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Paper Citation Record · LEDGER

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade

As of 16 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 2 inbound Pith citation observations for arXiv:2607.06503.

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

pith.paper-citation-record.v1
2607.06503 v2

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T08:18:06.746853Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T23:23:58.032044Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T23:23:59.279527Z

Reference resolution

35 of 35 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved35
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8d5634cd-fd86-4335-94ef-018f83213328 · outbound

This paper cites Angelopoulos,A.N.;Bates,S.;Fisch,A.;Lei,L.;andSchus- ter,T.2024.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Angelopoulos,A.N.;Bates,S.;Fisch,A.;Lei,L.;andSchus- ter,T.2024

Reference 3

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source=pdf_text observed=2026-08-02T08:18:03.476076Z digest=sha256:0088c129d2e419ca4360929060c5bd2c63a846b2a1715f2c0caa8e7c87af3787

Observation 919ff70d-3ac6-4e8a-b233-c170ecc263ea · outbound

This paper cites Bates, S.; Angelopoulos, A.; Lei, L.; Malik, J.; and Jordan, M.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Bates, S.; Angelopoulos, A.; Lei, L.; Malik, J.; and Jordan, M

Reference 5

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source=pdf_text observed=2026-08-02T08:18:03.736530Z digest=sha256:8810f90305acc151783cedfa64f22a664666414746ef6316d27dee17a9eb502e

Observation 2c397fdc-3f76-4945-beea-c6f3d1de481f · outbound

This paper cites Chen, Y.; et al.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Chen, Y.; et al

Reference 7

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source=pdf_text observed=2026-08-02T08:18:03.977814Z digest=sha256:01dafddff2c20a4b61052550e0359b83c7ce481655a6763a5766c200867cbb95

Observation 6a411282-baa1-44fb-8e62-9a6245e71f12 · outbound

This paper cites EE-LLM: Large-Scale Training and Inference of Early-Exit Large Language Models with 3D Parallelism.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade EE-LLM: Large-Scale Training and Inference of Early-Exit Large Language Models with 3D Parallelism

Reference 8

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source=pdf_text observed=2026-08-02T08:18:04.108546Z digest=sha256:53662a780452f3c9da8355bdfbed87d836667ca9ba6645976b0da2ab431ea1c1

Observation f3d74e3f-40a8-4ca9-8651-9f77e3e35274 · outbound

This paper cites POIROT: Interrogating Agents for Failure Detection in Multi-Agent Systems.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade POIROT: Interrogating Agents for Failure Detection in Multi-Agent Systems

Reference 10

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source=pdf_text observed=2026-08-02T08:18:04.402438Z digest=sha256:3e6e7ebd1c40c099913260d56128e9df1f581dbe330d480002eddc8fac0a4b0c

Observation 33a56c80-02a1-4312-a653-764bdbac3b70 · outbound

This paper cites PrefixGuard: From LLM-Agent Traces to Online Failure-Warning Monitors.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade PrefixGuard: From LLM-Agent Traces to Online Failure-Warning Monitors

Reference 11

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source=pdf_text observed=2026-08-02T08:18:04.528603Z digest=sha256:356616f820f25814dcec8ce26df081b1dca3ad1dcd1b1438831fbfd5964d9459

Observation 3c5c02e3-7455-45de-bda1-72c0c8f0ddfa · outbound

This paper cites Language Models (Mostly) Know What They Know.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Language Models (Mostly) Know What They Know

Reference 12

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source=pdf_text observed=2026-08-02T08:18:04.632072Z digest=sha256:097ee8b4e7d991b9262a0850a4dcb3d98b847e1aa61e03e74d21f127d10fbda3

Observation 4a2c4511-e871-4b73-a5d0-fe58255a5b35 · outbound

This paper cites Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs

Reference 13

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source=pdf_text observed=2026-08-02T08:18:04.752699Z digest=sha256:c76af87a28549caf363387c81ac912f36c40d6a04958fa7234e7c5b06f24ecac

Observation 9c756919-511e-4284-8271-82dea13b88fe · outbound

This paper cites Early Diagnosis of Wasted Computation in Multi-Agent LLM Systems via Failure-Aware Observability.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Early Diagnosis of Wasted Computation in Multi-Agent LLM Systems via Failure-Aware Observability

