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Paper Citation Record · LEDGER

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM

As of 8 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 3 inbound Pith citation observations for arXiv:2506.02490.

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

pith.paper-citation-record.v1
2506.02490 v1

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:27:25.464765Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T20:04:34.841056Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-02T23:27:28.083485Z

Reference resolution

69 of 69 outbound references displayed

  • verified exact1
  • verified fuzzy50
  • unresolved17
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1ba702ee-7bb2-43d1-be6d-8ec329b779f0 · outbound

This paper cites Kubernetes:production-grade container orchestration,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Kubernetes:production-grade container orchestration,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:26.419365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.199601Z digest=sha256:6d9871f53ddd71dbee29e7a0741a8df0ddca844679d8afa007f7f39bdc84bdb1

Observation 9628e66c-fb5c-4251-b8f3-21369fab56c2 · outbound

This paper cites Large-scale cluster management at google with borg,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Large-scale cluster management at google with borg,

Reference 2

Resolution
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raw_fallback, observed 2026-08-07T11:27:26.405968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.204379Z digest=sha256:e2cf70d108834e0620cd03b7a224e01e5e4d033c941b58b798a2c402dfda71fe

Observation 73dbad57-79cc-4bda-ae31-3dfacf8e57d9 · outbound

This paper cites Elastic cloud services: scaling snowflake’s control plane,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Elastic cloud services: scaling snowflake’s control plane,

Reference 3

Resolution
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raw_fallback, observed 2026-08-07T11:27:26.391870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.208371Z digest=sha256:794ec3c398702158c35172bd32fcc782e50ba64700bb24b66c7c617fe4d4869e

Observation 4e06d749-605b-40d9-b9a5-275692da4ca9 · outbound

This paper cites Twine: A unified cluster management system for shared infrastructure,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Twine: A unified cluster management system for shared infrastructure,

Reference 4

Resolution
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raw_fallback, observed 2026-08-07T11:27:26.377656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.213035Z digest=sha256:db4edbd826d4c0fa8e69bd8885aef09209e233c33cf74927b2be7a944646a196

Observation 161e985d-c6a5-4077-a291-3dab843a4895 · outbound

This paper cites Cloud native 2023: The undisputed infrastructure of global tech- nology,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Cloud native 2023: The undisputed infrastructure of global tech- nology,

Reference 5

Resolution
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raw_fallback, observed 2026-08-07T11:27:26.363369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.217277Z digest=sha256:721b8f05bdc5d4d4050a069e223a5f64f0e47054975dd677c848c6d91f2bf07d

Observation 0a9bee23-7e3d-40b6-a94f-9914092ab739 · outbound

This paper cites Controllers and reconciliation,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Controllers and reconciliation,

Reference 6

Resolution
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raw_fallback, observed 2026-08-07T11:27:26.348969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.221445Z digest=sha256:90addc297d55ebd948039f7586393714c5eede2531b5b74bee0db90a476f50b6

Observation 282d18e0-002d-4386-aa85-0874aba7920d · outbound

This paper cites Borg, omega, and kubernetes,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Borg, omega, and kubernetes,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:26.335457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.225983Z digest=sha256:32a8d24b3dcbffd59e9a6588ee1d50313ef90ac0600e091a22e5dbd78a3e5200

Observation 76d06381-07c3-49b4-98b8-1e508cd7a317 · outbound

This paper cites Acto: Automatic end-to-end testing for operation correctness of cloud system management,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Acto: Automatic end-to-end testing for operation correctness of cloud system management,

Reference 8

Resolution
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raw_fallback, observed 2026-08-07T11:27:26.321617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.229772Z digest=sha256:3745497f23e4044c6840cae866205e1ed08ca110af4f91166c74ac553bddb7ba

Observation d35119be-7e37-4453-aac4-774a68553600 · outbound

This paper cites Anvil: Verifying liveness of cluster management controllers,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Anvil: Verifying liveness of cluster management controllers,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:26.307746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.233463Z digest=sha256:d5946090182cfbf5d22dfbfed03da552c0d81b1454da89e550141fc0f9e27b1e

