Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T05:59:50.158187Z
Paper Citation Record · LEDGER
Maestro: Joint Graph & Config Optimization for Reliable AI Agents
As of 24 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 5 inbound Pith citation observations for arXiv:2509.04642.
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 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T03:07:00.673765Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T00:19:12.917345Z
Reference resolution
68 of 68 outbound references displayed
- verified exact0
- verified fuzzy36
- unresolved31
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation f64526bd-69ce-4c5c-a835-3fbf4c59aa04 · outbound
This paper cites GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:49.930789Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca4ab1a2-5405-4080-a71f-9c7bf61ac7c5 · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:51.075622Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d45cbd3b-f022-4a23-b2cd-c30d44bbb43c · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:51.065133Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a8f8f259-45f9-497c-b52b-99443cea3225 · outbound
This paper cites Haystack, 2024.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Haystack, 2024
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:51.054580Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation da61b56c-b2fd-4616-b934-c370c6a209fe · outbound
This paper cites AgentScope: A Flexible yet Robust Multi-Agent Platform.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents AgentScope: A Flexible yet Robust Multi-Agent Platform
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:49.945214Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f847d4f-f9a6-4794-8a4a-7bd26859c4b4 · outbound
This paper cites DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:49.948964Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f706052b-a60d-4c74-906d-a4522b51dbc9 · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:51.043795Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7795f177-c695-42ab-b793-3fe0f15abb32 · outbound
This paper cites Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:49.956160Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e212e90d-8577-4658-b526-a30c77b0068a · outbound
This paper cites MemGPT: Towards LLMs as Operating Systems.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents MemGPT: Towards LLMs as Operating Systems
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:49.959756Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 833f1f2b-3e9f-4c88-91c9-331e32e58160 · outbound
This paper cites Pyatkin, S.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Pyatkin, S
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:51.032895Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e786854c-b5ae-43df-8ad2-a45a82d626e1 · outbound
This paper cites Generalizing Verifiable Instruction Following.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Generalizing Verifiable Instruction Following
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:49.970011Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1fe6169-b910-4b00-a441-47421990ead5 · outbound
This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:49.973575Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7bdebaf0-81e5-4cdc-b1ab-2930ce01bcf6 · outbound
This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Reflexion: Language Agents with Verbal Reinforcement Learning
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:49.977077Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de8d6c63-0318-4219-8ab9-818c31b2d55b · outbound
This paper cites Auto-GPT for Online Decision Making: Benchmarks and Additional Opinions.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Auto-GPT for Online Decision Making: Benchmarks and Additional Opinions
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:49.987157Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c3ac682-4907-4428-bbd8-21a65f32fb35 · outbound
This paper cites HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:49.990520Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0435ca86-838a-49a5-bdda-43272c108d99 · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:49.993789Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6dd5da65-f000-4963-8330-4b00728b825e · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:51.012198Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 45c79b1e-27ee-4ccd-a770-6df1d94242e5 · outbound
This paper cites record company, nickname, birth date, spouse).
Maestro: Joint Graph & Config Optimization for Reliable AI Agents record company, nickname, birth date, spouse)
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:51.001482Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 93793706-c126-48dd-9093-7420edd10315 · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:50.990383Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 88e79a4d-71dd-45ea-bdb2-3f3e2380104a · outbound
This paper cites If the summary already supplies that attribute for the entity, do not include it.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents If the summary already supplies that attribute for the entity, do not include it
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.979750Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation bdcad480-85eb-40d3-a295-63cf8516368b · outbound
This paper cites the first single,.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents the first single,
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.969011Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation bcc2bebb-e5b5-41c8-a9dd-377b987ad673 · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:50.958182Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b15326a5-7778-44e5-bbf6-815e54ae0316 · outbound
This paper cites query":.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents query":
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.946930Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6a770de5-a7ba-4468-a8d0-60ad545387e3 · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:50.936147Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation fbbea140-3aa5-4336-9de6-b8522370fc47 · outbound
This paper cites first single,.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents first single,
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.925221Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation cf3f7238-77c9-4f65-a233-73319a7d7d76 · outbound
This paper cites first single.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents first single
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.912234Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 367da974-356f-4bfa-8ca3-e65de4da4458 · outbound
This paper cites in the context summary, or b.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents in the context summary, or b
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.899845Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 02481e9e-aa85-4a70-abc7-bb17c143b270 · outbound
This paper cites - If a passage corrects or expands a context fact, **prefer** the passage text.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents - If a passage corrects or expands a context fact, **prefer** the passage text
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.887393Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 470853e8-4baa-4a15-8e04-14874054d314 · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:50.875261Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e9d0b590-2cfe-4731-af92-c621045d38d4 · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:50.861552Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7e4a2afd-0a05-4cbf-9273-815dbc14df65 · outbound
This paper cites What record company released the first single off the album Ol’ Waylon?.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents What record company released the first single off the album Ol’ Waylon?
