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Paper Citation Record · LEDGER

Simplifying Root Cause Analysis in Kubernetes with StateGraph and LLM

As of 15 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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.199601Z digest=sha256:be145c25d56b495b4c577c923ae3fe5f22b68a256553e7a9ede8409a565ded3c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.204379Z digest=sha256:526a0af8f16077e77bf1f4fb4bee59c61f8533e48027dc19498718913f1456c3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.208371Z digest=sha256:f097c015b1dbdc912cd6d081a4e02b1d43dfa722a6329b91850317c6cf0591f1

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.213035Z digest=sha256:571b5ae8ae5578c112a31d82838f56a0a1500ea84d34a0d322d5a93db3ddcc9d

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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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.217277Z digest=sha256:682401865def4fb8c37c2f579aee7cc5bae14bf39fe351a2aff20a33c9f41e23

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.221445Z digest=sha256:d150089773990d23d2a7a4b73015fe3ec2b64eb68d8a0a46650f48fe93601972

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.225983Z digest=sha256:fbe582e6917f64a75e7e2b32b8a569a1a182c5c5a1bb3de20b2866568c71be93

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.229772Z digest=sha256:5495d1c06aaa11e609551863d15bc3776b3e1d7c50a4ced603b9cfc3bc0a6538

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.233463Z digest=sha256:2b77918ea8d67e91e0e80514eae11366cec5e9dbe9498fb527e301bb706208e2

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.237032Z digest=sha256:4d3039d44ecc9a7daaa72e3d8de8c2ac9693b9f049f5bb8cd2dbd9b590e28102

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.240850Z digest=sha256:1e16f5d4cf10742edd6251309e62bf8fd11c863bbbb666ba5bc7a41d2f482ff4

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.244702Z digest=sha256:7430d40df5364207ce649e3f5f41a85403a9bab41b94cfb1892618dfaa0fdc7f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.248490Z digest=sha256:c19a688af454a6c123d8d938cebcf1b5ba14ab91af5be5cb8a4c0f33c8c2b890

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.252104Z digest=sha256:3ddcc43319c736b4b46d4a42eb491438370786db18da90479f6da890c6374d5d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.256277Z digest=sha256:50e841acecc1a06d12fe8a96c9bdd6ba0073dc3473b7f613f3185bf635fa18a3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.259981Z digest=sha256:be78b7637c2a81ccc25f61184b2d9f71f6a2911eb15ee58861109299d4038d4b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.263769Z digest=sha256:8e61912aae4cddf860e678095790e71b7e19fcca7039bcd7b99e7e129dd7d66d

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=sha256:03f8f4fd738e8c15778b6ac58f9f00e3caf073e77b44957e7e2173efb948a001

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.272089Z digest=sha256:02976142bd62e568d520d17dd681816d4a93363760bf5f8e5355543a0c9a3451

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
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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.276408Z digest=sha256:3b4152953eb2c46f5511e6c205ef6f9812b982abee80879fc5bbb0c7fd09a591

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.280908Z digest=sha256:c03e0cc062c0b6d2a7538c246a75a59a69ce94b780fc688e853dec5e5aed0a20

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

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

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

Reference 22

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.284882Z digest=sha256:0b795c8db63b28fe984865f693b05034b5e41f0a7c591d6e9b9f310d0ca746a3

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

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

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

Reference 23

Resolution
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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=sha256:35d9e9f6ffee22b30bdd71cdf1d37135826ec23bf6ac2199d8d288857dbdd216

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

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

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

Reference 24

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:27:25.292703Z digest=sha256:fc9d29bb36b5b8a13078cc86c24ccf150249d87d22c1363017dd6da502cc60be

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.296428Z digest=sha256:a2be0c200d01585dbc54d6e5693860543980846f2a83bceeb51fdfcf86bc1e4e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.300198Z digest=sha256:2f742561f82d612e7e2bfd35ecafe2d4239b09c7f8fa3b7451c8f6b9a51d54aa

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.303940Z digest=sha256:29b1c950e4d4d9f5dbd61cfa357f6295ea8dccb0b8f0f3a619465759fff6608e

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

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

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

Reference 28

Resolution
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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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.308001Z digest=sha256:d5fc3da5996285f57af0e2a49bc67f618203d276b30dccb2289ee92b48189ed1

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.311569Z digest=sha256:21674f9798a98373fff1237af7c1b6b373699e4a006bace085e0daed4c921daa

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

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

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

Reference 30

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.315720Z digest=sha256:2140a2ef946932cd5c31c827073c39ee2a42b44443377b4aed5a9628a593b9d4

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.319434Z digest=sha256:00dc87ad4cf739c2b852507adc9eb4d0b30bb8ba6202d5fd52e49a1be93b11ac

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.323683Z digest=sha256:31fd81e4d650d99af34d3d59d74d7a661cee01e924581f325b67066403d80fd1

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.327331Z digest=sha256:eadb3c4d111e04076dde95e02853bfd8a9aef023e223c0accd679ce53b61be70

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

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

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

Reference 34

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.330840Z digest=sha256:2712d1260e8a0cf7cc3ee5e009c1135230ba61d43b3ef8ce87cf956e64fe0a79

