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Paper Citation Record · LEDGER

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents

As of 19 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2608.11888.

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

pith.paper-citation-record.v1
2608.11888 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:26:36.964619Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

36 of 36 outbound references displayed

  • verified exact0
  • verified fuzzy22
  • unresolved14
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 880a41a7-b057-477a-a641-ac2b56d97433 · outbound

This paper cites SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks

Reference 1

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Observation 3ccb5c91-4931-405b-acf9-b5167a0c7fba · outbound

This paper cites Swe-skills- bench: Do agent skills actually help in real-world software engineering?.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Swe-skills- bench: Do agent skills actually help in real-world software engineering?

Reference 2

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source=pdf_text observed=2026-08-16T00:26:36.835083Z digest=sha256:29ad8292e85caac877f474aca4c7a40c2ed21cb23aa642809e8e483c98193b83

Observation 9d304092-63ab-4396-911d-6e9fbd363b04 · outbound

This paper cites Lost in the middle: How language models use long contexts,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Lost in the middle: How language models use long contexts,

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 6b2d0fdb-26a6-4c9d-aaa6-7252deb63e06 · outbound

This paper cites Large language models can be easily distracted by irrelevant context,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Large language models can be easily distracted by irrelevant context,

Reference 4

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Observation bc9253a3-202f-41f4-8214-72a7ac68772c · outbound

This paper cites Quantifying language models’ sensitivity to spurious features in prompt design or: How i learned to start worrying about prompt formatting,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Quantifying language models’ sensitivity to spurious features in prompt design or: How i learned to start worrying about prompt formatting,

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.846965Z digest=sha256:5e33e538ee22f852335d972a2b45411cd14b3ca4bdfea265f889b938233271f7

Observation 39a5e884-301e-48c9-896c-acd4d461b098 · outbound

This paper cites More doc- uments, same length: Isolating the challenge of multiple documents in rag,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents More doc- uments, same length: Isolating the challenge of multiple documents in rag,

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:26:36.850899Z digest=sha256:fede497459def3dee3b5930c361a74390e960677c408cedb7dc65e3c51e0cfbc

Observation 5fe4a77f-ffcf-4967-b0da-39d15fdacaaf · outbound

This paper cites Differential testing for software,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Differential testing for software,

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.855273Z digest=sha256:be2d8ded1a566d3723292c16545660b9cf23ce23d7e04e8ba433ffea7327d0c8

Observation 899f2ebc-47de-4604-a7d0-98e4f6010311 · outbound

This paper cites Equipping agents for the real world with agent skills,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Equipping agents for the real world with agent skills,

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.860550Z digest=sha256:ff33369105ad70a99bacea2d448ae3bd53103a5362345574b3bd7c2fb9271a25

Observation 35bca5fa-fd82-448d-892c-47827473563d · outbound

This paper cites OpenCode: The open source coding agent,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents OpenCode: The open source coding agent,

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.864025Z digest=sha256:1ecddc3a9eaa3cf0d17c8edac12abf286a1fa51f7bc36f74bda644ec192e2890

Observation 6346949e-831b-4403-a265-b1612ef26aae · outbound

This paper cites Introducing claude opus 4.6,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Introducing claude opus 4.6,

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.868027Z digest=sha256:7485eae09fcc4d310804446c13df027a0ac2b7ac650b3f0af56d911ec7516374

Observation ef7072a1-38dc-4a28-a1c0-7d7d76fe5171 · outbound

This paper cites Introducing gpt-5.5,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Introducing gpt-5.5,

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation c8db957b-9181-465c-8170-6f4d4bba60b7 · outbound

This paper cites Ensemble methods in machine learning,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Ensemble methods in machine learning,

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.875499Z digest=sha256:5fe23e9e79ff35cd74acb9b936e6c32362a5697bd51f692db092ceb7af6bb47a

Observation 804f795f-296f-4e4b-a27e-dba9b01f30f7 · outbound

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

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 13

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source=pdf_text observed=2026-08-16T00:26:36.879915Z digest=sha256:1ba00d5fb23ca2704f31807fa914e1624ae960b7520953ea4023130a246d21be

Observation c92d4d58-f465-432e-9e65-a6430f05a91f · outbound

This paper cites Voyager: An Open-Ended Embodied Agent with Large Language Models.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Voyager: An Open-Ended Embodied Agent with Large Language Models

