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Paper Citation Record · LEDGER

ChaosEater: Fully Automating Chaos Engineering with Large Language Models

As of 21 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2501.11107.

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

pith.paper-citation-record.v1
2501.11107 v2

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T18:42:13.761650Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

66 of 66 outbound references displayed

  • verified exact0
  • verified fuzzy43
  • unresolved19
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e8df3769-6697-456b-a7b6-75032339c252 · outbound

This paper cites an unresolved cited work.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:42:14.694628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 95593123-d477-434f-99e9-4ed95eccfb74 · outbound

This paper cites Therefore, other LLMs can not cur- rently be used for CHAOS EATER.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Therefore, other LLMs can not cur- rently be used for CHAOS EATER

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.506605Z digest=sha256:9bbb59631c910b7b818c05fc59839252aa05d3b01d64e8e34ae4a4d10ba6eb74

Observation 6a5b948e-c881-43e6-82c0-8227204a1ba7 · outbound

This paper cites an unresolved cited work.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Unresolved cited work

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.510918Z digest=sha256:2575e20147ea883946c9169dd6720a49f71b73094080d70bdc8c5ae388e0b346

Observation eda3a2fc-6708-49f3-b807-58a04f76ccb6 · outbound

This paper cites However, for systems that already possess a certain level of resiliency, CHAOS EATER fails to find new hidden issues through a CE cycle.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models However, for systems that already possess a certain level of resiliency, CHAOS EATER fails to find new hidden issues through a CE cycle

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.515416Z digest=sha256:b1ea57c0645a3ca40a4c0b4f5113711f2914fc0f394f93d6ec682da769c1c55e

Observation 2a26049d-3974-42ea-aa1f-d61ab5680e42 · outbound

This paper cites A Survey on Large Language Models for Code Generation.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models A Survey on Large Language Models for Code Generation

Reference 5

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no resolver link, observed 2026-08-10T18:42:13.488312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:42:13.488312Z digest=sha256:3c77a90f4c6899850f4b212602bde68c18e2a340bfe997510a06ee78e78c48a0

Observation 43de39c1-0fe1-425a-8f05-77a0aa5e2575 · outbound

This paper cites an unresolved cited work.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Unresolved cited work

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.493348Z digest=sha256:9d0d28e3fadfec67ba3cc31e340cf78438e4ceb32c981d0157cf0c2bf6a5a6e3

Observation 288e1e8e-ca8f-49f5-85bf-c15bed5dee3f · outbound

This paper cites Despite the advancements of LLMs in the NW domain, their application to CE remains unexplored.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Despite the advancements of LLMs in the NW domain, their application to CE remains unexplored

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.498085Z digest=sha256:5a709dff2afd87aa3f59ee41ac420a1c75b85c97b1ffe160d73ae5532ed57986

Observation c0eb2771-18e1-4776-ba44-25b69caabc35 · outbound

This paper cites pre-valid.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models pre-valid

Reference 9

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.657975Z digest=sha256:7244d4d95210ef9bf59154db80f7725d06c35b1c17d8334c6f126ca09fa6ecab

Observation 7b47600b-945f-45cb-a1b6-119157337b72 · outbound

This paper cites an unresolved cited work.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Unresolved cited work

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.520302Z digest=sha256:5d6c30d4cdf89efaa2dcb39287aa99305e0bc7f2e07280735c1165daca03466f

Observation 4f5a20a1-b1c5-4b58-b657-5f5fec2a1d15 · outbound

This paper cites To address this, automatic prompt tuning is considered an effective solution.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models To address this, automatic prompt tuning is considered an effective solution

Reference 13

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.524664Z digest=sha256:899430761e051abb0af306dd4302e19c5bfeb47ab85b65d33c70283fb5c23102

Observation 91b53d92-a962-46d4-b01a-15b683ea6c14 · outbound

This paper cites CHAOS EATER’s outputs may be used as the instruction-tuning data.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models CHAOS EATER’s outputs may be used as the instruction-tuning data

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.529502Z digest=sha256:35d1001cf2645bd844a43255e7d218284271ff4505730f631fcf8d0830f3115e

