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Paper Citation Record · LEDGER

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM

As of 9 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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.199601Z digest=sha256:62f3dfb1692a2dffb95d49cee89538a68356c155d43f9bfd49ec3c54ebecbbc3

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.204379Z digest=sha256:ee347c499193958f80a54e98740edb7566b7ce2f45d182771194c11d3c187b3c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.208371Z digest=sha256:c83710d11e85278e54d299ae52aebbb01ddc45716d1d7f2aadcc014ed161b3af

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.213035Z digest=sha256:84149b44cf35f4f7db0ab8d42cc6f301e931846724612c1ce783b8307c550a71

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.217277Z digest=sha256:b93a45adb2653eb5d1afd4ef760306708737852ca56d87e0f09c717eb9cc1f6f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.221445Z digest=sha256:b9d15c0fc4eae93acd3a5e1952682824e411897d7284c84af101852eaeacc0e1

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.225983Z digest=sha256:9254a36f6dc54a128d22790fe0ae5452975d0ce1bdb6072fdba876c2ef02ea1d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.229772Z digest=sha256:8b1da1b24078cb01ef870408155c4a1bc69393bf49d8a59c0d1d67d57302a5b9

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.233463Z digest=sha256:3019139aae23284a49e635b742a9dd923a8ca408b341daee83e9d6d7e98cfda5

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.237032Z digest=sha256:1fac1c44563f6b118cdd6a2857965c7ddd604ebe34be08cfce636eb6cd4d6394

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.240850Z digest=sha256:898bbfc51a1ab47bf865f2ae3987146ee7d04a5f28de82365c831a9cff5c58b2

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.244702Z digest=sha256:fe28a3bebe330a4913e4a311d999f777d19eb9a356b2a207d4f11a2fed6e06d7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.248490Z digest=sha256:743555fd03b1293eadcd4c99ecce45b6c18479d4d3932697124c211599b2b448

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.252104Z digest=sha256:6a9a7b2acd7c51842f21c5ed78b8d3ed9b1d4c45078389a4bda60a95be740e23

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.256277Z digest=sha256:06ac256c732a5eeda947302f4e19533f767879a8ef985947855b3269299944a9

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.259981Z digest=sha256:bac3540d9e90be0abd7a8f0a44b95e23433880e26710356310e4b0a6413ae7f0

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.263769Z digest=sha256:0f15c9c24173b6ecd00284de38d1dd75ca6876e024271b44430568bc41b8e74f

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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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.272089Z digest=sha256:c18cfc8325bc41cad90749cb1c9f5a7b9164f49ce3b2c3da91c2f9de833f95da

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.276408Z digest=sha256:7a0909a2fa5b0e6e3008d5085d14adb6033d500cf4754e930704a840279aacd3

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.280908Z digest=sha256:dafb7fc347de7d9a45aaff459d709ebe91c91959111dd168097fb60c411c6e5c

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.296428Z digest=sha256:0b47dd38e15472d0c917ea297a9bea5eaa358d5c265f57f9c78998ea676c69d8

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.300198Z digest=sha256:27b46c09a571a8a089418269ae46ac5e5f759e709ae0ab483ce06c18cea118bd

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.303940Z digest=sha256:52d5ff0e1c33d7887f9530f9178cd5eadb1262ac3b686d80d762be2f901b918b

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.308001Z digest=sha256:98847158a51a2018fad3fff9ef0b9b423c92bb0df7cbba10aebcdbfabe703072

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.311569Z digest=sha256:bb5a80feb5e9a45d550b04108c055e29639cef777923f1978f90f009a4fd006d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.315720Z digest=sha256:5acb2480556d6d1dbc24131740cf6a87a15c028708d2b36ab445ec16ab5d5a2e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.319434Z digest=sha256:cd52be0becb4f35df49c27e92a6643a764a93ddee3df99fbb60233bdec442be8

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.323683Z digest=sha256:40f27309db8498e654b4993a1c4072c70ef6ab5aa5a794aa73b454601d7a7394

