Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-09T21:02:40.968352Z
Paper Citation Record · LEDGER
Progressive Crystallization: Turning Agent Exploration into Deterministic, Lower-Cost Workflows in Production
As of 7 August 2026, this Paper Citation Record lists 9 of 9 outbound references and 0 inbound Pith citation observations for arXiv:2607.07052.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
9 of 9 outbound references displayed
- verified exact4
- verified fuzzy4
- unresolved1
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 613701be-733a-452c-a35d-a643afa52ecc · outbound
This paper cites A Survey of AIOps in the Era of Large Language Models.
Progressive Crystallization: Turning Agent Exploration into Deterministic, Lower-Cost Workflows in Production A Survey of AIOps in the Era of Large Language Models
Reference 1
- Resolution
- verified exact
- local_arxiv, observed 2026-07-09T21:06:34.883207Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation aecc3366-b8ac-413b-b9b4-f3f7b58970b8 · outbound
This paper cites Autonomous Incident Resolution at Hyperscale: An Agentic AI Architecture for Network Operations.
Progressive Crystallization: Turning Agent Exploration into Deterministic, Lower-Cost Workflows in Production Autonomous Incident Resolution at Hyperscale: An Agentic AI Architecture for Network Operations
Reference 2
- Resolution
- verified exact
- local_arxiv, observed 2026-07-09T21:06:34.880060Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d4e6d5fb-4512-4ba2-a569-93a921d68561 · outbound
This paper cites ReAct: Synergizing reasoning and acting in language models,.
Progressive Crystallization: Turning Agent Exploration into Deterministic, Lower-Cost Workflows in Production ReAct: Synergizing reasoning and acting in language models,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T21:06:34.923065Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a1b36db3-a1e4-455c-848d-8ea746769ce2 · outbound
This paper cites Toolformer: Language models can teach themselves to use tools,.
Progressive Crystallization: Turning Agent Exploration into Deterministic, Lower-Cost Workflows in Production Toolformer: Language models can teach themselves to use tools,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T21:06:34.918936Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6e11aec9-3d4b-45cf-b6ea-9e0839b29438 · outbound
This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.
Progressive Crystallization: Turning Agent Exploration into Deterministic, Lower-Cost Workflows in Production The Rise and Potential of Large Language Model Based Agents: A Survey
Reference 5
- Resolution
- verified exact
- local_arxiv, observed 2026-07-09T21:06:34.886497Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0db01588-b064-4f73-8d3e-439cc2155bc2 · outbound
This paper cites Wooldridge,An Introduction to MultiAgent Systems, 2nd ed.
Progressive Crystallization: Turning Agent Exploration into Deterministic, Lower-Cost Workflows in Production Wooldridge,An Introduction to MultiAgent Systems, 2nd ed
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T21:06:34.926985Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b65d6e3f-77cd-44a9-b08e-274998116e54 · outbound
This paper cites A survey of AIOps methods for failure management,.
Progressive Crystallization: Turning Agent Exploration into Deterministic, Lower-Cost Workflows in Production A survey of AIOps methods for failure management,
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-09T21:06:34.925002Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f47d0531-f466-4dbd-9667-129e104c45b3 · outbound
This paper cites FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance.
Progressive Crystallization: Turning Agent Exploration into Deterministic, Lower-Cost Workflows in Production FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance
Reference 8
- Resolution
- verified exact
- local_arxiv, observed 2026-07-09T21:06:34.876470Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ad8fb10d-cadd-4799-b221-cdc1ca7ef348 · outbound
This paper cites an unresolved cited work.
Progressive Crystallization: Turning Agent Exploration into Deterministic, Lower-Cost Workflows in Production Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-07-09T21:06:34.921073Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Pith citing papers
No inbound Pith citation observations are available.