Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-12T01:50:45.507172Z
Paper Citation Record
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations
Citation observations with source coverage and deterministic predicates. 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 2026-07-11T06:31:22.384518+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-10T13:47:37.248017Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-10T13:57:07.072628Z
Counted states
48 of 48 outbound references displayed
- verified exact20
- verified fuzzy25
- unresolved0
- parse uncertain1
- malformed identifier0
- metadata mismatch2
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 4112ce15-1074-4d93-86f9-0abba48a5622
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Openclaw
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.813390Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 732ffa0c-d015-400f-9105-8952335273ab
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Claude code overview
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.816537Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 90d55172-aa00-42a3-8aed-a4d7c5b55b28
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Harness engineering: leveraging codex in an agent-first world
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.801515Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 94ce2117-a5e3-42a0-b312-dc0a7f7bbde0
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Published: 2026-02-
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.795434Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 5ec24490-b82d-4fa2-b6e0-771e34c1b700
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Unresolved cited work
Reference 5
- Resolution
- parse uncertain
- raw_fallback, observed 2026-05-13T16:37:59.792932Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 41badc81-1094-4751-93d7-a447e499a32c
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Rcagent: Cloud root cause analysis by autonomous agents with tool-augmented large language models
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.799003Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation d5c9bcb9-7196-45d2-9633-97875303928e
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations A Survey of AIOps for Failure Management in the Era of Large Language Models
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T01:51:14.442356Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 5c64200d-f7b8-45ba-8959-6df7a180ea55
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations arXiv preprint arXiv:2509.03236 , year=
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T01:51:14.436475Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 6e4e01a1-e852-4300-9c16-e6df6dd57a63
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations OneSearch-V2: The Latent Reasoning Enhanced Self-distillation Generative Search Framework
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T01:43:12.126898Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation b63cc98a-3f31-462e-b5ed-ee2eaa9e71a7
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Uniecs: Unified multimodal e-commerce search framework with gated cross-modal fusion
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.804090Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 8085beac-eedd-4d30-a2f1-2225ab382ddd
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations CSMCIR: CoT-Enhanced Symmetric Alignment with Memory Bank for Composed Image Retrieval
Reference 11
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T01:51:14.405301Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation e54acc67-383a-4413-922e-181167ee38a0
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations OneRec: Unifying Retrieve and Rank with Generative Recommender and Iterative Preference Alignment
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T18:30:36.120082Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 96b15fc2-4c9e-41e1-986e-aaceaafdb68a
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations A survey of aiops methods for failure management.ACM Transactions on Intelligent Systems and Technology (TIST), 12(6):1–45
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.790356Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 191adb9f-57bf-4786-932a-4e90f72343d7
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations doi:10.48550/arXiv.2506.02009 , abstract =
Reference 14
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T01:51:14.433168Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 2222b7ea-2e9e-4917-a92e-f845ec3735a2
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Stalled, biased, and confused: Uncovering reasoning failures in llms for cloud-based root cause analysis
Reference 15
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T01:51:14.430051Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 46954a5f-d249-4b91-a65e-b0da516d901f
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Empowering AIOps: Leveraging Large Language Models for IT Operations Management
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T01:51:14.448207Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 42fb662b-6b67-42f4-83e8-72dfb199e2f5
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Anomaly Detection in Univariate Time-series: A Survey on the State-of-the-Art
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T01:51:14.414572Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 11223c54-e7bc-4bff-9c8f-66acf00652d2
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Drain: An online log parsing approach with fixed depth tree
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.787000Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation d6a333c8-595f-481b-80a1-f307857d9e79
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Predicting node failure in cloud service systems
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.806946Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 7aea7001-f737-4833-9880-af6a8d947e8f
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Anomaly detection and failure root cause analysis in (micro) service-based cloud applications: A survey.ACM Computing Surveys (CSUR), 55(3):1–39
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.778976Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation c228e492-9d9a-4e93-8f5c-f625e2c73cdc
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations LLM-based event log analysis techniques: A survey
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T01:51:14.417373Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 8e02e62e-8ea9-4c6b-af00-2cdbb5c56421
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Retrieval Augmented Generation-Based Incident Resolution Recommendation System for IT Support
Reference 22
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T01:51:14.402335Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation a2ad6d88-8c17-4a0f-8ed0-e26bf37ef747
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Exploring llm-based agents for root cause analysis
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.771787Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 11cf1ac1-c900-404d-bb8f-17c31ba476f1
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Raglog: Log anomaly detection using retrieval augmented generation