Observation da0a0995-5c72-4b3a-ba7d-f004c27b9875 · outbound

This paper cites Automatic reliability testing for cluster manage- ment controllers,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Automatic reliability testing for cluster manage- ment controllers,

Reference 10

Resolution
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raw_fallback, observed 2026-08-07T11:27:26.293211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.237032Z digest=sha256:11ae545828271c2de0538dc609ecf50c9f25032dd14eb02cf3b4888466a20a77

Observation eab21dda-f83a-4c1c-b34b-9b1a83b0f143 · outbound

This paper cites On byzantine fault tolerance in multi-master kubernetes clusters,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM On byzantine fault tolerance in multi-master kubernetes clusters,

Reference 11

Resolution
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raw_fallback, observed 2026-08-07T11:27:26.279256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.240850Z digest=sha256:fa0fe552fc081b99cf34c9547149e52121f392c27a437a6f4827618a36a1f4c3

Observation 073ae7f7-8b50-4996-9313-baef75ed298a · outbound

This paper cites Kubernetes failure stories,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Kubernetes failure stories,

Reference 12

Resolution
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raw_fallback, observed 2026-08-07T11:27:26.263912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.244702Z digest=sha256:d2a72a926b84eccee40324e5aedb4307f79e796fca185f01c1b83aef38452a6e

Observation e11fc8e5-8693-46ca-9664-2af1d4551aff · outbound

This paper cites Weird ways to blow up your kubernetes,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Weird ways to blow up your kubernetes,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:26.247975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.248490Z digest=sha256:d43d1f440da582cfd99d16f0a7f7867b06239fb7f8ca3557f9436f2359d93ef6

Observation 6edc9846-7031-43e4-ab38-3b7fdc3005c9 · outbound

This paper cites Preventing controller sprawl from taking down your cluster,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Preventing controller sprawl from taking down your cluster,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:26.232532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.252104Z digest=sha256:c819d86232e8e879dd0a44185e57d01ba6c6cab5a7c1aad0fe7b96d8e3c928d7

Observation ce80d40c-9a43-4507-b2f2-415f91cb2691 · outbound

This paper cites Zookeeper pod keeps crashing when scaling down and up,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Zookeeper pod keeps crashing when scaling down and up,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:26.217882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.256277Z digest=sha256:0ce498801463e408ed8e527a77f3b5265a3ef952f5ae6cae609f8bb53813ac41

Observation d061464c-612c-4c37-a99e-f662f8965ce4 · outbound

This paper cites [bug] tidb operator unable to recover an unhealthy cluster even with manual revert,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM [bug] tidb operator unable to recover an unhealthy cluster even with manual revert,

Reference 16

Resolution
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raw_fallback, observed 2026-08-07T11:27:26.202523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.259981Z digest=sha256:bd6089625615b1e5358dcdbe5409079a1cc131684e24ec0c07aa503b32fe25f5

Observation 31d2b0d5-13f2-48af-861b-9f455bca4c29 · outbound

This paper cites Tidb operator unable to recover an unhealthy cluster even with manual revert,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Tidb operator unable to recover an unhealthy cluster even with manual revert,

Reference 17

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raw_fallback, observed 2026-08-07T11:27:26.187001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.263769Z digest=sha256:d5219ad717ed98e3354899084f0b96714bb16f2e0c5901669ae1ea7062f4127d

Observation 527fb2d2-0727-48ad-837d-593ad63c1a20 · outbound

This paper cites Jigsaw: Large language models meet program synthesis,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Jigsaw: Large language models meet program synthesis,

Reference 18

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no resolver link, observed 2026-08-07T11:27:25.267583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.267583Z digest=sha256:0d5cdbed00428cf06595ec111dfcc9626e80966e090fe29cc6fcfa5e0e726244

Observation c36d8c9f-f7cf-46f7-89e7-6a7303f781a2 · outbound

This paper cites Using deep learning to generate complete log statements,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Using deep learning to generate complete log statements,

Reference 19

Resolution
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raw_fallback, observed 2026-08-07T11:27:26.162720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.272089Z digest=sha256:a5f57b558dbb82e7ee713986f0b849e083978a7d22933c7af004c9746c865d72

Observation 26ece245-a751-4cde-8ab3-3d5ed4906c9e · outbound

This paper cites Automated Repair of Programs from Large Language Models.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Automated Repair of Programs from Large Language Models

