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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 2026-08-07T06:34:17.273281+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
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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.199601Z digest=sha256:84b2a79d3582153b88802cd872bde1925a5fc3c975ed11c266b9c7166e684082

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.204379Z digest=sha256:d8045f3090c617e4767b16b6b4e59c380f1b4762e06c1b462ad5eed5294cb4ef

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.208371Z digest=sha256:75e69843d7d0d8a7ff86644989dde6db06328f86896690d2452522c0c3e75eba

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

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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.213035Z digest=sha256:58d4daeea352ec319d86f9e03b22c443c2937842ab5313c0890624a6909f62d7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.217277Z digest=sha256:360ab0fc1b9335f08cba4b51a93f2b3fe256379a7724f1a3464c26c39f3fda8c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.221445Z digest=sha256:1bc4e3da377367e232073a5e0fd7433abfeb8a17c0ec18e5e81848616433d5a1

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
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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.225983Z digest=sha256:573145c18caa1ae8231bc70d88ae373c6830bbe1242573577ef199a0010728ca

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.229772Z digest=sha256:68c4b3b194de22365fdfae1352f0e04f0f46df8fe71507d839da7d3b54de260e

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
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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.233463Z digest=sha256:5cdd548c35a7e137ccc6704afaa6ba94f65c5b047a09f7900bf7f5651ba559ae

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.237032Z digest=sha256:ae150cead6faa3fc1f29a94714aa6a377b4e59bb4d4b65f60d1af2da5891ba8d

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.240850Z digest=sha256:c0216440ca4698e1852089a9fe2c21dce1573187f096dd51fb9482d9abdc7cab

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.244702Z digest=sha256:e68c5c437fe0e4f9e3a113c870f84811fe5b216b7fe6e3b2d6edcda3914ea09e

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
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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.248490Z digest=sha256:eb5146d6141999f7a0c070a6f901b5b3cd5c01954cecdf03683c21bc06bc44dc

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
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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.252104Z digest=sha256:459c84c761411cc96bfa8a5fa52cc37144c94afd57969bea1499c530fb09017b

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
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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.256277Z digest=sha256:05a509a3b8deea84650c33f0a82028633d8710de67d418974552242a24775cd3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.259981Z digest=sha256:888c0ae41cc7d0ef897b46275f04f705b8b062fdb04d4b005deebb524300dd5a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.263769Z digest=sha256:677224d704e267ec0745e305d5a72782dcb5f189a3228d5960bf0f368cd50acd

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.272089Z digest=sha256:8d69eb2ae053d73b74cccca89c297922886330849109f1ae628db6424ef8f146

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.276408Z digest=sha256:ac88842f51dbf2cb44d6d5a25f17521ce58512b3626e63f758770d8fbccb19c4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.280908Z digest=sha256:85e4ccbc5208ff1ddb62a8ef5065f010362cc1ee7768ef15b41e275fc0a20c3d

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

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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

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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

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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

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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.296428Z digest=sha256:0b4a4fd6d327d11fec164df28fcf0f0bfae94e583475072e2ff600d1ac585858

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

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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.300198Z digest=sha256:e8e594b89cad8cfa9035ceb60f1c387bf8a6ca6fdea3613bb135bbf2e1b1c027

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.303940Z digest=sha256:a474f109f0b2f3c6cfffebb25a396d5202729af4ab80477056b009f0be24d44a

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

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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.308001Z digest=sha256:b2de9ee347917c45dc2c77b2374a1a64e4256874e6800097dc0a171b541af008

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
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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.311569Z digest=sha256:d3558fd005fedce0b73c188b31307317562af41d68fcfa26d58569800dedb68a

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
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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.315720Z digest=sha256:cbee6ffe211426d5d1f2286ad076548b75e63359838e4deba23a120f7ff5b794

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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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.319434Z digest=sha256:7a1f6a1c9f1469b84632ddfc56d42aa24cdcb8ccb59ad4142f50d59ac8bf0313