Observation 94e79505-e6f7-47dc-968b-bd20a3e59bfc · outbound

This paper cites Besides, we plan to propose new metrics for quantitatively evaluating CE cycles conducted by CHAOS EATER.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Besides, we plan to propose new metrics for quantitatively evaluating CE cycles conducted by CHAOS EATER

Reference 15

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raw_fallback, observed 2026-08-10T18:42:14.617262Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.533834Z digest=sha256:be07206e93ca08b56caf14c2a37b0985357a53e7c5fcd42a8609785ea437c5ed

Observation b6c10666-faf3-4602-bf98-22cd29d69b31 · outbound

This paper cites This sub-graph extraction is im- portant to organize the agent’s inputs in each phase.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models This sub-graph extraction is im- portant to organize the agent’s inputs in each phase

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.538444Z digest=sha256:8caa4f33cd00a955b9759adb043f6f89c77f1a5968255f4284467a2efbefa0a4

Observation 21bc7df2-29e8-435e-ba23-b9e57a64e735 · outbound

This paper cites However, we addi- tionally need to develop techniques to man- age the long-term history of completed CE cycles and continuous learning (if LLMs are fine-tuned).

ChaosEater: Fully Automating Chaos Engineering with Large Language Models However, we addi- tionally need to develop techniques to man- age the long-term history of completed CE cycles and continuous learning (if LLMs are fine-tuned)

Reference 17

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.542900Z digest=sha256:ac2f268105609427b5d7fbf59ee2a11b8baf96fc3511657914cefb773b3a5433

Observation 3cc14902-9b3a-4f25-b668-855b947de02f · outbound

This paper cites the steady states are maintained in the system even when the failures are injected.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models the steady states are maintained in the system even when the failures are injected

Reference 18

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.547609Z digest=sha256:64da2f60adacb551f742984fee25ba534d419329b14d3db7454913488eae70dc

Observation 9b6a86bd-7e5e-4d63-a157-66d83d843756 · outbound

This paper cites properties.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models properties

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.561422Z digest=sha256:e5115760524f581c09d32f12f1857c50135781e72af8254fffd0398997ef8169

Observation c1dc5bdb-41da-4a61-a713-069773625d32 · outbound

This paper cites Exception when calling CoreV1Api->read_namespaced_pod: {e}.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Exception when calling CoreV1Api->read_namespaced_pod: {e}

Reference 22

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.565778Z digest=sha256:79b80367f141ce6e969a419ac0fc7d40db339d43733c6e76d89a2044010d0e5b

Observation 0fc368fd-e3f0-4945-8637-c672b4d46fd3 · outbound

This paper cites /bin/bash.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models /bin/bash

Reference 23

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Observation b856b837-f4d1-434e-9a1b-99505a5da0d9 · outbound

This paper cites This is directly related to the Pod's restart policy set to 'Never' in the `nginx/pod.yaml` manifest.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models This is directly related to the Pod's restart policy set to 'Never' in the `nginx/pod.yaml` manifest

Reference 24

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.574468Z digest=sha256:3f1adb734fb4ab2aeea7faf1701167ed2fbbc3ca1bbd1f75071d14cdf7f5d776

Observation f44892b3-5bdd-4863-b237-c2ee581bb357 · outbound

This paper cites This failure is a consequence of the Pod being killed and not restarting, as the Service relies on the Pod to handle requests.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models This failure is a consequence of the Pod being killed and not restarting, as the Service relies on the Pod to handle requests

Reference 25

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source=pdf_text observed=2026-08-10T18:42:13.578716Z digest=sha256:4e0827b1a0f6f368189251420517d20751946364eecae55a8b5f33532185110d

Observation 6ac75980-1380-41a6-8959-24a070b3c83f · outbound

This paper cites The Pod remained unavailable, and consequently, the Service could not respond to HTTP requests.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models The Pod remained unavailable, and consequently, the Service could not respond to HTTP requests

Reference 26

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.582538Z digest=sha256:877559cfa09b090823782599045d6166873b6ee8678f3b6b25c54d5231f24398

Observation bcaab198-b27e-4970-884e-971d53129651 · outbound

This paper cites In our case, this is also important for managing context length and ensuring the accuracy of JSON output.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models In our case, this is also important for managing context length and ensuring the accuracy of JSON output