Reference 20

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T11:27:25.584909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.276408Z digest=sha256:372f6dd3e7807571baf735a920f06db18cb2974180979ad2303808303ddd8981

Observation a18c6ccc-1b38-4e78-906f-9c51e2ceee68 · outbound

This paper cites Studying the usage of text-to-text transfer transformer to support code-related tasks,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Studying the usage of text-to-text transfer transformer to support code-related tasks,

Reference 21

Resolution
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raw_fallback, observed 2026-08-07T11:27:26.147761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.280908Z digest=sha256:cc6b86d4733a44893b7e4a3cf97b708272ca4897a5f0c0a08b4ccc01e10bdacf

Observation 62d0550d-ac54-4845-b922-cdacd31173c3 · outbound

This paper cites Recommending root-cause and mitigation steps for cloud incidents using large language models,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Recommending root-cause and mitigation steps for cloud incidents using large language models,

Reference 22

Resolution
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no resolver link, observed 2026-08-07T11:27:25.284882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.284882Z digest=sha256:619a0f774524cf8343c98061b2167a1822fafe0bb1a9215f68ce8f1b85da27d7

Observation a74e54c7-a6e1-4c87-b683-2e68e90cfdea · outbound

This paper cites Automated root causing of cloud incidents using in-context learning with gpt-4,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Automated root causing of cloud incidents using in-context learning with gpt-4,

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T11:27:25.288710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.288710Z digest=sha256:97147ebfe89469f0db74a10fcccb719436d17238fb5f5bf44c12687a54d3b8a6

Observation bc01c40e-ffe4-48e9-94fa-fa2d279b66b7 · outbound

This paper cites Automatic root cause analysis via large language models for cloud incidents,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Automatic root cause analysis via large language models for cloud incidents,

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T11:27:25.292703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.292703Z digest=sha256:46970889a3c53d237a5173a44cb0d241017c2029d5932e9f59bcc3c765e8ede5

Observation 00a91288-d9a0-4b38-be91-5f77f95bf38e · outbound

This paper cites k8sgpt: Giving kubernetes superpowers to everyone,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM k8sgpt: Giving kubernetes superpowers to everyone,

Reference 25

Resolution
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raw_fallback, observed 2026-08-07T11:27:26.105122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.296428Z digest=sha256:6272c45ecb3b6e6382577bfe0baec4139e90e8a7d01005964623df849c243f42

Observation 0f25c0d4-1864-42f5-95bd-6af17f295123 · outbound

This paper cites X-lifecycle learning for cloud incident management using llms,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM X-lifecycle learning for cloud incident management using llms,

Reference 26

Resolution
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raw_fallback, observed 2026-08-07T11:27:26.089752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.300198Z digest=sha256:a811a3f98238b34e55bdf4d4cabf778560d08534af0e6c3410218cca64cd7c93

Observation eefa6202-85fc-4957-8b04-af510c4ba29a · outbound

This paper cites Neo4j graph database and analytics,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Neo4j graph database and analytics,

Reference 27

Resolution
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raw_fallback, observed 2026-08-07T11:27:26.073748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.303940Z digest=sha256:3b7aad9b83304cd7a221cf11b6841f0344ac08dbd97f3ae200ea290773b49130

Observation 1aabacd0-7bc9-40c8-9bea-551ac655d228 · outbound

This paper cites Picking pearl from seabed: Extracting arte- facts from noisy issue triaging collaborative conversations for hybrid cloud services,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Picking pearl from seabed: Extracting arte- facts from noisy issue triaging collaborative conversations for hybrid cloud services,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:26.057842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.308001Z digest=sha256:b95f938ab947331f8b0e11d635b7baebda6509d4795925ae1bd6b14e3e1732e8

Observation 107a8296-5902-40f8-a7f3-ebba8433bb05 · outbound

This paper cites An empirical investigation of incident triage for online service systems,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM An empirical investigation of incident triage for online service systems,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:26.042105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.311569Z digest=sha256:aacb07bd57fd0f91f399f335b75a76784b04857b67c0afcdafe64d39b4a35f90