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

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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.323683Z digest=sha256:f2b23a23ccf2353a48a43bd1dc7e97a80f636cb243203019a63bbe1fb2e0e5ea

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.327331Z digest=sha256:352d928cabf361f383037b12efec71e13e8bc0be43102df23f5beb278fbb699c

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
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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.330840Z digest=sha256:443f356af43b742b2eaa457a1161f7168af06855ac43f8463e4721ef7862252d

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

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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.334346Z digest=sha256:741183102203e23fd070fda84078baf1352da9a01de470b733223afa25c9fe86

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.338869Z digest=sha256:2e854ac42bc256c9a171e4002809a71e570506f2c1696cbef68f10bd322c0fa3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.342512Z digest=sha256:c4ce3b7a04cd40ef985a9a251e86848fdb08e1a7179f224c0b1b1cd865bbeade

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.346149Z digest=sha256:1ddf1047a4e20132d750b9aa51dd160775ecf2e1d18c0740be3a30651e2be4d3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.364818Z digest=sha256:8557aa905b85b0d98f8c64f8439a53cabfb7a21d7c01e6d401c679de9b48cb58

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.372279Z digest=sha256:262b5e48dfe594ba6676c28a12a00db2384ae778cae6b7e2e51cdc7a974ba440

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.380072Z digest=sha256:3868f9e8f9aa1720b6fd8f8a132839f92bd42501e67aafc26d585d54c2fcbbcb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.387590Z digest=sha256:a6a042d3fb9d9f4ce1568000c3134fd0833fe1006b82822df987395e01e9481b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.391704Z digest=sha256:71a1a657b5b8197739be069c96d79f4ad7716e97704a318623a389e7d32ef8e2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.396037Z digest=sha256:c0026adf74bb9743104f85d2fcf70aa15a3541ff6e4920b0b0b372354984d5b9

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:b858ab3f329427169cc35b0039add94279435ddd70371da033af92c5a1fd8199

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.407132Z digest=sha256:4cb615ddfdf47637266580552ecf9fc361ee5730a9f7e09f976cdf0ac3c5431f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.410888Z digest=sha256:8df0042fb5bf8dbf19784168befc03643d1e5c62a155334d438e1dd27975a938

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.422737Z digest=sha256:6f9a54a2d66da0b96b0a3d52cd55f8c1bb12cdda3c9674ff812939652c90d7bb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.426395Z digest=sha256:4b62b1f1695ed08d65ae4ca8be40cd796b578ee609cf8d172fc774bd438b69e8

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.430256Z digest=sha256:3b05a709e0f9403a7fbaa1c38908b0d2b552d6846585297d7df95c5b73fe6c3f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.437841Z digest=sha256:8e06faa71853f5b22bdf66b572b1a232201e69c65107123a79d9dfde3a5f9bf6

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.445573Z digest=sha256:a3e962d4575922c3d22ae6195cde6d809874a18e8ba3f131493cd32cee58707e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.449384Z digest=sha256:d31031a2b8a3ee62a3494f4479de2b5a5a0b00fadca645fbbceabb2159cb1e48

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.453045Z digest=sha256:edd973c1143800870328dd3018d716cb800e5dd5bb272619edb2c062bd71669b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.456769Z digest=sha256:6df37c53ec073da5ec65e4ea13fb52ced6ca3964c1084af2523c4a03e6e56bba

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.460731Z digest=sha256:dd36491495c26e0bf89e71782f236a4cb7b7348b01b801969e0a7dac613938cc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:27:25.464765Z digest=sha256:61ec73c4a84be40108510016665d7887bb8b86255801b4d5a218ae25bf27ac7c

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-15T10:53:54.235150Z digest=sha256:f6619b2572507b6bb1d8e239f81b593db9dc1006e02c252d47f0c3541d200424

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-30T20:04:34.841056Z digest=sha256:81eef3f01ce0c5755044d93f68ed5138d1009f940e0ba978cb30bad42ca1cadd

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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