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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 20 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 2026-08-20T06:33:59.587034+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=sha256:79784ba56c40962c214eff0760389e5796cbcb2b1c5a1e87a830cb99caf4b75a

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 2026-08-20T06:33:59.587034+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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source=pdf_text observed=2026-08-16T00:26:36.843224Z digest=sha256:493d7add50848d904f721a9c81da7b02cc727eb69a5b71cd191f042a6d860615

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 2026-08-20T06:33:59.587034+00:00.

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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

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source=pdf_text observed=2026-08-16T00:26:36.850899Z digest=sha256:f63605797e2f82296898e9520d6eaed5867a06e527e217c8cfd54730fb737410

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.855273Z digest=sha256:f9a3ebe7db7cef82c0ef5f1b98adb4c50fb482dc76309ae40472433133db1cd4

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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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.860550Z digest=sha256:7c5b093323d2f12216a09afb04325b65ab4aa7c505836611aa1b81d520272b9e

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.864025Z digest=sha256:2569aec57d32e2506e2c11c1b9adbb126306b79ea0c9d3f22d2f60768dd3f8b3

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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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.868027Z digest=sha256:235f0e8a5d8a16e0414f9a93a03aa06e488b5c415f7db45f94b7ad06b69a5920

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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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.871784Z digest=sha256:4283c9ac5e9540fc0f5c0a62c3fc5580bd66c006e5bad7d49b50f2d7893cf3f3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.875499Z digest=sha256:f62a168b8312c4f6d89604d94dd6a3c580b9bbdeac5b63f3b0380c89f38b9baf

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:b3f3903b3cb5e8d5f28abe340717f815099e04368dd6d0db34943bd46e957417

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:d68ca233e77af1a9ba50450bd650bd8f848f9f16af720abb347a642674085d8e

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:fbe843efdda56af8fc5aa06134383cd98a5adfb76cab4592e51fb065d534e72b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.893131Z digest=sha256:e8f0b1224e77b72a516aa14907c73c6dba21d629afb7bb062986bd785b7e1480

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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source=pdf_text observed=2026-08-16T00:26:36.896497Z digest=sha256:a5ea4d2b98749f99a0e5e6d1b0e638c613b277dc51f306f88c18e5b80cffc742

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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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.900495Z digest=sha256:81b902f60f79265e8edad213bc87701d2667a7718b9d7669f2ed6270ab968314

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=sha256:240fee2e2cee9f72f88ef9be0a0b032c8b2f3f4a4d6dffaeb7c3f0008a76ff7c

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=sha256:5f41e142d07ee2ca6e7ad78cbbbbdc7bac4696dd57084c993ac9e3b4339a6a94

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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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+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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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.915976Z digest=sha256:ffb877f4b584d3ced7619ba9125c24c5e62694cfe964f7685735fc1915ed86f7

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=sha256:5311d225ecee90492638b4594bc46985c8df62c6c5850e16ed63e696ba3cd9e7

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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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.922786Z digest=sha256:88b6260a2cb44f69496ac0321a052d86ed1793627ac73433cef8397cdf86a243

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:b9511709773b617a6e9160f248d2f56b179e10d299b851f33c594da59b927a09

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

Resolution
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.930303Z digest=sha256:4288517d6390d893923404a9fc09a6342907754127d75b906b77d311cfe05fc5

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

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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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.934380Z digest=sha256:7f6391963e5142d26e63fd2b96104ced6673ce972f4e38758524cd43a88b0d31

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.937450Z digest=sha256:ad75ad8f52795e04cac29eb69e6f4738587f0ce303c66b16d7f298a1d8e8b1e3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.941136Z digest=sha256:3a6d80bf1d7f27b4e7a55bee3def8a4152693d2a19ec81834ccdce2094da91fa

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.944870Z digest=sha256:e4a6c0cecb4f01da714b190c48410f79e689ee420616b698c71b8fb6fdab9159

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.948225Z digest=sha256:7deae3432acddee0924820435b73ec1da33c966710de18c4fdbf2dcde44f8da2

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=sha256:6c2cd2f91703c3395c1fb7cd8b1b79738302c36fb6fa8115c20654383f2eb0d2

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:fdc4b9549e4b50d585f9895a216c13e62c8b9595d060da4ddd6b817eeb276577

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

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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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.958385Z digest=sha256:5049757ed382e2acebffb183b6740cda3c22247c761a412f511b53775687147d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.961533Z digest=sha256:ef32093217f8b04352257e4e692ae74aed969e0ebc0adcb1eda90e66288f9620

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:26:36.964619Z digest=sha256:9502b78f5bc7e7fd262dbc17d5fc754b4ab825a315e2deb456de4eb5f31e05af

Pith citing papers

No inbound Pith citation observations are available.