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Paper Citation Record · LEDGER

ChaosEater: Fully Automating Chaos Engineering with Large Language Models

As of 17 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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.506605Z digest=sha256:7b1fb3ccf55259fa0deb30b812e183e95ace1879ab06c5df54f97a4c3c51b994

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

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:42:14.672828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.510918Z digest=sha256:2102e77233ae0d279763ad0e20911ff041e7f6ff1f54d4251e92e4117dd99b05

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.661749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.515416Z digest=sha256:0c645be0c455db45432c32d19ae81b13fd29c71364ddfef898a52255cbddd32b

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

Resolution
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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=sha256:748e3160f83ec05ea0f3fa79f9befd30e7d4a1e97b88bf5972b011fb12d07a3b

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

Resolution
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raw_fallback, observed 2026-08-10T18:42:14.717667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.493348Z digest=sha256:e421cdca1234ef4e173a214b2bc45f5bbcfe7acf38eeb4d4969f601ca4200a9f

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.498085Z digest=sha256:b74e87de62d9b46df5667899d95935a048c0b4ff9adcf657bd9795b59e888028

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.274884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.657975Z digest=sha256:ec975af1f323c51d420cd52f5a9dff50ae54e9821ccbde5f90ec010fdcebcec4

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

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:42:14.650540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.520302Z digest=sha256:8b911b0bad6e1bcfee892e9993e098577ce852b38a144ce19f57021e22b81c0c

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

Resolution
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raw_fallback, observed 2026-08-10T18:42:14.639215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.524664Z digest=sha256:ea6da2357a70486fe17d3f9cbf50899251c5cbf124e91205d27e16b24a51060b

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.628293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.529502Z digest=sha256:c195ea8fef439aa8b370ed065ec7aba082aaf8ff754ac530e55614691c20480b

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.533834Z digest=sha256:e411a7d321a9c6cf29d271f070ea09f67a6c5a607ae4743440910c7ffe0d26c8

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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verified fuzzy
raw_fallback, observed 2026-08-10T18:42:14.605184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.538444Z digest=sha256:7a6e21e996411750534bf6526f80649f338c5247ab04f2b2b044a550315790ce

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.542900Z digest=sha256:6e1c97148f6d7bdee2b8628e99ba2b8a999fe191fedb0dfd04b7b713cafbf3a3

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.547609Z digest=sha256:3a2780fef76fa546c32a08102a3a06a57463c1149dc42e647f0cbcf298c42326

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.561422Z digest=sha256:b065b40c10e98402a311d6879382a78decb0d30f6e2dab7a5c8b519c93e91087

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.565778Z digest=sha256:882911f1b87ebb70af6732f1d659b1fa5b86d141d47db3e47e5275d26a7f3c57

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.570034Z digest=sha256:d5b44800b3db6d34f552dbf1199a81b0ef48cd9df9801305b798d068ebede87d

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.574468Z digest=sha256:2a4d81e6b0101f268e27270e75e6cce9e333797bdb3a7514d160318448125cd2

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-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.578716Z digest=sha256:cdad5bb7ffc5048453958854dfbd7b21de3262c0e15aa3df70dba2d62e393987

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.582538Z digest=sha256:cf970ab1e7f53dc251ed918ce311f0dc001da74c3580b3a7a71966f21da2855d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.587289Z digest=sha256:6692138aeee4e6b10b45dc4c9b465a9fa95c044bd44f07979d80f85f97cd70cf

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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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.591459Z digest=sha256:151c7668465f16c18cef56ffa46d20704599d122d15cf5fbae6f946b0c7601f1

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.595475Z digest=sha256:a014935fe883d216f278ff49d68bb89d74575960ca11c926a426acc4aad7b6e7

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.599961Z digest=sha256:2ab0246fd1325296dd19cbbc41915df53098c6140c9117fcbabb7bb034062f07

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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raw_fallback, observed 2026-08-10T18:42:14.424902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.604170Z digest=sha256:93c547cb020bbd1ea4724b51c47c447546e2f1af679bef95f7c1807661bea45d

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

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:42:14.412902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.608656Z digest=sha256:458b64f2be3b4f75416ca3f3053e12c70252bbcaaebc4a1495e5e851f01783ed

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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raw_fallback, observed 2026-08-10T18:42:14.401055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.612926Z digest=sha256:fd7558476c8d6ec81c09d08f1cc1891eac68adea9816f1992ae5f1d96f0c8e4c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.617016Z digest=sha256:42faf1373a1c5e68567248f163606bb19bfa15213f7f9aff012ce569d198d106

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.621198Z digest=sha256:36aa6426fda4e25ad0fc76713df0ec6748e27cc741f465e814743984bb436c09

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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raw_fallback, observed 2026-08-10T18:42:14.366657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.625419Z digest=sha256:801f7ac2fb25bfc6861ca62e9740ad882da54bf42c54379e3631bd4ce6bfa1b8