Observation ca17b7b9-a879-4c85-b051-38889ec02096 · outbound

This paper cites Continuous incident triage for large-scale online service sys- tems,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Continuous incident triage for large-scale online service sys- tems,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:26.027188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.315720Z digest=sha256:651b1491a0fe711a4cd3a867379a423b8b67d7bd296c418998d60f3750ef475e

Observation 8e6f5b8a-a570-4112-9e9c-a9dbfb7a74a2 · outbound

This paper cites Identifying linked incidents in large-scale online service systems,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Identifying linked incidents in large-scale online service systems,

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-07T11:27:26.011942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.319434Z digest=sha256:54560cead85019a344f4778aa55a163c43d715660070c8e03cfea93e73485f91

Observation 8dd6f6c5-2526-45f8-a9df-a8e2b6509e9f · outbound

This paper cites Dependency aware incident linking in large cloud systems,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Dependency aware incident linking in large cloud systems,

Reference 32

Resolution
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raw_fallback, observed 2026-08-07T11:27:25.997465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.323683Z digest=sha256:ee7b9dcaef4babd9ded3b5b5e7ff3ceb1c6dc81639a01d860b03f1d98c4a8909

Observation 05090637-11df-49a2-bc61-d9cd1a9a4e00 · outbound

This paper cites Decaf: Diagnosing and triaging performance issues in large-scale cloud services,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Decaf: Diagnosing and triaging performance issues in large-scale cloud services,

Reference 33

Resolution
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raw_fallback, observed 2026-08-07T11:27:25.982954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.327331Z digest=sha256:ca109026d15c476ad32d76b0342ad29ddfd56b4bd5b0e91c984779be02c132e2

Observation df040584-5cc3-4877-9bc9-01401d78eb2b · outbound

This paper cites Correlating events with time series for incident diagnosis,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Correlating events with time series for incident diagnosis,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.967103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.330840Z digest=sha256:158b2aac59546755f902a70e71fa5144038faffba887d5c00eafeab4945ed144

Observation 3b3bd437-5a57-44de-a843-c0623bf4d11e · outbound

This paper cites Learning a hierarchical monitoring system for detecting and diagnosing service issues,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Learning a hierarchical monitoring system for detecting and diagnosing service issues,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.952571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.334346Z digest=sha256:ec2a4759facfd14f44c179e84238cb5e5b102fc50e77dbba0339ac243d7d9f3e

Observation b12b237f-4b77-4761-8854-11152d83bbd3 · outbound

This paper cites How to mitigate the incident? an effective troubleshooting guide recommendation technique for online service systems,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM How to mitigate the incident? an effective troubleshooting guide recommendation technique for online service systems,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.938774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.338869Z digest=sha256:db12f430e7c1b64d29a14d1d439c512983ccf017d9d15512723de6dd3e381ca2

Observation eee58062-d776-425f-b3f0-1f452018ae25 · outbound

This paper cites Log clustering based problem identification for online service systems,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Log clustering based problem identification for online service systems,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.924381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.342512Z digest=sha256:1b9f0c0dea2530ab53a0b5e0c35146ecbf5727158a3572106dd70580cda21557

Observation a34e44e6-408b-4e9f-ba5b-d3228232c6af · outbound

This paper cites An approach to cloud execution failure diagnosis based on exception logs in openstack,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM An approach to cloud execution failure diagnosis based on exception logs in openstack,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.909651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.346149Z digest=sha256:28bc249c7542f4b5f972c1778437671bca83b6b2ea04349f3169c194d03e51eb

Observation 5187a2ff-8ac8-4103-938a-cb9c67c62fdc · outbound

This paper cites Eadro: An end- to-end troubleshooting framework for microservices on multi-source data,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Eadro: An end- to-end troubleshooting framework for microservices on multi-source data,

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T11:27:25.349890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.349890Z digest=sha256:90fb79c9ac7664d0bdf68979e2418f5889aeb950053f759f3f2606c41da72b2f

Observation 17a3b405-e1f9-4dab-8796-25d839ad3d96 · outbound

This paper cites Robust failure diagnosis of microservice system through multimodal data,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Robust failure diagnosis of microservice system through multimodal data,