Reference 27

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.587289Z digest=sha256:35a6e2d73cfec6d1c10c0a824d8110714d1f9dfa0a936cd3406890d507368240

Observation f37017ff-9aa2-44fb-b77e-80548d8f259d · outbound

This paper cites This modularization also makes it easier for team members to modify agents collaboratively during development.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models This modularization also makes it easier for team members to modify agents collaboratively during development

Reference 28

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source=pdf_text observed=2026-08-10T18:42:13.591459Z digest=sha256:3220e47ac54418d031a0cea5455beee8c8b0a71f30641bff51f8a35030902e78

Observation cf85b179-46dc-45a2-8279-c0a514da4413 · outbound

This paper cites However, we plan to add interactive functionalities in the future.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models However, we plan to add interactive functionalities in the future

Reference 29

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.595475Z digest=sha256:dd5bbc444386e63257872f35bfc7a954f468cba86d47324767275b0dc22464e4

Observation 72eca387-8405-4bc3-b221-9057071535e6 · outbound

This paper cites an unresolved cited work.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Unresolved cited work

Reference 30

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 210e4a38-fb50-49ba-850f-d0f15a7aa7c0 · outbound

This paper cites an unresolved cited work.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Unresolved cited work

Reference 31

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.604170Z digest=sha256:ef4c5de0c6fa8f6f5976e94db4c3874091ba683318eb822d9d08ae4293c82cfc

Observation 9166e274-75bf-47a2-b032-1279ca0172ab · outbound

This paper cites an unresolved cited work.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Unresolved cited work

Reference 32

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.608656Z digest=sha256:3478e630f603ab6bc67aac317ed267020eca89a1c2ee13c9c272846f8bf88791

Observation ac533960-f54b-428d-b3a8-2a3b82af56d1 · outbound

This paper cites At the same time, filter out suspicious prompts, e.g., jailbreak prompts.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models At the same time, filter out suspicious prompts, e.g., jailbreak prompts

Reference 33

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.612926Z digest=sha256:a46907290a1ae9e2f3c103f3c493d8bd8ff3ebe64f1090a2f61f961fe04dded8

Observation 997bd905-ed83-4fb9-b10a-51b7b16f4a9a · outbound

This paper cites If any weak configurations are identified from the K8s manifests, their related states are preferen- tially selected.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models If any weak configurations are identified from the K8s manifests, their related states are preferen- tially selected

Reference 34

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raw_fallback, observed 2026-08-10T18:42:14.389519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.617016Z digest=sha256:770e0c755b9f1892fc7e7de0562ae01fcafb41ee406e8e8bfe3209e34491efc4

Observation f17a4514-fc52-4f26-8dea-2d789bed7394 · outbound

This paper cites K8s API and k6 (Grafana Labs, 2021) are supported as the tool.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models K8s API and k6 (Grafana Labs, 2021) are supported as the tool

Reference 35

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raw_fallback, observed 2026-08-10T18:42:14.377626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.621198Z digest=sha256:e85f265e1e82004b66b7d1d323f2923ccfd05de755fc9fcd0921e75bc130143d

Observation ef79b63b-cd55-4c1c-9170-1ea5ae5619f6 · outbound

This paper cites Note that, according to the definition of a steady state, the threshold must be satisfied under the current condi- tions.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Note that, according to the definition of a steady state, the threshold must be satisfied under the current condi- tions

Reference 36

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.625419Z digest=sha256:925f0a63d25cd3c22805db4dfdfde8815c8a1121572d1b87f8acccb3149445e0

Observation 57f1dd04-3281-470f-8b9b-612c9099dc57 · outbound

This paper cites an unresolved cited work.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Unresolved cited work

Reference 37

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.629358Z digest=sha256:5d9ea04b49e4c6ff10e1af06159affe1bfa1c7ea28bc1d270093c919e9c4e3e4

Observation e0e52130-3e5f-4fa5-b526-97f7c1e687c1 · outbound

This paper cites current pod count: {pod_count}.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models current pod count: {pod_count}