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.629358Z digest=sha256:d21fd96ad0d3f227d7bc5a40620fe2417dfd4447d7274b1fb78518c2da04d584

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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raw_fallback, observed 2026-08-10T18:42:14.344789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.633257Z digest=sha256:1bfc006b565ac634f25cc320491b9d9a0821d1262c55f0fa682c213b6d0455e9

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

Resolution
verified fuzzy
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.637448Z digest=sha256:a745db8cd06890ed5da4e451d2cb1ee54f47e0b398834796524a095f3bd1936b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.641375Z digest=sha256:48935b3c352cdf57dd08f1ce5093c122827cf900cbb6ae9d1c230a7b02205d70

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.645385Z digest=sha256:3e5d0e57124c5760ef32c3edad8a86bf81cb5e703f262ec64bb1bf0d704a3c30

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.649355Z digest=sha256:c9c7c8035df6ba8476e4da33d2477b6c3eb8b8685729019ecc23ce37f6f77c28

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.653416Z digest=sha256:0e9d6251014596c7eea0e70dcaa7278fe5d2a4de1f88c89ed755657f9646de0a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.662603Z digest=sha256:de1892fa8026d84efc2f9fb9e43765ca719cf26d081ccce4e1c107437ad41a7a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.666376Z digest=sha256:e039b1ce81c0bee0b59b73d298876b041579e02c45b87415462c133529fa8381

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.670192Z digest=sha256:f612856f51181f2e412b3bf2cb62af897284408c935cebb6cd74430114b6a18d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.673906Z digest=sha256:f40436eb7544899ff05f2e10560b0100f7ecaad03e2d54eb33e501f62756bf6e

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.681692Z digest=sha256:b33c33057ff90b6d0d470a917b5a6692d099bb56ad930283720df4d4c13adbc9

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.685699Z digest=sha256:64a6bf3534ddae9eb0e194bccb3f5c0ae79805a88ee137979a5bc3f73e8c3dea

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.689776Z digest=sha256:049a065dead237747bd816d35a048244ad5eb4c5996b717a98c59b772708ec11

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.694211Z digest=sha256:7a3fb05514f8530d826153f7d56c23f7439bf894a8b7b654443fbd56fd5dc343

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.697938Z digest=sha256:00c95da9d478e0647592d2f37559d2876b00ca3de5bfd742936fc5a28b50810b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.702950Z digest=sha256:91e7b86eb22a46e219dc9da98d6ee3e59620b55c002ba50b4a7a75373d0ebb9b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.706871Z digest=sha256:3b998f0f2cc4a9a2f250c5f8828d063d760556f29ab557e5a2a57bea8f34d8f3

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.710914Z digest=sha256:51bc3cae9baec0fa283fdfca28304205505c16638eb1d1fd0c3acbf39ff61cce

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.715720Z digest=sha256:57ea8890ea155b2043087eacf3fcfb3bc40bc5b9ffac0096fa0c2a0f243ae076

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.719941Z digest=sha256:8230062a085b33d25d58719a36518f19d75c966ab29d5bb6cddbe0110040d040

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.723867Z digest=sha256:c2ef920a4ad4ebee1ae3a6cf0d3b0bbbf760a6e0fad06c5df3c4a08dbb172a7c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.728292Z digest=sha256:d9c98bb4ff06acf899fa863dda6fb1cc9e83ef285c9097a8dbfbe80c4d7f7633

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.732301Z digest=sha256:1b2186d47cfa5e12f00392683d96ed72992c2e42616848b659116e560a714524

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.736282Z digest=sha256:474dda859c073b2fc9bfa95df7ebd26dd02c44384da9ad7eac9362b141dd3d3c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.741673Z digest=sha256:90d296376c9cc96b38892cfa065fbd317b8bd186e463692a143d3ed6f11ca0fd

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.745632Z digest=sha256:554a2b45c066569fcdd611f7a25a7b3db364fe562156036fc074147a9280279b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.749487Z digest=sha256:47fbb9c4b1130a6d51f4e80c3887de3f0eb5c9cf930ff5744e43088ed3141fcb

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.753819Z digest=sha256:c92d7cf43326bd04deab5eb8b96c66b1e8e30931338e87f36aaf70eddf9826b7

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.757630Z digest=sha256:caf5695cf4735f1115dbec52250a414918a767cd32692a24e16dd4a34de71440

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T18:42:13.761650Z digest=sha256:5db7635aa5caf46d699ec72a94189bd3a1a661b36748a105c525c4beba969adc

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=sha256:795e642b101c62c7c95cd764fe66f6b20af95e248670158bc45cc25cc4062135

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:b20f45a3b81f36ccb6a0aacb144d525f460729754f1b5ce6d46e4514f18c402d

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=sha256:5279a76e1cf76e6a549755bd0c8e55b6b8476f5617e6cff7479e993461390269

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:b53dcd7247f2369dc07449b359993fdd8f77f2279a5664fbad26100ce34c0953

Pith citing papers

No inbound Pith citation observations are available.