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T11:27:25.353488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.353488Z digest=sha256:20db56608a01fe552bd0d39e5dcd4247f211e0a37dd122b5be2adf84a1366805

Observation 340ffdc0-962c-42ab-98ac-7df04b50ddf9 · outbound

This paper cites Root cause analysis of failures in microservices through causal discovery,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Root cause analysis of failures in microservices through causal discovery,

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T11:27:25.357255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.357255Z digest=sha256:289d120e3992407020de2741f9f5b5901e0455accb2176130ce9fbececf8683f

Observation 5a264232-8791-4f95-a12f-a1a771895c38 · outbound

This paper cites Root cause analysis for microservice systems via hierarchical reinforcement learning from human feedback,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Root cause analysis for microservice systems via hierarchical reinforcement learning from human feedback,

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T11:27:25.361159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.361159Z digest=sha256:bf83334625350c2f816c872f6d47a4a9db17a36b610ec31bd876d9eed5e0c112

Observation f3973307-7fd4-4733-8297-7cf8fe240745 · outbound

This paper cites Causal inference-based root cause analysis for online service systems with intervention recognition,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Causal inference-based root cause analysis for online service systems with intervention recognition,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.859893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.364818Z digest=sha256:5733cea506092e1d581587f9e4950da74668ac4b12a3f9ed8edc94c57998c476

Observation b6fe6097-f378-42bb-bb2e-16426f2f039f · outbound

This paper cites Practical root cause localization for microservice systems via trace analysis,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Practical root cause localization for microservice systems via trace analysis,

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T11:27:25.368765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.368765Z digest=sha256:45dd2db10b2c23235ca2c8a6affd1367c8722c969ea04877cbef5ba064d208f2

Observation 8f1a7403-0599-4701-b5dc-3daea9addf3c · outbound

This paper cites Mutiny! How does Kubernetes fail, and what can we do about it?.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Mutiny! How does Kubernetes fail, and what can we do about it?

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-08-07T11:27:25.564457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.372279Z digest=sha256:31cdd2eff133dbe19aab48974ba07b028def19743f5c265a1702b99bc02eb073

Observation 56c38baa-8e33-468f-b536-58d2fc38a765 · outbound

This paper cites Iot anomaly detection via device interaction graph,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Iot anomaly detection via device interaction graph,

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T11:27:25.376078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.376078Z digest=sha256:940c2304dd633938d6cb619447b1929f5ebbe50bae34c744fd071c214f192f21

Observation cf037932-c984-4dd5-9e82-21a1725299e3 · outbound

This paper cites Rapminer: A generic anomaly localization mechanism for cdn system with multi-dimensional kpis,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Rapminer: A generic anomaly localization mechanism for cdn system with multi-dimensional kpis,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.826823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.380072Z digest=sha256:574cba5373e77505be88eb457bad17fe95bca777726af4b085a697252d539bb9

Observation b64ba64a-d26b-47b0-bef8-154df41d4b20 · outbound

This paper cites A Survey of AIOps for Failure Management in the Era of Large Language Models.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM A Survey of AIOps for Failure Management in the Era of Large Language Models

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T11:27:25.383719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.383719Z digest=sha256:c65465100dffa2cfc5bc7d0c1261870c5e7ba42b86d02ec967d88e6d529389a1

Observation 88f37adf-5b6e-404b-8dc6-33d0b4722cb8 · outbound

This paper cites Graph-based root cause analysis for service-oriented and microservice architectures,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Graph-based root cause analysis for service-oriented and microservice architectures,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.812879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.387590Z digest=sha256:d4d201e601da17f46d759789705ee8dea9c3d39679d12c0525feef8e6fd3105b

Observation 75ff29c6-03c3-46eb-a3e7-aeefe46b0ff4 · outbound

This paper cites Microrca: Root cause localization of performance issues in microservices,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Microrca: Root cause localization of performance issues in microservices,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.799584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.391704Z digest=sha256:43aac1b3f09ef67b3a50c35fe23328ca95a6cc0b4ee461059a3c72724675be97