Reference 38

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.633257Z digest=sha256:050fde5f2bdd8a9ca056ffd1a2bb7e3b43a326998840b64dbe7c24e30e8397be

Observation 421ac7b4-f728-4f6c-95d8-783557e0e9c7 · outbound

This paper cites Then, define the sequence of failures that simulates the scenario and may affect the de- fined steady states.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Then, define the sequence of failures that simulates the scenario and may affect the de- fined steady states

Reference 39

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raw_fallback, observed 2026-08-10T18:42:14.333409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.637448Z digest=sha256:7cdf5e947db9dc661053467792d7c75353ae93ea712b13ad1baad47498859b07

Observation 1d3102da-f88b-4917-8928-d65d02983b6f · outbound

This paper cites In step 1, the agent outputs a 2D list of Chaos Mesh failure type names, arranged in the order of insertion.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models In step 1, the agent outputs a 2D list of Chaos Mesh failure type names, arranged in the order of insertion

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.322049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.641375Z digest=sha256:ee91419be318f6c4a95bdd806994e077aeee1900f6c9062581b5ca67100caab5

Observation 47ff1d7b-8d40-4f89-912d-989a6a3d2183 · outbound

This paper cites an unresolved cited work.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:42:14.310425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.645385Z digest=sha256:55487acf68f462316d8ed3b4936ed8bdb20692cd143865aaf5cdcfcf27985fc5

Observation e8f27440-88a0-427f-8a04-7df01b0faf22 · outbound

This paper cites /bin/bash.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models /bin/bash

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.298271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.649355Z digest=sha256:ca48b90a9a96724d9752f2335fedb2d3f42df9f7c4c98e22d1bfc0cc2f03018b

Observation 16b0dc84-e496-49f5-b51e-016b99202f60 · outbound

This paper cites This summary is referred to when analyzing the experiment results.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models This summary is referred to when analyzing the experiment results

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.286603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.653416Z digest=sha256:7e90f191534075728f269c4e54f5d21a165c660bbfcc52058b6d68bcda00e96f

Observation b2dde8d1-3ec2-455c-a2b3-4d2be3505275 · outbound

This paper cites Then, make a hypothesis that \u201cthe steady states are maintained in the system even when the failures are injected\u201d.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Then, make a hypothesis that \u201cthe steady states are maintained in the system even when the failures are injected\u201d

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.259911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.662603Z digest=sha256:8170ffa8e9d5c280f6215d103261ff7961664fc94a9a8f91cc5ca439ea8ab5e8

Observation 2654d8a0-e8d6-42c8-b974-c97eabf6e6ff · outbound

This paper cites an unresolved cited work.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:42:14.569238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.666376Z digest=sha256:25903d57bfa1e4a42fb217161b9915eb7512e557e28e19cedaa86bcc715cfde3

Observation cf39f81a-f36b-4019-b250-cff3ab46e6fc · outbound

This paper cites If so, one CE cycle is finished here.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models If so, one CE cycle is finished here

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.557637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.670192Z digest=sha256:9ea30a521372d15d857bbcd2f5ea63fd94a263ea86a07249a416889501b9e3ec

Observation f0bea888-ae3b-4415-8528-126a7f73722a · outbound

This paper cites properties \.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models properties \

Reference 48

Resolution
malformed identifier
raw_fallback, observed 2026-08-10T18:42:14.244369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.673906Z digest=sha256:42a8ca0691cf5f1c8da4138dc4204ea6ff6b32917e3bb44b266359b5d2f3091b

Observation 3c960c4b-7c4e-4487-b450-b56a1dc77a88 · outbound

This paper cites an unresolved cited work.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:42:14.228560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.681692Z digest=sha256:e87d04d74df8c8143533f0db83c5fe06006be2ce6d8ce71f47f000c31d28487a

Observation d1962a7f-2179-4079-a76f-8ebe0a97f509 · outbound

This paper cites This is expected due to the PodChaos action 'pod-kill', which terminated the Pod.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models This is expected due to the PodChaos action 'pod-kill', which terminated the Pod

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.213407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.685699Z digest=sha256:6c92497b869d9124141ab4ab82ba50807e75b5b9a6ec5f6edfbc4db02687cba5