Reference 14

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source=pdf_text observed=2026-08-02T08:18:04.825543Z digest=sha256:71fa8221cc71527852d81f3d27ec48f9ef033c6189958f30b283580e4d090420

Observation 271f8fd5-18f5-460c-a12c-23a06689d0c9 · outbound

This paper cites InInternational Conference on Learning Representations.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade InInternational Conference on Learning Representations

Reference 15

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source=pdf_text observed=2026-08-02T08:18:04.890228Z digest=sha256:f699781eefaf70e07ddaab81a278b2ee999324abcbbb1a85c11c034e1c148ecc

Observation 1af5ec80-a630-4086-b5ea-920fd0f158bd · outbound

This paper cites BAGEN: Are LLM Agents Budget-Aware?.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade BAGEN: Are LLM Agents Budget-Aware?

Reference 16

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source=pdf_text observed=2026-08-02T08:18:05.010731Z digest=sha256:1923fbf9f2af51d4d6b309d72f45129b8706728a2cb183cf529542b61d86f186

Observation e2a85ff1-10f6-4a24-9910-3ff5d1b612e4 · outbound

This paper cites MEMPROBE: Probing Long-Term Agent Memory via Hidden User-State Recovery.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade MEMPROBE: Probing Long-Term Agent Memory via Hidden User-State Recovery

Reference 17

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source=pdf_text observed=2026-08-02T08:18:05.110830Z digest=sha256:7f484ea2c0605450287fbfd11fe5e3df7f438f0b2027d3c87fcbc015cfa7abce

Observation 72f2585a-3ce4-4857-8dcb-e23485e3f759 · outbound

This paper cites Adaptive Inference-Time Compute: LLMs Can Predict if They Can Do Better, Even Mid-Generation.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Adaptive Inference-Time Compute: LLMs Can Predict if They Can Do Better, Even Mid-Generation

Reference 18

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source=pdf_text observed=2026-08-02T08:18:05.198672Z digest=sha256:4033b60f76276d44d50e0ef0cb81fdc34a52919d36780a50d89aa09cc851f53a

Observation 53d08127-94de-4d2f-b2e0-3c271e29bfdc · outbound

This paper cites Early Stopping Chain-of-thoughts in Large Language Models.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Early Stopping Chain-of-thoughts in Large Language Models

Reference 19

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source=pdf_text observed=2026-08-02T08:18:05.286479Z digest=sha256:af75aa07f614f1a08601d37ec593d533f6bdbebceb48d72bfd5dbd8612db8707

Observation dd05902c-e2e3-4243-9529-71824301cfe9 · outbound

This paper cites When Agents Commit Too Soon: Diagnosing Premature Commitment in LLM Agents.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade When Agents Commit Too Soon: Diagnosing Premature Commitment in LLM Agents

Reference 20

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source=pdf_text observed=2026-08-02T08:18:05.366056Z digest=sha256:df257cf3ddb134e29449b18e98ffa1bfa08c10105330311ae4b71e18c0e6ccb1

Observation 5fd9bcd5-bf08-462d-a7b1-194eabb774b7 · outbound

This paper cites An Efficient Inference Framework for Early-exit Large Language Models.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade An Efficient Inference Framework for Early-exit Large Language Models

Reference 21

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source=pdf_text observed=2026-08-02T08:18:05.427095Z digest=sha256:6950aa1cf08617554e44597d0d861f5fda10f4ee24ef546e52a8e9740434fd7a

Observation 8e62ae5a-a2c9-418f-897e-a11d7ebc933e · outbound

This paper cites From Actions to Understanding: Conformal Interpretability of Temporal Concepts in LLM Agents.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade From Actions to Understanding: Conformal Interpretability of Temporal Concepts in LLM Agents

Reference 22

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source=pdf_text observed=2026-08-02T08:18:05.550227Z digest=sha256:8ead0519998bdab3ca83103ce8d61020b80c2da34c743ea739ef2924810f7bd7

Observation cd204c55-cd23-453a-b04d-b4cba6d2d495 · outbound

This paper cites AgentStop: Terminating Local AI Agents Early to Save Energy in Consumer Devices.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade AgentStop: Terminating Local AI Agents Early to Save Energy in Consumer Devices