Observation 225ef763-c074-4280-8c89-ca5ad4db6171 · outbound

This paper cites Performance diagnosis in cloud microservices using deep learning,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Performance diagnosis in cloud microservices using deep learning,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.784055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.396037Z digest=sha256:76294e11fdcee9f7dd342207dbff569b102aaa82b8d7730820753daa2f02e5f5

Observation cf81cbeb-6fc5-4adc-9cce-7c17382c268d · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Evaluating Large Language Models Trained on Code

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T11:27:25.399825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.399825Z digest=sha256:2b8c7d965e921e60f7efcafe59c4e7d42d1cd61f3e425a730efb0ca5854d0445

Observation ecee670d-59f8-4137-8667-507e6d8a4c41 · outbound

This paper cites A systematic evaluation of large language models of code,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM A systematic evaluation of large language models of code,

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-07T11:27:25.403731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.403731Z digest=sha256:93923c9da2acdc3fa15e4d7cc57a7a8223461dc09c4bb1d891f3a9f0c80a5a90

Observation cbf2b4e9-e7a3-4ad4-856b-22c2fe57f0c4 · outbound

This paper cites Repair is nearly generation: Multilingual program repair with llms,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Repair is nearly generation: Multilingual program repair with llms,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.760355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.407132Z digest=sha256:b58c84a4329368cf30369531b755b5b8e5d184f8c3fcadf302520584712bbae9

Observation cdead06f-d4b9-4486-b29c-6a6029d58132 · outbound

This paper cites Vulre- pair: a t5-based automated software vulnerability repair,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Vulre- pair: a t5-based automated software vulnerability repair,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.747612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.410888Z digest=sha256:7b1a9077f27644f22594f743f02890a88e7164bcae155389cb245385f95e5f51

Observation 1dceb68b-cbf2-4295-ad88-e5cc8c1bd2d5 · outbound

This paper cites RCAgent: Cloud Root Cause Analysis by Autonomous Agents with Tool-Augmented Large Language Models.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM RCAgent: Cloud Root Cause Analysis by Autonomous Agents with Tool-Augmented Large Language Models

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-07T11:27:25.414616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.414616Z digest=sha256:9af3f0e424a2c0bd67af7cadb56edf4f61783f2ce3bca3e7f58cc090158d7536

Observation 78c51cb2-36c7-41da-9325-12e86989fcac · outbound

This paper cites Face It Yourselves: An LLM-Based Two-Stage Strategy to Localize Configuration Errors via Logs.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Face It Yourselves: An LLM-Based Two-Stage Strategy to Localize Configuration Errors via Logs

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-07T11:27:25.418411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.418411Z digest=sha256:a0e746abaaca42f56bde1a38383a79cd5285eff035cb95ce4c31141862139dae

Observation 450d37aa-dbf8-42b7-a333-b81bfc661244 · outbound

This paper cites Exploring llm-based agents for root cause analysis,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Exploring llm-based agents for root cause analysis,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.734764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.422737Z digest=sha256:c4896eda6b6ae1c4e5143f96dfda7f55b73b189b4610665f538fc8a7d6286eb5

Observation 888449fd-5b49-4388-b120-17be4dcb5dde · outbound

This paper cites Welcome to graphrag,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Welcome to graphrag,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.721264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.426395Z digest=sha256:f08d9bba3b7dd250e25cdb78bcd541c976930669631f1d046c54bde73e921079

Observation 1cfde34a-8cde-4b89-bcf9-29ba3cbc7e3e · outbound

This paper cites Cypher manual for neo4j graph data platform,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Cypher manual for neo4j graph data platform,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.708471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.430256Z digest=sha256:177cb5c571ecdb4a83a67190bfa07169252e93c1f6fbcd935ec54f633a1aad7a

Observation 4037f0df-afeb-4a30-a7aa-93af6b9b2065 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Chain-of-thought prompting elicits reasoning in large language models,

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-07T11:27:25.434027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.434027Z digest=sha256:a979c0f0e0d86f2dfb814eb4a10e3c48ecd37e9314a7ebebebe10789dbf34960

Observation faf9b3df-27f1-4958-85e1-96d68f24cc75 · outbound

This paper cites Largescale system problem detection by mining console logs,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Largescale system problem detection by mining console logs,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.685663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.437841Z digest=sha256:f814550a2d964db12a6d325b0e07b26249377c54371573383f327fb97ee25374