Observation 1f2f325c-44ba-4900-9d22-72288c7606a9 · outbound

This paper cites properties \.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models properties \

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.200144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.689776Z digest=sha256:bf46b4f5c6c810db9fbf9a0b96d893536b942d8a3072e953366cf0ff3214f033

Observation ae932c86-e520-4882-9652-dfacdaf2bc43 · outbound

This paper cites Service availability should be at least 99.9% with a response status of 200.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Service availability should be at least 99.9% with a response status of 200

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.187919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.694211Z digest=sha256:11b3a9692568354621740f526f7da34cd76e670dd7c28d7015fe39d1797f5125

Observation 22c25ec6-fa29-44b0-b027-be74081c47d9 · outbound

This paper cites At least 1 ready replica 100% of the time and 2 ready replicas at least 80% of the time during the monitoring period.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models At least 1 ready replica 100% of the time and 2 ready replicas at least 80% of the time during the monitoring period

Reference 53

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T18:42:13.884393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.697938Z digest=sha256:655a94f2abbd14cd1c9b0a057e4555c5581598f844bc5bee3b2e6b123a50b80e

Observation 2e06556c-606e-43d7-9785-662d6515fe2a · outbound

This paper cites This is directly related to the Pod's restart policy set to 'Never' in the nginx/pod.yaml manifest.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models This is directly related to the Pod's restart policy set to 'Never' in the nginx/pod.yaml manifest

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.174080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.702950Z digest=sha256:bfa6fb493c1cbe0765a5e348072a3aacc1bc49264c31d2a442c305907e9ac682

Observation e8072db7-8cd6-4564-b0c6-5872e4cb2466 · outbound

This paper cites This failure is a consequence of the Pod being killed and not restarting, as the Service relies on the Pod to handle requests.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models This failure is a consequence of the Pod being killed and not restarting, as the Service relies on the Pod to handle requests

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.160109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.706871Z digest=sha256:2b9237bdf1cb8edab0fe6c73725d84f73a9a3c919f9dfd82bedfb1b013ce2fb2

Observation 7dc16757-350a-4128-b9d8-97d6c6498b15 · outbound

This paper cites Exception when calling CoreV1Api->list_namespaced_pod: {e}.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Exception when calling CoreV1Api->list_namespaced_pod: {e}

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.147132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.710914Z digest=sha256:5e75daa77559e176aaf715a2a8412ff37255782ba058a69bf8b466b75e24f6de

Observation 36439568-aa6d-4021-bd1c-9dc1c41f5473 · outbound

This paper cites an unresolved cited work.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:42:14.133037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.715720Z digest=sha256:38804b2abb0119453eaf17a864a2582ac62e5881f385b630563eb3e917f5f0e8

Observation cf7d5cca-b113-430a-a1b2-97438cd7fa39 · outbound

This paper cites local/catalogue?size=10.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models local/catalogue?size=10

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.116288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.719941Z digest=sha256:fe6a73c197978021380d62d286d125c2a59845d122b6e597c28ef8ff02a8df19

Observation a520f220-d931-4926-a0b0-85bd70f503a4 · outbound

This paper cites an unresolved cited work.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:42:14.101296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.723867Z digest=sha256:d027dfa47c62c8f75d8527119e3a1efd06e2fc3dc93aafd4534d620ca52fca23

Observation bfc37d72-c0a2-49c2-92e5-29752ca7d55c · outbound

This paper cites local/category/.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models local/category/

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.086032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.728292Z digest=sha256:e3466d558b34bb5dfcbf826bd49c7b351fc7347e1da1ff21db08ea138a07e7f4

Observation beafba60-0d12-4cc1-9916-097345a5c293 · outbound

This paper cites local/category?tags=<TAG> Replace <TAG> with an available tag: [ magic, action, blue, brown, black, sport, formal, red, green, skin, geek].

