Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-03T09:07:47.454921Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-03T09:07:47.454921Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 858ec6ba-c985-4398-a3a1-ac887d1085b8 · outbound
AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate 2025 Stack Overflow developer survey: AI,
Reference 1
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.
Observation 91f384d9-c54e-49b0-8148-9badc23ac6fd · outbound
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
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.
Observation 0609ea70-81f2-4441-8272-fe30516e3001 · outbound
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
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.
Observation bd83aa8c-5073-4270-95d4-0877c132121b · outbound
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
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.
Observation e30c6f0c-b510-4683-8a8b-1a082fc50a8b · outbound
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
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.
Observation 9b4dde2b-9e9d-4df9-ac89-da97c123a757 · outbound
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
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.
Observation d46e97f2-62cc-4cac-ad18-f4d758fc1986 · outbound
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
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.
Observation 4184c1a6-a563-41ce-9cb6-0d9eaf27690c · outbound
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
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.
Observation 4e542afb-235c-4ede-b34e-a6531b4b54bb · outbound
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
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.
Observation 7de0cb5e-4d36-4484-b45c-a73113cfb503 · outbound
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
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.
Observation 0dd93073-fd02-4791-adbd-47cde05999a8 · outbound
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
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.
Observation 2369ac1b-8332-46c7-8273-6c2ed116a568 · outbound
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
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.
Observation 10a8bc64-2ec8-4883-9e0b-d50b4c1ceffd · outbound
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
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.
Observation 4b452890-e43a-4071-9f39-acaea8d04b4d · outbound
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
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.
Observation 0b0ee56e-41a4-4375-acfa-5ffdb4a8dfe3 · outbound
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
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.
Observation 4d5f20e6-092f-4daa-b04a-1d53665ebd36 · outbound
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
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.
Observation f9d8e135-3de4-45b4-bcc6-d6821ff86059 · outbound
AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate The SPACE of developer produc- tivity,
Reference 17
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.
Observation 9cd0562d-5989-4a12-8e4e-6eaabe33f770 · outbound
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
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.
Observation d39a6287-6615-49fb-94e0-1fdb1a9e5943 · outbound
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
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.
Observation 9734a444-c9c0-430e-81c1-39a7fcd1ea30 · outbound
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
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.
Observation 5944b4f3-8f28-462f-96c8-46ff9cf2e05d · outbound
AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Generative AI and the nature of work,
Reference 21
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.
Observation cc609371-c0d8-4d44-b09e-2e723dca3be6 · outbound
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
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.
Observation 24ae7e98-6760-45bf-8f19-f2556fef85d9 · outbound
AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate AI raises the productivity bar,
Reference 23
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.
Observation 5f5318c1-6b7e-40c3-a42d-1e8cc8335554 · outbound
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
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.
Observation 3e142383-f326-4a3c-a44d-b49f247bafa3 · outbound
AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate AI agents and higher-order work,
Reference 25
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.
Observation 266f465b-a4ca-437d-9568-f17eb8beefc3 · outbound
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
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.
Observation 119d402a-a668-4418-a7ca-31c08bd01b6b · outbound
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
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.
Observation 700ab603-2f92-48db-a7b8-4bd683c494b2 · outbound
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
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.
Observation 22288a40-2404-42f3-b496-498248622cec · outbound
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
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.
Observation 05ee2a0e-184a-4ece-8207-d091c8e72810 · outbound
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
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.
Observation adf2e0e9-25cb-4934-b9f2-089bc6d79194 · outbound
AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Medappa, Murat M
Reference 31
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.
Observation d9635534-79bf-46a5-a842-9c5a8ecc7d05 · outbound
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
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.
Observation a4312801-68e3-4c63-9ab7-2dce95a10a94 · outbound
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
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.
Observation 8956a0e6-cadd-40f9-b56e-baf7ea1be441 · outbound
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
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.
Observation 78ebf0ad-3b50-40a3-b3b2-a9246712026f · outbound
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
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.
Observation ce8c08e5-3d17-4285-a08b-bf4b4ed7be2c · outbound
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
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.
Observation 7bd90500-2dca-45f3-b7ac-da5277daa1b9 · outbound
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
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.
Observation fbffa5e0-e286-4e3e-ad96-d281bff77044 · outbound
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
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.
Observation e0baaa4e-2a43-4a5a-b1e5-f1bf36bf7ed0 · outbound
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
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.
Observation 5c595de6-4749-4f5b-a85f-5bb2d2752fb2 · outbound
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
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.
Observation e7427001-465a-4389-a9b7-094e4eef7b85 · outbound
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
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.
Observation ffa0795f-f854-497a-94a1-7148c0455c89 · outbound
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
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.
Observation 9b8b27dc-6c80-4827-a12e-0bea013db6c9 · outbound
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
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.
Observation 63c0b8de-e79d-4cd3-967a-5d81d59ba048 · outbound
AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Human-AI Synergy in Agentic Code Review,
Reference 44
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.
Observation b2860994-47c3-4e86-bc96-9a33fb6356d1 · outbound
AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate The productivity paradox of information tech- nology,
Reference 45
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.
Observation 237a1422-e4f0-4ec2-a90f-6e748cad86fb · outbound
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
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.
Observation 14a4310b-efcf-4d16-950b-4ac198f36f2b · outbound
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
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.
Observation 27973465-0189-49f8-a0eb-82c53ba2c6ec · outbound
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
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.
Observation 739a788b-048d-4e38-8f56-1882e326e956 · outbound
AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Generative ai at work,
Reference 49
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.
Observation 39ce0175-80e9-48fc-a7a1-e9b08414fdaa · outbound
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
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.
Observation 8e212236-d75e-4a51-8082-6543c9d15287 · outbound
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
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.
Observation 121e9968-a415-4da6-92c2-92f2aded3a05 · outbound
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
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.
Observation e760a1bd-1f77-4cad-96ab-6d8be4225962 · outbound
AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Forsgren, J
Reference 53
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.
Observation dd3f75fd-1da8-470a-9cca-afe98b3e2fb0 · outbound
AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Detecting and characterizing bots that commit code,
Reference 54
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.
Observation fee778f9-95ab-47e8-bce7-badfa606aac4 · outbound
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
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.
Observation ccee2e8a-5ac1-471c-b4d1-0f9b2caac793 · outbound
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
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.
Observation 393ea482-0c13-4079-85b1-8fd7fe1e4176 · outbound
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
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.
Observation 111cd793-97f6-4401-b35e-8e61eef28f53 · outbound
AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Difference-in-differences with multiple time periods,
Reference 58
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.
Observation 18906e8d-0321-4c2b-a3a7-c9ddf2dcdb79 · outbound
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
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.
No inbound Pith citation observations are available.