Paper Citation Record · LEDGER

Agentic AI in 6G Software Businesses: A Layered Maturity Model

As of 8 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 2 inbound Pith citation observations for arXiv:2508.03393.

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

pith.paper-citation-record.v1
2508.03393 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T04:35:18.190468Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-12T12:56:31.874981Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T09:19:43.803570Z

Reference resolution

40 of 40 outbound references displayed

verified exact1
verified fuzzy32
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 086cff6c-f550-438f-b6b5-e4cdf034849b · outbound

This paper cites 6G wireless communications networks: A comprehensive survey,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model 6G wireless communications networks: A comprehensive survey,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.687784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c558ed44-0aae-4d21-991a-483c8330d562 · outbound

This paper cites The road towards 6G: A comprehensive survey,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model The road towards 6G: A comprehensive survey,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.679202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a271b146-fd7a-4fb6-827b-8d2f34b079f7 · outbound

This paper cites A vision of 6G wireless systems: Applications, trends, technologies, and open research problems,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model A vision of 6G wireless systems: Applications, trends, technologies, and open research problems,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.670596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b47266b6-7936-4373-8edc-edf6ca5b4311 · outbound

This paper cites Internet of agents: Fundamentals, applications, and challenges,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Internet of agents: Fundamentals, applications, and challenges,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T04:35:17.023785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db720e9f-c46f-437e-8c85-25a0ca35bbb5 · outbound

This paper cites Optimizing DevOps methodologies with the integration of artificial intelligence,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Optimizing DevOps methodologies with the integration of artificial intelligence,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.662335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dbc50e11-2202-4e3c-8461-1b7b8aad687e · outbound

This paper cites A framework for model -based design of agent- oriented software,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model A framework for model -based design of agent- oriented software,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.654054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f6ff356e-89fb-48d8-9cb2-b1a97734f147 · outbound

This paper cites An architecture for decentralized, collaborative, and autonomous robots,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model An architecture for decentralized, collaborative, and autonomous robots,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.645020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5ddc3981-d6f0-4c98-9a76-81154554f720 · outbound

This paper cites A survey on model context protocol: Architecture, state -of- the-art, challenges and future directions,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model A survey on model context protocol: Architecture, state -of- the-art, challenges and future directions,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.636297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b8ed51a2-c3a6-4686-a70e-ab3a92aecea1 · outbound

This paper cites Using Dapr with the Azure Logic Apps Runtime,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Using Dapr with the Azure Logic Apps Runtime,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.626536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1ae91dda-17cd-4584-a0e2-b291b67b2d4c · outbound

This paper cites The rise of agentic AI: implications, concerns, and the path forward,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model The rise of agentic AI: implications, concerns, and the path forward,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.617170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9a0408b4-00c9-4743-90da-3a6453ca7704 · outbound

This paper cites Systematic literature reviews in software engineering –a systematic literature review,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Systematic literature reviews in software engineering –a systematic literature review,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.607224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dc45d883-3851-4917-9ac1-af4d7cb0bf1f · outbound

This paper cites Guidelines for including grey literature and conducting multivocal literature reviews in software engineering,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Guidelines for including grey literature and conducting multivocal literature reviews in software engineering,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.597636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9958c36c-5dfe-44d7-ae6a-138cefefb55b · outbound

This paper cites Using thematic analysis in psychology,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Using thematic analysis in psychology,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.588525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 326e3dc7-3b13-4a6c-802f-42b639f8e489 · outbound

This paper cites DTTA -Distributed, time -division multiple access based task allocation framework for swarm robots,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model DTTA -Distributed, time -division multiple access based task allocation framework for swarm robots,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.579716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7f5de5d9-f244-41cf-9c3e-ab11b7437f34 · outbound

This paper cites Agentic ai: Autonomous intelligence for complex goals –a comprehensive survey,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Agentic ai: Autonomous intelligence for complex goals –a comprehensive survey,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.570290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4950fea0-2dd5-41f5-b68f-fe386597f83a · outbound

This paper cites Agent -based orchestration on a swarm of edge devices,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Agent -based orchestration on a swarm of edge devices,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.560232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4be6553b-49c8-4d26-bd26-85807f0b4f35 · outbound

This paper cites A survey on resource scheduling approaches in multi -access edge computing environment: a deep reinforcement learning study,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model A survey on resource scheduling approaches in multi -access edge computing environment: a deep reinforcement learning study,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.550925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8cc25ff1-f642-4673-b1d4-faa5b21568da · outbound

This paper cites Wireless Resource Optimization for UAV Swarm Cooperative Sensing via Multi -agent Multi-task Deep Reinforcement Learning,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Wireless Resource Optimization for UAV Swarm Cooperative Sensing via Multi -agent Multi-task Deep Reinforcement Learning,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.542100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1c2e2502-e731-4765-ab98-0913e9958882 · outbound

This paper cites The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems.

Agentic AI in 6G Software Businesses: A Layered Maturity Model The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T04:35:18.136832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb0f3cd7-ee07-4657-8b78-a49505299770 · outbound

This paper cites Approaches to fault-tolerant and transactional mobile agent execution ---an algorithmic view,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Approaches to fault-tolerant and transactional mobile agent execution ---an algorithmic view,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.532317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d32b6007-002e-4b3c-b102-2202fde398d8 · outbound

This paper cites 6G ecosystem: Current status and future perspective,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model 6G ecosystem: Current status and future perspective,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.523559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4a2ee8b8-58eb-4381-87df-767f3010caf2 · outbound

This paper cites Self -Learning and Adaptive Networking Protocols and Algorithms for 6G Edge Nodes,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Self -Learning and Adaptive Networking Protocols and Algorithms for 6G Edge Nodes,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.515549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e3bcf98d-d4a5-490a-adcf-bd74d84f0e64 · outbound