Observation c4424a99-9bb9-4d03-aca0-bb52e4c22ac3 · outbound

This paper cites Spark: Cluster computing with working sets,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Spark: Cluster computing with working sets,

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-07T11:27:25.441726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.441726Z digest=sha256:36ae23d2d5a3597967d769d7b7f0f6e6a855509af49337317f17c3cf13bbe97f

Observation 1a932498-904d-469a-8933-b7cf117e191d · outbound

This paper cites Unified engine for large-scale data analytics,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Unified engine for large-scale data analytics,

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.663697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.445573Z digest=sha256:f0518e5e37eb8528c91adc47b681a16fcb39b63b02c293f87daf67c36059ac89

Observation cc799306-68e0-4adf-b967-650485d07a5f · outbound

This paper cites Graphframes: an integrated api for mixing graph and relational queries,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Graphframes: an integrated api for mixing graph and relational queries,

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.650803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.449384Z digest=sha256:c164e44f0adfdf5fccc3e2167514ff43c56a3ca37b29f5cd6d91f31dbe3685e3

Observation 092c6e06-7e93-4857-9c53-9517426744f6 · outbound

This paper cites Graphframes overview,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Graphframes overview,

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.637290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.453045Z digest=sha256:4f24c03e59f9f78ed860b48a7c334bd0abaafcd7e00f3b4b627d3b98af2ae773

Observation eb165d33-4c90-44a1-898e-a5c09728f5b5 · outbound

This paper cites Assistants api overview beta,.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Assistants api overview beta,

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.624286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.456769Z digest=sha256:5d59f4500e4f549e601aa3cad9008706ae05045aaf34cf56334381a04e24f533

Observation 5ff6a19e-e76b-4938-8b82-fd638b45d8e1 · outbound

This paper cites Quickstart: Get started using azure openai assistants (preview),.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Quickstart: Get started using azure openai assistants (preview),

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.612022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.460731Z digest=sha256:d6b5ae68069a700f16851a6b1e5220632b9f81c17bd89b66f4d8a98f17ea4b5d

Observation dc2ca7c7-c7ac-487b-a23a-708a8bcb2424 · outbound

This paper cites Pricing: Simple and flexible. only pay for what you use.

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM Pricing: Simple and flexible. only pay for what you use

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:27:25.598626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:27:25.464765Z digest=sha256:8ada0020c91c6b52a37157b5c525b803b8976bc90f67b295ff6742fe8696af6c

Pith citing papers

Observation f58c20eb-376e-4c10-8bc7-13648fba204d · inbound

From Natural Language to PromQL: A Catalog-Driven Framework with Dynamic Temporal Resolution for Cloud-Native Observability cites this paper.

From Natural Language to PromQL: A Catalog-Driven Framework with Dynamic Temporal Resolution for Cloud-Native Observability Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-15T10:55:28.636356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-15T10:53:54.235150Z digest=sha256:0ff5e3082d55624e1a30fa748af4aa6c9641608c7f75729d7a2451589291c947

Observation e6b502b4-3ca7-439c-a9bb-9d74227c5fef · inbound

Towards In-Depth Root Cause Localization for Microservices with Multi-Agent Recursion-of-Thought cites this paper.

Towards In-Depth Root Cause Localization for Microservices with Multi-Agent Recursion-of-Thought Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM

Reference 59

Resolution
verified exact
arxiv_id, observed 2026-06-30T20:05:04.433146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T20:04:34.841056Z digest=sha256:2ee0e94ef4e7375c2ffc9f576f3b7e458949c2a5d902c5f8edc37825d0347f7b

Observation ea56b57e-6a85-45ea-a5c8-2ead466648be · inbound

Auditable Graph-Guided Root Cause Analysis for Kubernetes Incidents cites this paper.

Auditable Graph-Guided Root Cause Analysis for Kubernetes Incidents Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM

Reference 5

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arxiv_id, observed 2026-07-02T23:27:28.084973Z

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source=pdf_text observed=2026-06-27T18:10:31.747998Z digest=sha256:d26fe0b24eb3e8498ba55cd51cf5b007e72e719733f087b35ea6020d68689c12