ChaosEater: Fully Automating Chaos Engineering with Large Language Models | Paper Citation Record

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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:42:14.683862Z

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

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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

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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: unresolved; 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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:42:14.706427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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: verified fuzzy; 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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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: verified fuzzy; 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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: 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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: malformed identifier; raw_fallback, observed 2026-08-10T18:42:14.593296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:42:14.581056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

This paper cites properties.

ChaosEater: Fully Automating Chaos Engineering with Large Language Models properties

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:42:14.545686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:42:14.533887Z

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: malformed identifier; raw_fallback, observed 2026-08-10T18:42:14.522311Z

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:42:14.509729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:42:14.496043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:42:14.482876Z

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:42:14.471064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:42:14.459308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:42:14.447627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:42:14.436179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: unresolved; 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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; 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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; 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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; 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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; 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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:42:14.355564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; 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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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.

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.

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.

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.

Coverage vector

Reference resolution

Outbound references

Pith citing papers