Reference 14

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source=pdf_text observed=2026-08-16T00:26:36.884222Z digest=sha256:4869a527580b3728cf5742289763414fc68bf3730a5a253762bbeb221f393777

Observation b92d28f2-2adb-47fb-8579-e06b17052d83 · outbound

This paper cites Executable code actions elicit better llm agents,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Executable code actions elicit better llm agents,

Reference 15

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source=pdf_text observed=2026-08-16T00:26:36.888921Z digest=sha256:1ad5435ffa7b854a1fc8460d52686b12f25a14173a8d656d4153020a03bea8ee

Observation 8fbc1d13-ac23-42e8-8b33-a4929bb13464 · outbound

This paper cites Gpt4tools: Teaching large language model to use tools via self-instruction,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Gpt4tools: Teaching large language model to use tools via self-instruction,

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.893131Z digest=sha256:5f5cc15b367ade53dfd37d0383f93892534fae34fc50493963b9bc9f51c6b7c4

Observation 92d17c18-a0c1-4eec-aa6a-5f2a880bc79b · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents ReAct: Synergizing Reasoning and Acting in Language Models

Reference 17

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Observation e1310748-b14b-4210-ac1d-08f76de121ce · outbound

This paper cites Same task, more tokens: the impact of input length on the reasoning performance of large language models,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Same task, more tokens: the impact of input length on the reasoning performance of large language models,

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 03e8beaa-7204-4700-96e7-570a8d7f02f3 · outbound

This paper cites Why do multi-agent llm systems fail?.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Why do multi-agent llm systems fail?

Reference 19

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source=pdf_text observed=2026-08-16T00:26:36.904068Z digest=sha256:20e7a2774fe7c4f6ad5a6e2aaa66f3ddf404c9f59af144d61d1cd2e446830888

Observation cf1d2fc8-ca0a-41b7-b68d-53691326170b · outbound

This paper cites Agentless: Demystifying LLM-based Software Engineering Agents.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Agentless: Demystifying LLM-based Software Engineering Agents

Reference 20

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source=pdf_text observed=2026-08-16T00:26:36.907676Z digest=sha256:cea4e8da7f8d64ccf2de028edfe4eec1f7ef170490e48e2daad6e2a43be34266

Observation 6463b77a-1cf8-4f4a-b391-c5dfc1859dd0 · outbound

This paper cites Swe-agent: Agent-computer interfaces enable automated software engineering,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Swe-agent: Agent-computer interfaces enable automated software engineering,

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 5bc29c56-70f1-48ab-84e1-f501c9cfda0b · outbound

This paper cites Swe-bench: Can language models resolve real-world github issues?.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Swe-bench: Can language models resolve real-world github issues?

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.915976Z digest=sha256:84ff5c8f7700d8dd8b71d3977a46f6eb3d20cdc9d98e770e551d25f06bdf36e5

Observation ab050f45-5cea-44e7-af9b-674eae1fa51f · outbound

This paper cites OpenHands: An Open Platform for AI Software Developers as Generalist Agents.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents OpenHands: An Open Platform for AI Software Developers as Generalist Agents

Reference 23

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source=pdf_text observed=2026-08-16T00:26:36.919199Z digest=sha256:9c8aacbf84a63ff2f860ee08930096ff3d71f45d66d53bfa7cfac0f86775308b

Observation 6e805c5d-84d0-4549-bce8-35fbe75cbd37 · outbound

This paper cites Multi-swe-bench: A multilingual benchmark for issue resolving,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Multi-swe-bench: A multilingual benchmark for issue resolving,

Reference 24

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raw_fallback, observed 2026-08-16T00:26:37.332498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.922786Z digest=sha256:57f2503542417814140225c17344e1218d0c9808d79edd24922e9b8506e7980d

Observation 9166c087-402a-4c56-99f9-2ea25e418323 · outbound

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

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?

