Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T14:28:41.728152Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2508.21307.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T14:28:41.728152Z
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
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 28b93064-b694-4a25-b2ed-fe1a89f6124e · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems AI-Driven Innovations in Software Engineering: A Review of Current Practices and Future Directions
Reference 1
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 9ed58d1a-327b-4b0a-ac2b-5b80f37a556b · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems The impact of AI and machine learning on software product engineering
Reference 2
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 27b831bb-d59d-4195-b176-faaee7563606 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems 20+ Product Engineering Challenges Engineers Face (With Possible Solutions)
Reference 3
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 b0e1ec08-f54a-4757-bba4-15005c545d2e · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Top Product Engineering Challenges Faced by Teams
Reference 4
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 01cb6f3f-4cdc-486e-9da2-8c19e0df4fde · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems 17+ Product Engineering Challenges and Solutions
Reference 5
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 89a6b37f-e6f0-4df4-9418-682e5f7cefb9 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Orchestration Frameworks for Agentic Systems: Strategic Insights Automation
Reference 6
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 18e41f1d-bf9d-4984-8751-aaa717f121d9 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94a691e1-34dd-4be0-a680-e97858fdcb5f · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Text vectorization via transformer-based language models and n-gram perplexities
Reference 8
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 b804fa35-fa11-495b-8ee5-bdbb95232f2d · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems RETVec: Resilient and Efficient Text Vectorizer
Reference 9
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 ecf7ce21-8bd1-4593-8647-86e8af57ab18 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems A Method for Parsing and Vectorization of Semi-structured Data used in Retrieval Augmented Generation
Reference 10
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 99a49a01-1d45-455b-8a2a-6e9dab1f73ed · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Towards Layer-wise Image Vectorization
Reference 11
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 cb06ce9c-aeb2-4832-9ae8-a8883e7fe6e1 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Image Vectorization: a Review
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2801588-2fe0-4b20-8828-917c861eb531 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems RAGCache: Efficient Knowledge Caching for Retrieval-Augmented Generation
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 347e9ca1-f020-4eed-8969-5d0979cfd26f · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems CacheGen: KV Cache Compression and Streaming for Fast Large Language Model Serving
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2849724-1241-4a5f-aff7-388d66a9a193 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems CAPRAG: A Large Language Model Solution for Customer Service and Automatic Reporting using Vector and Graph Retrieval-Augmented Generation
Reference 15
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 dd2d57ad-de7c-4a39-8b4b-f7fc82b50252 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Unresolved cited work
Reference 16
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 720a9def-afee-4097-a419-2ecffc666dfc · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Large Language Models: A Survey
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 601cdcdc-7f75-4e76-b099-2561588d194a · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems A Comprehensive Overview of Large Language Models
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fa814c3-ad02-482f-a63b-0aae319500ea · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc3e986d-920c-48a3-8b26-9e9c5981e50e · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Searching for Best Practices in Retrieval-Augmented Generation
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de6cc2b7-23b0-4a85-907b-6144e8e09694 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f49dc5c3-7f7e-4cbc-97b6-bc920d3c890b · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems A Study on the Implementation Method of an Agent-Based Advanced RAG System Using Graph
Reference 23
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 5fbe0bf1-3ba7-4cde-bc55-20ed39fb963e · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Automating Customer Service using LangChain: Building custom open-source GPT Chatbot for organizations
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50a48088-4da3-4e3b-b1b6-4a09de9134ad · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Revolutionizing Mental Health Care through LangChain: A Journey with a Large Language Model
Reference 25
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 f1a0c033-828f-4072-b4be-bd3343ee734c · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Investigating Explainability of Generative AI for Code through Scenario-based Design
Reference 26
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 bef82fe0-8450-44bf-bdb5-61971a3c705d · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Fine-Grained Human Feedback Gives Better Rewards for Language Model Training
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18e257b9-e0d6-4fd0-9da3-60e4cee82949 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Generative AI at Work
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d921589-c684-4472-8bc1-2dce26df3989 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Improving Language Understanding by Generative Pre-Training
Reference 29
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 8aa7a4a6-07d9-461f-b276-4e1c25f312bc · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Reinforcement Learning with Human Feedback: Learning Dynamic Choices via Pessimism
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07976cf2-34a1-4021-9f23-6f51d2cff9b4 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems BEST: A Unified Business Process Enactment via Streams and Tables for Service Computing
Reference 31
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 35f3474a-14f1-46f0-b8e2-faa25cfe7a27 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9144a2c-7bda-4665-9b54-3a7cbc39dc47 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems CARING-AI: Towards Authoring Context-aware Augmented Reality INstruction through Generative Artificial Intelligence
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3fd62b9f-6382-46a8-9930-1589d2eb20c8 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Context-Aware Semantic Recomposition Mechanism for Large Language Models
Reference 34
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 fb88287e-b307-4eb0-9d8c-575723db98c1 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems WALL-E: World Alignment by Rule Learning Improves World Model-based LLM Agents
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aedbed2f-c6d8-44d6-a625-912d074d5525 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Comprehensive Study on Sentiment Analysis: From Rule-based to modern LLM based system
Reference 36
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 0d57e0b2-b785-4ebb-a02b-c5e5e30377c0 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems GPT Semantic Cache: Reducing LLM Costs and Latency via Semantic Embedding Caching
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc99f3f1-5dec-41e8-b283-a5363146e0fe · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems LLM-dCache: Improving Tool-Augmented LLMs with GPT-Driven Localized Data Caching
Reference 38
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 ef7751e1-073a-43dd-a96f-f2ccd1d267cd · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Each Graph is a New Language: Graph Learning with LLMs
Reference 39
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 410b9fe9-4049-4c23-aaf4-627b22efafea · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b98cda1-ee0a-446d-b4d0-b9351847fabe · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems A Multi-LLM Orchestration Engine for Personalized, Context-Rich Assistance
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2aa4bbb-5baf-42d5-b838-58bb2b21a26f · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems The Internet of Large Language Models: An Orchestration Framework for LLM Training and Knowledge Exchange Toward Artificial General Intelligence
Reference 42
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 b2a4b7ec-e03e-438b-a131-22b2553a1e18 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Improving alignment of dialogue agents via targeted human judgements
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d67fb2ce-c254-401e-b4b6-89d491433220 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Training language models to follow instructions with human feedback
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7fe056e8-ef95-44aa-8dff-ac2ef6b47d35 · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Formal Algorithms for Transformers
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3f63824-fb28-473d-963a-4b42b8c43bee · outbound
MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems StreamingRAG: Real-time Contextual Retrieval and Generation Framework
Reference 2025
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.
No inbound Pith citation observations are available.