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.849365Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 77f00b93-d114-4180-b67c-5a63b03014d7 · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:50.836872Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c90a916b-9f4f-4480-ae5d-543811cdb974 · outbound
This paper cites or" or "and.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents or" or "and
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.824968Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation bb854949-4932-4aae-9a63-08c0dbd96763 · outbound
This paper cites or"). b. All multi-word key concepts (e.g. event names, date references, album titles). c. The primary relation or attribute phrase needed to answer (e.g.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents or"). b. All multi-word key concepts (e.g. event names, date references, album titles). c. The primary relation or attribute phrase needed to answer (e.g
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.812994Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7b78bedc-4636-455c-88b7-41e6bd9d259e · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:50.800159Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c8020b99-9399-4a20-9f85-f9955f10ca5d · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:50.788038Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7a4ce17f-befa-498c-b3f0-a83e3d7f5a76 · outbound
This paper cites missing answer-choice options or proper names b.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents missing answer-choice options or proper names b
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.776641Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 85ae2630-9396-4198-8080-f3023a278bf1 · outbound
This paper cites Starting with the missing term b.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Starting with the missing term b
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.763951Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a3fc4be0-7334-44e1-8502-0c0fc753c5ba · outbound
This paper cites yes" or.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents yes" or
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.752154Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a0903ef8-6051-43ca-a47f-7e7c5cdc0319 · outbound
This paper cites compute 8+12+5,.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents compute 8+12+5,
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.740076Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation bdfc7435-35c9-450d-9e8e-0197b9674632 · outbound
This paper cites Fibonacci spiral.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Fibonacci spiral
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.728051Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e4a6c5ac-6571-46ed-8654-1c06b6972c13 · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:50.716403Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6cdb81a5-d9e6-4bdf-9d46-156396e91d82 · outbound
This paper cites Do not split, merge, or infer extra requirements.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Do not split, merge, or infer extra requirements
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.704451Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 954e0d09-89d4-4b02-8659-27e5ef6ca0b8 · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 47
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:50.692904Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation dca61277-8bbe-4cae-b776-71dc10b20ac4 · outbound
This paper cites paragraph 5.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents paragraph 5
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.680642Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 11bffc75-b4d1-4bbf-877f-c1309169c88d · outbound
This paper cites Fibonacci spiral.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Fibonacci spiral
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.669097Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b4056977-fdd9-4349-a65b-4013d41f4134 · outbound
This paper cites - [count]: use text.count(...) or regex to compare actual vs.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents - [count]: use text.count(...) or regex to compare actual vs
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.657168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ba503199-3499-4ccc-b09f-89cb5f612edc · outbound
This paper cites For each: Requirement N [type]: PASS - [evidence] or Requirement N [type]: FAIL - [evidence and minimal fix].
Maestro: Joint Graph & Config Optimization for Reliable AI Agents For each: Requirement N [type]: PASS - [evidence] or Requirement N [type]: FAIL - [evidence and minimal fix]
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.645401Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c5254dc7-3d61-418d-9887-270278f6f87c · outbound
This paper cites Repeat until all PASS.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Repeat until all PASS
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.633691Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation bce5d6f2-da8f-4283-9196-01821187407f · outbound
This paper cites prompt_validate_constraints.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents prompt_validate_constraints
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.621350Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f1262e6a-5b2a-495b-9663-902a6c9f8ef4 · outbound
This paper cites then output exactly: OK and stop.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents then output exactly: OK and stop
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.607997Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2421ed7b-da89-48d5-be39-608e5cf4d75e · outbound
This paper cites Only enforce rules the user actually specified.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Only enforce rules the user actually specified
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.595885Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7d72bf12-207d-4cc6-8277-390f6b25fa74 · outbound
This paper cites exactly 2 paragraphs.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents exactly 2 paragraphs
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.584409Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f8dedbfa-a2fb-4581-a9fa-0aa1d4238f2b · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 57
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:50.572432Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 80544540-1e74-4879-a918-3425f2219975 · outbound