Reference 25

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source=pdf_text observed=2026-08-16T00:26:36.926696Z digest=sha256:e3e29ad52c06588023a25301ef5fd59d656519a0617253f231ca9932d9d63816

Observation 9cb7da78-2257-48de-a27f-b6a68ab0ca69 · outbound

This paper cites Measuring ai ability to complete long software tasks,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Measuring ai ability to complete long software tasks,

Reference 26

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verified fuzzy
raw_fallback, observed 2026-08-16T00:26:37.317630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.930303Z digest=sha256:73e2e16981d7f0ab3e1e85c35eb73f321b3644acca6bff9de6cc83be04cd0c57

Observation b96ea37b-c03d-469c-8da3-06c81b357a64 · outbound

This paper cites Understanding and detecting real-world performance bugs,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Understanding and detecting real-world performance bugs,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:26:37.305473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.934380Z digest=sha256:9afb0b081e96ae5cf1a6f41a5bacf6283da2b6bd83d52adb7b638de2e38f148c

Observation aab1f957-4ef4-497c-aa30-a1be108ea07f · outbound

This paper cites Discovering, reporting, and fixing perfor- mance bugs,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Discovering, reporting, and fixing perfor- mance bugs,

Reference 28

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raw_fallback, observed 2026-08-16T00:26:37.294977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.937450Z digest=sha256:cffdd6d8fd1607d2993242774662ae0c7114e574cdfadb8951502321f33599ca

Observation 37fceef0-e62d-4b25-8ad1-cf135d4532d1 · outbound

This paper cites Performance issues and optimizations in javascript: an empirical study,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Performance issues and optimizations in javascript: an empirical study,

Reference 29

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raw_fallback, observed 2026-08-16T00:26:37.282486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.941136Z digest=sha256:e5e39f7f5b67ed1f3d95dbc04e03e6df9d9f241a331ca5e8889702a226682609

Observation d7045bb6-25f1-4f10-965b-4f946cdc590a · outbound

This paper cites Understanding performance problems in deep learning systems,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Understanding performance problems in deep learning systems,

Reference 30

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raw_fallback, observed 2026-08-16T00:26:37.270364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.944870Z digest=sha256:0d84206946bc25526469c9d67f9dcbbfe5aa304069adf3a218a50af49fe253d2

Observation f2735e11-491d-42db-905b-cb677e01f4dd · outbound

This paper cites A comprehensive study on deep learning bug characteristics,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents A comprehensive study on deep learning bug characteristics,

Reference 31

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raw_fallback, observed 2026-08-16T00:26:37.253130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.948225Z digest=sha256:921f954e0f4bf58c0be1b4c5061afeb0f4ab571876c44223d3f06e5c0704168a

Observation 0c106420-0050-4149-ac60-09e30d9750cf · outbound

This paper cites Taxonomy of real faults in deep learning systems,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Taxonomy of real faults in deep learning systems,

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:26:36.951615Z digest=sha256:3f77e1ea4a91b729f89390773f0f25c306748958aad04f83822eb068cd74b925

Observation cad5573d-0fcc-4644-bad8-cec289311a6a · outbound

This paper cites An empirical study on tensorflow program bugs,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents An empirical study on tensorflow program bugs,

Reference 33

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:26:36.955099Z digest=sha256:95afdfc69b7b366238068c5c9c41c8c80aba797833445e287be605e840c55858

Observation b6132151-456e-4736-b5b3-6abaced6b2b2 · outbound

This paper cites An empirical study on configuration errors in commercial and open source systems,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents An empirical study on configuration errors in commercial and open source systems,

Reference 34

Resolution
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raw_fallback, observed 2026-08-16T00:26:37.224208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.958385Z digest=sha256:6ec6334f8513b84466c4b450557b867da071ad791e34e3d7f4a06c22ba13b368

Observation 8eb61ccd-7549-48f4-bcc6-eb991ce5e6df · outbound

This paper cites Hey, you have given me too many knobs!: Understanding and dealing with over-designed configuration in system software,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents Hey, you have given me too many knobs!: Understanding and dealing with over-designed configuration in system software,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:26:37.212836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.961533Z digest=sha256:fd5d9feb48dee40cc25581ceec513d7565a8d9d2c900c0a7f3bf8df8346d5aa5

Observation 3cb0f87a-665b-4040-a1ae-60f9b1a61530 · outbound

This paper cites An empirical study on performance bugs for highly config- urable software systems,.

Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents An empirical study on performance bugs for highly config- urable software systems,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:26:37.200380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-16T00:26:36.964619Z digest=sha256:587668c4fc6d016e05bcf3cce986105f568b15a3b06cc754d248fde5b4f403a2

Pith citing papers

No inbound Pith citation observations are available.