8de-e79d-4cd3-967a-5d81d59ba048 · outbound

This paper cites Human-AI Synergy in Agentic Code Review,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Human-AI Synergy in Agentic Code Review,

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-07-03T09:17:48.341075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:9bc6c1fa8e1de46ad1de14aee0ff4c2b8798523c376bb5e9284d5ef2d56ec90c

Observation b2860994-47c3-4e86-bc96-9a33fb6356d1 · outbound

This paper cites The productivity paradox of information tech- nology,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate The productivity paradox of information tech- nology,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.560030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:0f35a913eefdd705a3efa8832480255b88af893d42181d16ab6cb7241d6f22e7

Observation 237a1422-e4f0-4ec2-a90f-6e748cad86fb · outbound

This paper cites Informa- tion technology, workplace organization, and the demand for skilled labor: Firm-level evidence,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Informa- tion technology, workplace organization, and the demand for skilled labor: Firm-level evidence,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.550422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:c629b7c0a32acbb91578fdb32703345c700abf58186a055169d92e3242d3d627

Observation 14a4310b-efcf-4d16-950b-4ac198f36f2b · outbound

This paper cites Why are there still so many jobs? The history and future of workplace automation,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Why are there still so many jobs? The history and future of workplace automation,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.544341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:f2f40728625a6092be0da02ae3df283bb2235b27a28a812a8a3d2858d452c6dd

Observation 27973465-0189-49f8-a0eb-82c53ba2c6ec · outbound

This paper cites Experimental evidence on the produc- tivity effects of generative artificial intelligence,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Experimental evidence on the produc- tivity effects of generative artificial intelligence,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.546447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:d9fff2594dbcfc2ab37447a3406e24aa61a08fe56f1d694a5b1acaf6db8875e7

Observation 739a788b-048d-4e38-8f56-1882e326e956 · outbound

This paper cites Generative ai at work,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Generative ai at work,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.568297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:4f80577b5a0e2ce1d03066c0213e3c0f7c9686c7c4f9192f553bb2baec11987f

Observation 39ce0175-80e9-48fc-a7a1-e9b08414fdaa · outbound

This paper cites Navigating the jagged technological frontier: Field experimental evidence of the effects of AI on knowledge worker productivity and quality,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Navigating the jagged technological frontier: Field experimental evidence of the effects of AI on knowledge worker productivity and quality,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.539254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:dc8935e1dd4d7503164e1384c767d8bf2659934b9f9a0eab736c47d77f5f27e0

Observation 8e212236-d75e-4a51-8082-6543c9d15287 · outbound

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

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate From Prompting to Verification: How Experience Shapes Vibe Coding Practices

Reference 51

Resolution
verified exact
local_arxiv, observed 2026-07-03T09:17:48.347171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:3724451dfdf2ffa2e7b5938933b2a3c69331af541cc27f27de09d82f86832f53

Observation 121e9968-a415-4da6-92c2-92f2aded3a05 · outbound

This paper cites Keeping Humans in the Driver’s Seat: A Conceptual Framework for GenAI and Competence Debt,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Keeping Humans in the Driver’s Seat: A Conceptual Framework for GenAI and Competence Debt,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.541837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:f4a9ec4dc3b3193b13cefd6c71f93e3ea5c75747f505fefea2702fcad6fa3111

Observation e760a1bd-1f77-4cad-96ab-6d8be4225962 · outbound

This paper cites Forsgren, J.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Forsgren, J

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.548272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:061c8f3b2427ff36a88e0faa2d580e8d6a432a22509d84f84c60ecf455af8d67

Observation dd3f75fd-1da8-470a-9cca-afe98b3e2fb0 · outbound

This paper cites Detecting and characterizing bots that commit code,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Detecting and characterizing bots that commit code,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.564184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:ff14cfd05567c5de2499417923f3202e3efa86a1846a9ccfe3c0af2fe50f68d0

Observation fee778f9-95ab-47e8-bce7-badfa606aac4 · outbound

This paper cites A ground-truth dataset and classification model for detecting bots in GitHub issue and PR comments,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate A ground-truth dataset and classification model for detecting bots in GitHub issue and PR comments,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.598871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:91d33231950491d04df7a8666dc319ddcbf6d04ceac79800ef705a87494f0353

Observation ccee2e8a-5ac1-471c-b4d1-0f9b2caac793 · outbound

This paper cites Automating dependency updates in practice: An exploratory study on GitHub Depend- abot,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Automating dependency updates in practice: An exploratory study on GitHub Depend- abot,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.532331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:3e18532d296ce600d97968d71ba87581b419353f8d3fe4be198ff9fc9226613b

Observation 393ea482-0c13-4079-85b1-8fd7fe1e4176 · outbound

This paper cites Mo- tivations, challenges, best practices, and benefits for bots and conversational agents in software engineering: A multivocal literature review,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Mo- tivations, challenges, best practices, and benefits for bots and conversational agents in software engineering: A multivocal literature review,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.534486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:04b16e0064d93454324553befd26e9a168f9302bd60eb9f62b01118cf3a7ad09

Observation 111cd793-97f6-4401-b35e-8e61eef28f53 · outbound

This paper cites Difference-in-differences with multiple time periods,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Difference-in-differences with multiple time periods,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.536773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:bc66c6abb26588f33de63df2baa25827626c93ae57747a6e4f0cbfec81f00939

Observation 18906e8d-0321-4c2b-a3a7-c9ddf2dcdb79 · outbound

This paper cites Modern code review: a case study at Google,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Modern code review: a case study at Google,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T10:10:54.530263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:0d6b1dd3c87aac2dc15535eb2ff76ba8c489f18097d2939c85c3683578d5b319

Pith citing papers

No inbound Pith citation observations are available.