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.334346Z digest=sha256:09dbe219d5f5c3eb14ddbaba34bec7a9ac17dcbbf2fdcc1b3f3fa5699a784e04

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.338869Z digest=sha256:05b54cf4402d510c1e3896fbdc29ae68ce6ef539040512fb8bf42f1e56bdba05

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.342512Z digest=sha256:80681a51772ba23e0beccbf4c907bbfc790fef861c8577a120547929301b2280

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.346149Z digest=sha256:9cfa182dae43e19c6668044e21ced9eb22e4f0d39addef686c2eefaaa19bf304

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

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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=sha256:80b86d0b2e7a55c8e3c924e04f507bb438afcbfd7ff1cadfcb869b9996c7daad

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
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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=sha256:63721f0eabecd780423dfdc9e5df4df062bcfd97ee188edcce862a6204a9c75f

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

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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=sha256:5470bcdb19524ae4dc1d37c4e76e313938b62bfff53080b0576a8987855e1494

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

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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=sha256:35250a9ed4e29b9fdf511a733bc7a252c2f0e7e53fea9e25e8eae1cb8681bf14

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.364818Z digest=sha256:047e9eec062066c1a87431c66ef6dcec70baa838b61b5875a0e80d7629ebd649

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
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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:d066e2eec12128211e6c750fa4bdf4def88e9eae6e4c8cb1af77a7d3425f5605

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.372279Z digest=sha256:92ec5ee75c655650321d93175a30fd8b05d0677d315eb0e1573b9931a6795a71

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=sha256:90f293b8f9e776f6e7c8f9db5af9a1dff87fe6815ec085bd4ec8614755408335

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.380072Z digest=sha256:9289ac15d1ea0f5c2d7bbe65a842241eb6e0b20d21a083ee7e375529b6654290

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

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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=sha256:875722ab5f646853e1873be38774fa168238791c80b6190f65d261430029f5f2

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.387590Z digest=sha256:c2b6cfdc7e3ac30d374514338e82ab68eb6cbc9e4c2df97ca05a74e69a815ee0

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.391704Z digest=sha256:230d0cf425fdb676c999fc31460a2d3578ad33e7350a8af44bc2d8464ab184c8

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.396037Z digest=sha256:44da3911a19bba3da137f82caff4c7fe20c4afac5a624e8bf29effd7ea16e6c4

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

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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:a2195783265c582184bd122f4f1ede303866f6477deffe286832cb7c97348e36

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
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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=sha256:27a2ca4cb513a360c91bb612085a526cf17448f6f7e74dc886f2b618e837603c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.407132Z digest=sha256:8485651ec2b7e92005d9952c6351653ca7c081e34704ec80748911f212ba81ac

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.410888Z digest=sha256:34ae104c3c3952cc89e6bc7c701d1b3753dcbe81f9fb7d5efe3f0d5dc1b529d4

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=sha256:65c22959701aa24ff8632a3594f20214ecbf55369daf69f343aa28c991fbf8ba

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:b02f483f6cbfbfad73f544d703c751ce7ef6b623c5e234429c05da8e1d6b0674

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.422737Z digest=sha256:c9076a9c7cbee5b7593b7ba6713cbbd24f136fc856bb3d376c5f16e02a1d0502

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.426395Z digest=sha256:9abc96ca3edc83df1b43eb8cde56d1577722a34a932d062617acb3be3e4f04e7

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.430256Z digest=sha256:1e0354534509fb71b099c0c0432eb3ff1625a001314d8a1a02d7f631a46804d7

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

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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=sha256:095180771f262ebc368843495dd8ae139ab38c3ae7d3b01e65284310b97456d0

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.437841Z digest=sha256:320f22b15bab964147a48a3b5dfc7ca868fab4c417a1e6ace58ae2d750ceb5c1

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

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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:d048d8c53ad232398a595ec0da3f99e4c45928189c3569d0ea470d1723f50055

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.445573Z digest=sha256:39d47ae877ceeb1817148d2331bfda4b80942ea9c758a4258d76a63a9ee49fac

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.449384Z digest=sha256:db7d5d84f326c82802e17738b398d2018176f5984470783138ac3c593ec23f9a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.453045Z digest=sha256:746ab994c0d3138feeabe3228b47ec5716f8e2aee675e5087e0f583d29ec2b7f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.456769Z digest=sha256:87eff83d53f7e4d55a293e6a854f19f07d1216c287e9ce1b6e5543eb9c1606e9

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.460731Z digest=sha256:72fe819ec1c18012b95cab353465e92cf47191689cf92524594f9d1181ea2501

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:27:25.464765Z digest=sha256:0ade44d262be63603aa90034c224645bd1d507af218c0943acee999b2352d6d9

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-05-15T10:53:54.235150Z digest=sha256:8578f8788f0d4aa56ce2b83f9b57ec1f6a27fa1c1a4c2a9620c72a9510cd9f73

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-06-30T20:04:34.841056Z digest=sha256:fed0bd09f3edbcec59ce350615dbc563f91f25ba439cdbd8223843284cf21343

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

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source=pdf_text observed=2026-06-27T18:10:31.747998Z digest=sha256:c5f8befbd0a8932e429077d9d58e2f141d88a84e0f907514cfb11c9e44900164