This paper cites Optimized prompt for generate_response: You are a precise, policy-compliant, rule-driven assistant.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Optimized prompt for generate_response: You are a precise, policy-compliant, rule-driven assistant
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.560261Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 92c0efdd-6c8f-4a42-8f07-7967bcbd5d2a · outbound
This paper cites Output only: <output>I’m sorry, but I can’t assist with that request.</output> - Do NOT output any <think> block when refusing.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Output only: <output>I’m sorry, but I can’t assist with that request.</output> - Do NOT output any <think> block when refusing
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.548441Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 14136960-0e68-463b-85d4-7b3756a65b53 · outbound
This paper cites sentences must be joined by hyphens with no spaces.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents sentences must be joined by hyphens with no spaces
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.536001Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 47691463-4c9e-42fe-8a72-2d3f8ddf8f92 · outbound
This paper cites exactly 2 paragraphs.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents exactly 2 paragraphs
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.522381Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 92c0ea79-b275-423b-8d59-ca818ab75c78 · outbound
This paper cites Word count: 28 ≤ 30 → PASS.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Word count: 28 ≤ 30 → PASS
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.509487Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5d2b1bef-e9cf-4c60-8b7d-9324c0cf4f66 · outbound
This paper cites Ensure the <output> block contains the verbatim text for downstream validation.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Ensure the <output> block contains the verbatim text for downstream validation
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.495781Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation cd4695bd-d403-4167-bd8f-e669f74afa42 · outbound
This paper cites then output exactly: <output>I’m sorry, but I can’t assist with that request.</output> and stop.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents then output exactly: <output>I’m sorry, but I can’t assist with that request.</output> and stop
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.482447Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation bdadc0f6-613c-4a12-9f6f-7a621821fd2d · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 65
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:50.468782Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation db9caee7-8d63-4861-b932-55b6fcca1588 · outbound
This paper cites Budgeting.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Budgeting
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T05:59:50.457811Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d91f5fb3-be56-4880-ab84-86b8478e4e81 · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 67
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:50.446220Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 8fe11068-c4a4-4688-b6c9-28af1a90e505 · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 68
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:50.434887Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 12f5642c-ed41-4c37-bb37-c2905d7ee25b · outbound
This paper cites [SUMMARY].
Maestro: Joint Graph & Config Optimization for Reliable AI Agents [SUMMARY]
Reference 69
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-05T05:59:50.422723Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d9154a8d-b813-49db-a553-c8e9ba9e5b39 · outbound
This paper cites A Survey on Large Language Model based Autonomous Agents.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents A Survey on Large Language Model based Autonomous Agents
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T05:59:49.983932Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0cdd1e91-719c-4e5b-8b59-6adf868caed8 · outbound
This paper cites an unresolved cited work.
Maestro: Joint Graph & Config Optimization for Reliable AI Agents Unresolved cited work
Reference 2025
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T05:59:51.022473Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Pith citing papers
Observation dddc1bc1-baa5-43b5-babb-d5a689011691 · inbound
Automated Instruction Revision (AIR): A Structured Comparison of Task Adaptation Strategies for LLM cites this paper.
Automated Instruction Revision (AIR): A Structured Comparison of Task Adaptation Strategies for LLM Maestro: Joint Graph & Config Optimization for Reliable AI Agents
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:46:30.258243Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 95b53fb5-c887-4f23-8cc2-b81d6b6bba73 · inbound
From Failed Trajectories to Reliable LLM Agents: Diagnosing and Repairing Harness Flaws cites this paper.
From Failed Trajectories to Reliable LLM Agents: Diagnosing and Repairing Harness Flaws Maestro: Joint Graph & Config Optimization for Reliable AI Agents
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T14:57:03.947505Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5303d059-de44-4a49-9ef1-a37cbc5f8f86 · inbound
From Failed Trajectories to Reliable LLM Agents: Diagnosing and Repairing Harness Flaws cites this paper.
From Failed Trajectories to Reliable LLM Agents: Diagnosing and Repairing Harness Flaws Maestro: Joint Graph & Config Optimization for Reliable AI Agents
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T00:19:12.918915Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 718b1cc7-9ae1-4615-adf9-753a6aa8f34b · inbound
Diagnosis-Driven Automatic Repair for Agentic Workflow via Symbolic Inference cites this paper.
Diagnosis-Driven Automatic Repair for Agentic Workflow via Symbolic Inference Maestro: Joint Graph & Config Optimization for Reliable AI Agents
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T06:24:52.086585Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f4aef0e-c401-445d-9ee0-02d27f2115a0 · inbound
Do Agent Optimizers Compound? A Continual-Learning Evaluation on Terminal-Bench 2.0 cites this paper.
Do Agent Optimizers Compound? A Continual-Learning Evaluation on Terminal-Bench 2.0 Maestro: Joint Graph & Config Optimization for Reliable AI Agents
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T03:07:00.673765Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.