Paper Citation Record · LEDGER

How much does AI impact development speed? An enterprise-based randomized controlled trial

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2410.12944.

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

pith.paper-citation-record.v1
2410.12944 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:16:43.539320Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T06:54:01.165039Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 0f721661-5524-4a8a-a7d6-e1ee41f52917 · inbound

Effective LLM-Driven Code Generation with Pythoness cites this paper.

Effective LLM-Driven Code Generation with Pythoness How much does AI impact development speed? An enterprise-based randomized controlled trial

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T22:16:43.539320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69ed8db2-d73a-4027-90d4-b8eaf709b55f · inbound

ACE: Automated Technical Debt Remediation with Validated Large Language Model Refactorings cites this paper.

ACE: Automated Technical Debt Remediation with Validated Large Language Model Refactorings How much does AI impact development speed? An enterprise-based randomized controlled trial

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T20:11:58.236830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

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

Resolution: unresolved; no resolver link, observed 2026-08-06T18:12:30.032494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b0d491e-5fe0-4d59-afa7-874e352a0215 · inbound

AI-Assisted Fixes to Code Review Comments at Scale cites this paper.

AI-Assisted Fixes to Code Review Comments at Scale How much does AI impact development speed? An enterprise-based randomized controlled trial

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T16:29:50.029270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecc8918d-98d1-4ddc-84a1-3a44099add23 · inbound

Curiosity by Design: An LLM-based Coding Assistant Asking Clarification Questions cites this paper.

Curiosity by Design: An LLM-based Coding Assistant Asking Clarification Questions How much does AI impact development speed? An enterprise-based randomized controlled trial

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T13:00:21.689253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30e43b89-5821-42e2-9e9d-e35d3b9e2fa5 · inbound

RubberDuckBench: A Benchmark for AI Coding Assistants cites this paper.

RubberDuckBench: A Benchmark for AI Coding Assistants How much does AI impact development speed? An enterprise-based randomized controlled trial

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-16T12:17:52.006617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0537f2ad-11ce-4a98-8f6a-1957f89db938 · 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 How much does AI impact development speed? An enterprise-based randomized controlled trial

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:11:11.964407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 81d8ebfa-f054-43d0-86a4-6c7b081f88e8 · 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 How much does AI impact development speed? An enterprise-based randomized controlled trial

Reference 48

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T17:41:05.661070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 65af046d-4117-4dc1-a5ef-0d5eb21c1a2c · inbound

Multi-agent AI systems outperform human teams in creativity cites this paper.

Multi-agent AI systems outperform human teams in creativity How much does AI impact development speed? An enterprise-based randomized controlled trial

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-20T11:28:14.428353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation eeb862c1-9d43-4515-8a8f-16c08d7f499c · 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 How much does AI impact development speed? An enterprise-based randomized controlled trial

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-21T06:54:01.166855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.