Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:02:42.085434Z
Paper Citation Record · LEDGER
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents
As of 9 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 2 inbound Pith citation observations for arXiv:2507.09329.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T21:46:23.182040Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T21:46:23.443406Z
Reference resolution
22 of 22 outbound references displayed
- verified exact0
- verified fuzzy21
- unresolved1
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation fe4d4c14-ddd4-4c19-9c98-c4999801a215 · outbound
This paper cites https://github.com/features/copilot.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents https://github.com/features/copilot
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.704292Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 55c7ef3c-33cf-4fcd-9ee1-19683614fd9a · outbound
This paper cites https://cursor.com.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents https://cursor.com
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.683533Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f3219332-89c4-4857-b572-eea29ec9756d · outbound
This paper cites https://roocode.com.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents https://roocode.com
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.660500Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation aebaf56d-9707-40d7-bc7d-be6a40e11abc · outbound
This paper cites https://windsurf.com.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents https://windsurf.com
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.641847Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation fa230111-2395-4892-b76b-a78927f407fb · outbound
This paper cites Xu, Xiangru Tang, Mingchen Zhuge, Jiayi Pan, Yueqi Song, Bowen Li, Jaskirat Singh, Hoang H.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents Xu, Xiangru Tang, Mingchen Zhuge, Jiayi Pan, Yueqi Song, Bowen Li, Jaskirat Singh, Hoang H
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.619599Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a3397acb-1a33-4d42-aa36-5bc278e91ef6 · outbound
This paper cites Setupbench: Assessing software engineering agents’ ability to bootstrap development environments.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents Setupbench: Assessing software engineering agents’ ability to bootstrap development environments
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.596178Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d4866330-081f-49f5-84ab-5a276017d883 · outbound
This paper cites Evolutionary multi-objective optimization of large language model prompts for balancing sentiments.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents Evolutionary multi-objective optimization of large language model prompts for balancing sentiments
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.570236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 07b644fb-1a9c-40d0-a6af-f80a77dcdb67 · outbound
This paper cites Long-context llms struggle with long in-context learning.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents Long-context llms struggle with long in-context learning
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.552354Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation bfae988d-ba42-4499-ad5b-420cbfaeab5c · outbound
This paper cites Guiding ai to fix its own flaws: An empirical study on llm-driven secure code generation.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents Guiding ai to fix its own flaws: An empirical study on llm-driven secure code generation
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.533738Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 57229a9b-4d1b-40b8-82ab-9e7d32dfce84 · outbound
This paper cites Wildfeedback: Aligning llms with in-situ user interactions and feedback.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents Wildfeedback: Aligning llms with in-situ user interactions and feedback
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.512672Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation fd471e1d-7a00-47b4-9b89-efef37a2a77b · outbound
This paper cites Llamafirewall: An open source guardrail system for building secure ai agents.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents Llamafirewall: An open source guardrail system for building secure ai agents
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.487381Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 11e0d98e-808c-454d-8a14-03955e180c9a · outbound
This paper cites Poskitt, and Jun Sun.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents Poskitt, and Jun Sun
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.463956Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 258a07e6-be72-478c-a53d-1179abaaeac6 · outbound
This paper cites Llms cannot reliably identify and reason about security vulnerabilities (yet?): A compre- hensive evaluation, framework, and benchmarks.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents Llms cannot reliably identify and reason about security vulnerabilities (yet?): A compre- hensive evaluation, framework, and benchmarks
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.447063Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e151f69d-d5de-46c7-b778-0d265d3946a5 · outbound
This paper cites Easy problems that llms get wrong.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents Easy problems that llms get wrong
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.423770Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation fa4af836-190b-4d6e-93f6-39c006af2de5 · outbound
This paper cites Agent-safetybench: Evaluating the safety of llm agents.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents Agent-safetybench: Evaluating the safety of llm agents
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.403232Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 90bacb44-9843-4ff1-a828-151ac6c7ddbf · outbound
This paper cites Ignore previous prompt: Attack techniques for language models.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents Ignore previous prompt: Attack techniques for language models
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.382837Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation eda23ffc-3ccb-424b-a3fb-ab422b5c2b92 · outbound
This paper cites Wolf hidden in sheep’s conversations: Toward harmless data-based backdoor attacks for jailbreaking large language models.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents Wolf hidden in sheep’s conversations: Toward harmless data-based backdoor attacks for jailbreaking large language models
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.353748Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 59498d64-a95c-4b82-a2d5-b3f04a888027 · outbound
This paper cites Securing ai agents with information-flow control.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents Securing ai agents with information-flow control
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.334089Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8fa1ef79-e5dd-4769-bece-dc8dbd508d04 · outbound
This paper cites Choquette-Choo, Milad Nasr, Chawin Sitawarin, Gena Gibson, Andreas Terzis, and John "Four" Flynn.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents Choquette-Choo, Milad Nasr, Chawin Sitawarin, Gena Gibson, Andreas Terzis, and John "Four" Flynn
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.314812Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 08923cf7-a25f-44e0-acb8-5cca448c4f2a · outbound
This paper cites SWE-agent: Agent-computer interfaces enable automated soft- ware engineering.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents SWE-agent: Agent-computer interfaces enable automated soft- ware engineering
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:02:41.864946Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af9f3381-e5f9-4d01-8755-b6463dfdeeee · outbound
This paper cites Redcode: Risky code execution and generation benchmark for code agents.
When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents Redcode: Risky code execution and generation benchmark for code agents
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.273679Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d19a72ec-8922-4c32-8702-d1ebf9541b3c · outbound
This paper cites thought.
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:02:42.254902Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Pith citing papers
Observation 00b96736-6621-43b3-96db-d0ecb4c10ff8 · inbound
IssueTrojanBench: Benchmarking AI Coding Agents Against Malicious Issue Requests cites this paper.
IssueTrojanBench: Benchmarking AI Coding Agents Against Malicious Issue Requests When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T09:30:48.387916Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3f1c257-8c23-4208-ad9e-4c2310f8b43e · inbound
The Vulnerability With No CVE: Managing Persistent Gaps Between Mandate and Authority in AI Coding Agents cites this paper.
The Vulnerability With No CVE: Managing Persistent Gaps Between Mandate and Authority in AI Coding Agents When Developer Aid Becomes Security Debt: A Systematic Analysis of Insecure Behaviors in LLM Coding Agents
Reference 41
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-07T21:46:23.447632Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.