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.327331Z digest=sha256:b7e3a53f289e58315b67768a10d617fd657e885adc629b1db472173f976ef99c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.330840Z digest=sha256:a59cf651d9cbcfd790ad5b1e171b2e23679626f0f8b6dc88371f96bd16494d41

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
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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.334346Z digest=sha256:f1a0f6b53d6bbdb49c6ec85167d2aa401528829278e9dca2c95fe446b1a9224f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.338869Z digest=sha256:a05855dbd18eec6cb201849ff7c5c1ebc0cde71adc9ad7ea550ec38dda5a9727

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.342512Z digest=sha256:9cca295acd1be4ebf8439512ac72e73d405f08cade90393cfb831bda11687c38

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.346149Z digest=sha256:a6c22fcd61ff5bba8af4fb9e1bdebe098ee95047fcceb355e63c4527cb46809a

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
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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.364818Z digest=sha256:bff0d55ef361a83755e8a59dcce4e8ddacd51deeca6006995b21883fdc696868

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.372279Z digest=sha256:628cb2cf82caaba2c134a9f633d4aa8f7126bf17bc67755b672f441688ed1f63

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
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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.380072Z digest=sha256:e652dc48ddf86619bb602f6071870fb1eb1f4d54c90152a8e77e71af740f01e5

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.387590Z digest=sha256:b32acf093e9f151e720035729b6b9692c60f3008eb15b17a55321ccb8b0c5bc8

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.391704Z digest=sha256:38f42a82f7c6c0d9e6cdc62933f015048aaf92d7d4b26d35fa8701ad664ec0a5

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.396037Z digest=sha256:aa0d372e53947950038d8037e9cbf47772d7beb4abd0a7b91cbaecd4d32068f0

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:cf5584ac2de36ab5655b8064c302a647e2ec4ab46ec950d1c78b63d583e3d004

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.407132Z digest=sha256:a289f738b3ac30c63685cea2b94ab8a376717f6d9ed369645ba12f0cf4422fa4

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.410888Z digest=sha256:5191a10222a909dec62abf96178312c59a5439f8dbc2f4852cf2dff8776a436e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.422737Z digest=sha256:d6e68e2df5c72fdcbc2636c3b5d139a18c2b956f1d902dadb786df8facc8ce58

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.426395Z digest=sha256:4274d40d431963b88c6fc91961e8eaca4e7382bb22b4c9e6b5015cd75d059b92

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.430256Z digest=sha256:73ea24e1bc0163bb57229162d38ae9317e6b25f14a46e9dd8a658c9dc95ddef3

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.437841Z digest=sha256:2180c31d7abfdb8593fb578bfd12a18b43a6811e197195259cad495f45732600

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.445573Z digest=sha256:6268089bf6fbf012df2164c9e2e38494350a66590166458a69c876291476bce3

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.449384Z digest=sha256:a2afb914054fa0a6f765d539ec9a0f9b21ca2d6a0c3952d17be7206076d7a5d4

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.453045Z digest=sha256:c2df472993fe2ae228d88fc24caaf984a3f89884f6129b4f9b633ca7b4d24517

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.456769Z digest=sha256:d4831fec199df949383d0e81e46702275fefc93af9750cacc56104fde5a94f78

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.460731Z digest=sha256:671d15ad8a2d6620cb530bc2935c13ec81b4cf03841fe26ea4be08d49b5906bd

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:27:25.464765Z digest=sha256:3698306a02699fc0e2ba09fcb86a70a481be2f95e4f3f34fa32a96f411ebbc38

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-15T10:53:54.235150Z digest=sha256:4fc7ed17cc6e15d4440d28ae50cb7b4e18c4f9f50c50bcc9ffb38b7cc19d9183

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T20:04:34.841056Z digest=sha256:652add8eb38d14ba3f45bcc2872a998221d719d45aab2171c6d5264fa8f834c7

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-27T18:10:31.747998Z digest=sha256:46b95fd55f7a3eefdb1ec03c66a5734ade28dab7237809082b8e4fa0acc8395c