Reference 23

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source=pdf_text observed=2026-08-02T08:18:05.606888Z digest=sha256:7e465795d26d19d0cfaee9a207b882699912a97acc707dc6f0ff7c4d60a69728

Observation 7b41237a-b200-4524-8d97-3c0e761a47d2 · outbound

This paper cites Recursive Introspection: Teaching Language Model Agents How to Self-Improve.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Recursive Introspection: Teaching Language Model Agents How to Self-Improve

Reference 24

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source=pdf_text observed=2026-08-02T08:18:05.701701Z digest=sha256:454dc79ffa49837bfbb26ef7a64930254fa6cb0abf3ca036b71d19392b8803ea

Observation 49e2bf22-88cd-4cb3-a35b-902ad8745749 · outbound

This paper cites Qwen2.5 Technical Report.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Qwen2.5 Technical Report

Reference 25

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source=pdf_text observed=2026-08-02T08:18:05.751026Z digest=sha256:9427df890438f9868943205bc80a56cd994e2927b2698a322112980e1b14c746

Observation 9e646a73-72ec-48f2-8533-0caa99d9748d · outbound

This paper cites InConference on Robot Learning.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade InConference on Robot Learning

Reference 26

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source=pdf_text observed=2026-08-02T08:18:05.827511Z digest=sha256:6d94a11f5dcf8c5f0b98f7494a01689de9c9194ee5025de184aab7fc1143b4ae

Observation bf018e18-67f7-4605-8ccb-3813442c7a17 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 27

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source=pdf_text observed=2026-08-02T08:18:05.914267Z digest=sha256:5426a0e7cdb1b0fcb5523c063dc70024aebb5e49c691be457638a24d2438a209

Observation 66d37143-cbe9-476c-9487-2c00c7eabc7d · outbound

This paper cites Semantic Early-Stopping for Iterative LLM Agent Loops.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Semantic Early-Stopping for Iterative LLM Agent Loops

Reference 28

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source=pdf_text observed=2026-08-02T08:18:06.004911Z digest=sha256:53ce2ae16e5efa7f52bf81ecb5adcb75d348eafa428dc5bf595e1da7352b5832

Observation 361f201e-601c-465d-b93e-8cd65aee1455 · outbound

This paper cites Vovk,V.;Gammerman,A.;andShafer,G.2005.Algorithmic Learning in a Random World.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Vovk,V.;Gammerman,A.;andShafer,G.2005.Algorithmic Learning in a Random World

Reference 29

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source=pdf_text observed=2026-08-02T08:18:06.134744Z digest=sha256:7665343cbf09e8ea885fc10d77733708c9ca2348baf8332ad1e46b624e4985f0

Observation aa57d38e-4bff-46db-a5f4-b09d9ad51187 · outbound

This paper cites AgentGym: Evolving Large Language Model-based Agents across Diverse Environments.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade AgentGym: Evolving Large Language Model-based Agents across Diverse Environments

Reference 30

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source=pdf_text observed=2026-08-02T08:18:06.225163Z digest=sha256:991160ea2ffa4788a9a5292fd91297129974f91a8c4c495a62b52da75fac4517

Observation c6746298-ab87-4e27-890c-ce769fe8cabe · outbound

This paper cites Cost-Saving LLM Cascades with Early Abstention.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Cost-Saving LLM Cascades with Early Abstention

Reference 31

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source=pdf_text observed=2026-08-02T08:18:06.321212Z digest=sha256:098a5b8bbc5b73276e3bbbb94275b8ef3c920c1eba19a5bfee979bc5f92cc096

Observation 86137ae6-8071-4df5-86f6-64ade169b0d6 · outbound

This paper cites AgentForesight: Online Auditing for Early Failure Prediction in Multi-Agent Systems.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade AgentForesight: Online Auditing for Early Failure Prediction in Multi-Agent Systems

Reference 32

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source=pdf_text observed=2026-08-02T08:18:06.414552Z digest=sha256:94ac497a0ddbbab014b3b508a13c60b081dbac5123ed344d39d50741199ab00b

Observation 16b38e58-5e24-4d1c-8cbd-7c40426a62ef · outbound

This paper cites GRADE: Graph Representation of LLM Agent Dependency and Execution.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade GRADE: Graph Representation of LLM Agent Dependency and Execution