This paper cites Se-do: Navigating the 6g frontier with scalable and efficient devops for intelligent agents optimization,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Se-do: Navigating the 6g frontier with scalable and efficient devops for intelligent agents optimization,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.505676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 573e19c9-50e6-4afb-a694-b05604d0deaf · outbound

This paper cites Large Language Models in the 6G -Enabled Computing Continuum: a White Paper,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Large Language Models in the 6G -Enabled Computing Continuum: a White Paper,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.497196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 061b180e-7464-4e81-8b1a-c4a65163affe · outbound

This paper cites Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T04:35:18.152014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3d4b459-2c66-42b6-86da-a000940cc6f4 · outbound

This paper cites Self -evolving and transformative protocol architecture for 6g,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Self -evolving and transformative protocol architecture for 6g,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.489233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 954b1836-83b4-4cea-8ec3-320c1987a8f2 · outbound

This paper cites Ai agents vs. agentic ai: A conceptual taxonomy, applications and challenges,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Ai agents vs. agentic ai: A conceptual taxonomy, applications and challenges,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T04:35:18.157070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed4591df-1573-4e80-a1f4-2e4ee5f6c744 · outbound

This paper cites Enabling mobile AI agent in 6G era: Architecture and key technologies,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Enabling mobile AI agent in 6G era: Architecture and key technologies,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.480724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d393d540-5b02-4219-81d3-b5c85477f644 · outbound

This paper cites The integral role of intelligent IoT system, cloud computing, artificial intelligence, and 5G in the user -level self-monitoring of COVID-19,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model The integral role of intelligent IoT system, cloud computing, artificial intelligence, and 5G in the user -level self-monitoring of COVID-19,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.472587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 35d9d21b-003a-4091-9a43-7509370929df · outbound

This paper cites Large language models in 6G security: challenges and opportunities.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Large language models in 6G security: challenges and opportunities

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T04:35:18.165050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e6e6009-c5c7-4711-be80-cc29d466955f · outbound

This paper cites Next-Generation Emergency Operations: Advancing Crisis Response with Drones, Augmented Reality, and Autonomous Vehicles,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Next-Generation Emergency Operations: Advancing Crisis Response with Drones, Augmented Reality, and Autonomous Vehicles,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.464503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c27f435f-0765-4f3b-805c-13b01c5a52e0 · outbound

This paper cites Hyper -Reliable Communications for Industrial Automation: From IIoT Devices to Integrated Networks to Edge Clouds,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Hyper -Reliable Communications for Industrial Automation: From IIoT Devices to Integrated Networks to Edge Clouds,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.455212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 41d33dce-6475-4467-8817-fe96b98d2bd1 · outbound

This paper cites Wireless large AI model: shaping the AI-empowered future of 6G and beyond.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Wireless large AI model: shaping the AI-empowered future of 6G and beyond

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T04:35:18.173130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c257244-b2da-47de-bd66-e87cf349acdc · outbound

This paper cites Self -Adaptive Wireless Communication: Leveraging ML And Agentic AI In Smart Telecommunication Networks,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Self -Adaptive Wireless Communication: Leveraging ML And Agentic AI In Smart Telecommunication Networks,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.446138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2148e93b-a233-4fd3-99f9-0859c323e286 · outbound

This paper cites A novel approach for scalable and sustainable 6G networks,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model A novel approach for scalable and sustainable 6G networks,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.437441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ef2b63b7-417f-4980-a47f-01f5ea5869f1 · outbound

This paper cites Review of Autonomous and Collaborative Agentic AI and Multi-Agent Systems for Enterprise Applications,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Review of Autonomous and Collaborative Agentic AI and Multi-Agent Systems for Enterprise Applications,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.428949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6556c50a-5861-4f45-a643-b5b8ed048fcf · outbound

This paper cites The role of agentic ai in shaping a smart future: A systematic review,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model The role of agentic ai in shaping a smart future: A systematic review,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.421035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 89113e5c-0bf7-45de-9698-df717e0f14dd · outbound

This paper cites Artificial intelligence -based development strategy in dependent market economies –any room amidst big power rivalry?,.

Agentic AI in 6G Software Businesses: A Layered Maturity Model Artificial intelligence -based development strategy in dependent market economies –any room amidst big power rivalry?,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:35:18.410357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 797d84bb-14c0-425b-b02f-3babbc036a6b · outbound

This paper cites LLMs for Explainable AI: A Comprehensive Survey.

Agentic AI in 6G Software Businesses: A Layered Maturity Model LLMs for Explainable AI: A Comprehensive Survey

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T04:35:18.187953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0a77a5f-06a2-458f-a16c-59610b3bb96d · outbound

This paper cites White Paper on Business of 6G.

Agentic AI in 6G Software Businesses: A Layered Maturity Model White Paper on Business of 6G

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-08-06T04:35:18.220695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation 62f5b288-952a-4b11-b167-a04626966fd2 · inbound

Governed AI-Assisted Engineering: Graduated Human Oversight for Agentic Code Generation in Regulated Domains cites this paper.

Governed AI-Assisted Engineering: Graduated Human Oversight for Agentic Code Generation in Regulated Domains Agentic AI in 6G Software Businesses: A Layered Maturity Model

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-07-04T09:19:43.805241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a551cfd6-5f5b-489a-ae0b-820aafda54a8 · inbound

Governed AI-Assisted Engineering: Graduated Human Oversight for Agentic Code Generation in Regulated Domains cites this paper.

Governed AI-Assisted Engineering: Graduated Human Oversight for Agentic Code Generation in Regulated Domains Agentic AI in 6G Software Businesses: A Layered Maturity Model

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-12T12:56:31.874981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.