ChaosEater: Fully Automating Chaos Engineering with Large Language Models local/category?tags=<TAG> Replace <TAG> with an available tag: [ magic, action, blue, brown, black, sport, formal, red, green, skin, geek]

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.070135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.732301Z digest=sha256:3616cbc53ab31f8cf11a8ce7269911d4bb67f7133c246b74a4cf8efba4a35cc0

Observation 249d6ce8-ebdf-46b4-aa66-d1eb794c0234 · outbound

This paper cites Total replicas: {replicas}, Ready replicas: {ready_replicas}.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Total replicas: {replicas}, Ready replicas: {ready_replicas}

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.055703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.736282Z digest=sha256:de068fb46949d655518eb0057ca2705de4f3d28f6306510d7193a4ce45d2631e

Observation b7439f1c-2235-444b-9db6-fa465d5c551c · outbound

This paper cites We will allocate 20 seconds for this phase.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models We will allocate 20 seconds for this phase

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.029851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.741673Z digest=sha256:cfe555f819a3afa292a7963c2fcac5b511eac28de2927e4a47d4874b4acbf07a

Observation 577dff02-962a-4530-b368-d3a075dfdbe9 · outbound

This paper cites We will allocate 20 seconds for this phase.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models We will allocate 20 seconds for this phase

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.016826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.745632Z digest=sha256:84cb6b549567fc8c573a1e532f94b21fa83597c1dd959062fdc62c5d6b5c28c3

Observation 3dadfd06-967c-43fd-9c93-cb128ea6f8c5 · outbound

This paper cites /bin/bash.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models /bin/bash

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.003809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.749487Z digest=sha256:ec35e5dd8cc29acbbfc388f9e41228cc765e50f2806b19246afd303bf065c7bb

Observation 2f967cc3-b77a-4c33-8587-861248406a67 · outbound

This paper cites This confirms that the initial configuration of the system was functioning as expected.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models This confirms that the initial configuration of the system was functioning as expected

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:13.990328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.753819Z digest=sha256:2434b9123b69c59f88cd4a96a4fb5d4fcf706c1237aec368e71acb3c731fd820

Observation 84637076-824d-4446-b64d-af85986dd15f · outbound

This paper cites an unresolved cited work.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:42:13.976261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.757630Z digest=sha256:5d64ab633582b4a9ef897b398557b8403dca4e46b793b59d2f6a65c50f67a258

Observation 62537a99-fdbf-452a-a2fe-60ea69f15089 · outbound

This paper cites Resiliency Issues/Weaknesses in the Pre-processed Manifests,.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Resiliency Issues/Weaknesses in the Pre-processed Manifests,

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:13.963537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:42:13.761650Z digest=sha256:12eb77de264821c66ab278717328ca76d7e9da3a6acb42240f64f42805bc8b7c

Observation a7930310-3df3-4d7c-ba68-837f1f6d998c · outbound

This paper cites CodeT: Code Generation with Generated Tests.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models CodeT: Code Generation with Generated Tests

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-10T18:42:13.474447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:42:13.474447Z digest=sha256:0265e2e8e4808a9516a00c929235329caecca9363f5771813968b91f86414ab4

Observation c5f73012-bb85-4ca9-92a2-278f4d6614b1 · outbound

This paper cites Understanding Telecom Language Through Large Language Models.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Understanding Telecom Language Through Large Language Models

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-10T18:42:13.469562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:42:13.469562Z digest=sha256:244a6293555a736d15ebea7329179c81eb47db55c884b6055a9a8179fa022742

Observation 6ffe4925-8757-41ef-9ef7-7613458d086d · outbound

This paper cites Automated Design of Agentic Systems.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models Automated Design of Agentic Systems

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-10T18:42:13.483663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:42:13.483663Z digest=sha256:50c50244b6204ef7bbbe670aa6c012279b483f4d73bff1de6da9bb582d4bd70a

Observation 8dc58541-e170-4562-b5a0-c07977614a39 · outbound

This paper cites AIOpsLab: A Holistic Framework to Evaluate AI Agents for Enabling Autonomous Clouds.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models AIOpsLab: A Holistic Framework to Evaluate AI Agents for Enabling Autonomous Clouds

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-10T18:42:13.478973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:42:13.478973Z digest=sha256:b5ed253825c1e248b4bb92a7aafd9fdbc45cc6ec0cbe79af012024a3c70a8566

Pith citing papers

No inbound Pith citation observations are available.