Reference 33

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source=pdf_text observed=2026-08-02T08:18:06.526343Z digest=sha256:32a45460b5d11ef977f3891aa479064128c7331288d6597ee041139dd376ad59

Observation 19dbd6ed-ad9d-47b3-b3c4-2e25eb638ad3 · outbound

This paper cites arXiv preprint arXiv:2509.25370.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade arXiv preprint arXiv:2509.25370

Reference 34

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source=pdf_text observed=2026-08-02T08:18:06.644479Z digest=sha256:c40b49384c2858f0fbac98c1a2f7bf86ece4a273e10ba9566687fca7bdf66616

Observation 161aeccc-1fc6-4d36-98ae-acc7741168a6 · outbound

This paper cites an unresolved cited work.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Unresolved cited work

Reference 35

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source=pdf_text observed=2026-08-02T08:18:06.746853Z digest=sha256:5d524c235c2ec6e65495f68a1e7bc06659d64dfd8ad393aac6c8e186abb0a1a4

Observation 44203633-1387-4ddf-ad4a-714a63e52533 · outbound

This paper cites Understanding intermediate layers using linear classifier probes.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Understanding intermediate layers using linear classifier probes

Reference 2016

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source=pdf_text observed=2026-08-02T08:18:03.366771Z digest=sha256:5dad6d664d2d163ad76f102fda47f657aebbe4c3e3e960bbbe6e475c2de83b42

Observation b4b8dccd-6213-4a68-b646-d3168bb61d2f · outbound

This paper cites FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance

Reference 2023

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source=pdf_text observed=2026-08-02T08:18:03.855918Z digest=sha256:7146c17d952a9078dd47d4bac0c67651bcc87ab18bbf96df5868379c95110997

Observation 23d3278e-81e4-46f7-a233-fc1b77fb12f7 · outbound

This paper cites Knowing When to Quit: A Principled Framework for Dynamic Abstention in LLM Reasoning.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade Knowing When to Quit: A Principled Framework for Dynamic Abstention in LLM Reasoning

Reference 2024

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source=pdf_text observed=2026-08-02T08:18:04.268676Z digest=sha256:e9df264a4b75a2660dcb9778789219a95082dcda8f901f652291c925188b292f

Observation d93977ff-14ea-4a30-a458-b8adb63dc669 · outbound

This paper cites InFindings of the Association for Computational Linguistics: ACL.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade InFindings of the Association for Computational Linguistics: ACL

Reference 2025

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source=pdf_text observed=2026-08-02T08:18:03.246097Z digest=sha256:c7f352badfcd156258de6724dbc8bfb4937b23b00dfe9a8c12558073936331f6

Observation 8abe831e-7351-4b92-b93d-1abd1b30ed6a · outbound

This paper cites When Evidence is Sparse: Weakly Supervised Early Failure Alerting in Dialogs and LLM-Agent Trajectories.

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade When Evidence is Sparse: Weakly Supervised Early Failure Alerting in Dialogs and LLM-Agent Trajectories

Reference 2026

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:18:03.582277Z digest=sha256:d9ef89e19fba2902128b36f130c0b54d0be6a11ba68a14fc714a8e1c9a360c2b

Pith citing papers

Observation 2224317c-955d-4bc0-a27d-5993888fa133 · inbound

Real-Time Detection and Repair of LLM Agent Failures cites this paper.

Real-Time Detection and Repair of LLM Agent Failures Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-04T06:55:00.672783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T06:55:00.672783Z digest=sha256:27adb6c381494ee8d6a27ab60ffbfb63bf391e4e6166d31d092079f1b9d004fe

Observation 2fcae79b-e82f-4595-b5cd-e9c962a1ea59 · inbound

Fail-Fast, Restart-Smart: Early Failure Prediction and Restart for SWE Agentic Tasks cites this paper.

Fail-Fast, Restart-Smart: Early Failure Prediction and Restart for SWE Agentic Tasks Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade

Reference 44

Resolution
verified exact
local_arxiv, observed 2026-08-05T23:23:59.335835Z

Source-reported events for the cited work

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

source=arxiv_source observed=2026-08-05T23:23:58.032044Z digest=sha256:3a1957ae86dc13bd7a81b50b83c33d73133845c76c610effac496110cad69c36