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.775112Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 88015a82-6069-4b2e-bf59-aea21634c8f8
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations A survey of aiops in the era of large language models.ACM Computing Surveys, 58(2):1–35
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.757035Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 46f84220-e1c9-4994-a068-34b6f8ff7758
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations React: Synergizing reasoning and acting in language models
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.760514Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation a9ca8435-e088-4e7c-ac38-b963acc9e7e0
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Toolformer: Language models can teach themselves to use tools.Advances in neural information processing systems, 36: 68539–68551
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.764334Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation a7c8fd32-7414-4af1-871b-786280bf5857
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Auto-GPT for Online Decision Making: Benchmarks and Additional Opinions
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T01:51:14.399215Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation cebec360-b573-40c6-bb6d-ec840b5e503e
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face.Advances in Neural Information Processing Systems, 36:38154–38180
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.750192Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation c7e315fa-be4a-47bf-bbc2-2a6388877352
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Voyager: An Open-Ended Embodied Agent with Large Language Models
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T01:51:14.423525Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 679c9d3c-7ec0-4eb8-aa2e-224c900dceb1
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations TaskWeaver: A Code-First Agent Framework
Reference 31
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T01:51:14.408423Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation bd95aea8-96bd-4d42-ab59-d88f202e51e8
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations IG-Search: Step-Level Information Gain Rewards for Search-Augmented Reasoning
Reference 32
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T01:51:14.426587Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 83ff26aa-2672-4b62-929f-9b89a8b10f73
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations The anatomy of an agent harness
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.753189Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 7eb81141-5dbe-4fcc-8b10-728fe831e627
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations MCP-Flow: Facilitating LLM Agents to Master Real-World, Diverse and Scaling MCP Tools
Reference 34
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T01:51:14.393373Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation fe11ddf6-adcd-4d15-a713-3d126cfbbbea
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Llma4itops: A lightweight llm-based multi-agent framework for it operations and maintenance
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.768118Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 9646e497-222e-4d41-9bf5-851485bae45b
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Aoi: Turning failed trajectories into training signals for autonomous cloud diagnosis
Reference 36
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T01:51:14.386712Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 93dcb8b7-328b-4e96-b4a6-5638cd7719bf
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Retrieval-augmented generation for knowledge-intensive nlp tasks.Advances in neural information processing systems, 33:9459–9474
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.783094Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 8729f5ed-551b-4e05-be20-2bd0830ce925
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Self-rag: Learn- ing to retrieve, generate, and critique through self-reflection
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.810179Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 1a154e7e-efb4-400b-967c-9131eebea611
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Adaptive-rag: Learning to adapt retrieval-augmented large language models through question complexity
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.739456Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation e9f4d9ab-8623-4d90-8c99-0ca919a7e740
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Memorybank: Enhancing large language models with long-term memory
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.742455Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation a09a8410-34c0-4f3e-9349-cee891987c03
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Reflexion: Language agents with verbal reinforcement learning.Advances in neural information processing systems, 36:8634–8652
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.746492Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 5d3aed04-1902-42e1-9b46-94206661bc96
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Generative agents: Interactive simulacra of human behavior
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.733075Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 317ba67c-8ace-45a9-b93a-d16eac5f4b05
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations A-MEM: Agentic Memory for LLM Agents
Reference 43
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T01:51:14.389529Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 1d015d0a-a40f-4843-b89d-e4a386c39dc7
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Self-refine: Iterative refinement with self-feedback.Advances in neural information processing systems, 36:46534–46594
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T16:37:59.736690Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 18c9b0d0-d7e2-498b-b5b8-609a43a144ee
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations A Survey on Self-Evolution of Large Language Models
Reference 45
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T01:51:14.383661Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 74e64e8d-0598-4ff2-a72f-bfa39eccd896
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents
Reference 46
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T09:10:22.017517Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 5acc73b3-155d-44c0-acd6-1c65d1e3cefc
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Live-evo: Online evolution of agentic memory from continuous feedback
Reference 47
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T01:51:14.420635Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation d54c7b03-1909-474a-be23-6c38d24dff77
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory
Reference 48
- Resolution
- verified exact
- arxiv_id, observed 2026-05-14T23:13:16.650386Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Pith citing papers
Observation c6ce4d10-29e5-43cf-84df-0a0a2ffc9a9a
Tool-Making and Self-Evolving LLM Agents in Low-Latency Systems Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations
Reference 34
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-10T13:57:07.074178Z
Standing notice
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.