> For the complete documentation index, see [llms.txt](https://osintelligence-llc.gitbook.io/osintelligence/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://osintelligence-llc.gitbook.io/osintelligence/part-ii-the-discipline/6-multi-agent-ooda-mesh/references-and-provenance.md). # References & provenance ### References **OODA:** Boyd, J. R. (1976). *Destruction and Creation*; (1987). *A Discourse on Winning and Losing* · Osinga, F. P. B. (2007). *Science, Strategy and War.* Routledge · Johnson, J. (2022). "Automating the OODA Loop in the Age of Intelligent Machines." *Defence Studies* 22(2):241–260 · Air Power Journal (2024). "Reshaping Air Power Doctrines: Creating AI-Enabled Super-OODA Loops." · Hoffman, R., et al. (2024). Cognitive-systems-engineering review (substrate-fold). **Multi-agent orchestration:** Amershi, S., et al. (2019). "Guidelines for Human-AI Interaction." *CHI 2019* · Park, J. S., et al. (2023). "Generative Agents." *UIST 2023*; [arXiv:2304.03442](https://arxiv.org/abs/2304.03442) · Masters, C., et al. (2025). "Orchestrating Human-AI Teams: The Manager Agent as a Unifying Research Challenge." *DAI 2025*; [arXiv:2510.02557](https://arxiv.org/abs/2510.02557) · "Exploring Human-AI Collaboration Using Mental Models of Early Adopters of Multi-Agent Generative AI Tools" (2025). [arXiv:2510.06224](https://arxiv.org/abs/2510.06224) · "Multi-Agent Collaboration Mechanisms: A Survey" (2025). [arXiv:2501.06322](https://arxiv.org/abs/2501.06322) · "Multi-Agent Collaboration via Evolving Orchestration" (2025). [arXiv:2505.19591](https://arxiv.org/abs/2505.19591) · Qian, C., et al. (2024). "ChatDev: Communicative Agents for Software Development." *ACL 2024* · Wu, Q., et al. (2023). "AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation." Microsoft Research (substrate-fold). **Cognitive offloading:** Gerlich, M. (2025). "AI Tools in Society: Impacts on Cognitive Offloading and the Future of Critical Thinking." *Societies* 15(1):6; [DOI 10.3390/soc15010006](https://doi.org/10.3390/soc15010006) · Chirayath et al. (2025) · Singh (2025) · Alfaro et al. (2024) · Clark, A. (1997). *Being There: Putting Brain, Body, and World Together Again.* MIT Press · Risko, E. F., & Gilbert, S. J. (2016). "Cognitive offloading." *Trends in Cognitive Sciences* 20(9):676–688. **Analytic tradecraft:** Kent, S. (1949). *Strategic Intelligence for American World Policy.* Princeton UP · ODNI (2015). ICD-203 · Heuer, R. J. (1999). *Psychology of Intelligence Analysis* · Pirolli, P., & Card, S. (2005). "The Sensemaking Process and Leverage Points for Analyst Technology." **Solo-operator + substrate:** Lavingia, S. (2021). *The Minimalist Entrepreneur* · a16z (2024–2025) one-person-unicorn commentary + community surveys · Bai, Y., et al. (2022). "Constitutional AI." [arXiv:2212.08073](https://arxiv.org/abs/2212.08073) · Kaplan (2020) + Hoffmann (2022) scaling laws · Ji, Y., et al. (2023). Hallucination survey. *ACM CSUR.* **Method + compounding:** Popper (1959) *The Logic of Scientific Discovery* + (1962) *Conjectures and Refutations* · Lakatos (1970) · Pareek, D., Du, S. S., & Oh, S. (2024). "Understanding the Gains from Repeated Self-Distillation." [arXiv:2407.04600](https://arxiv.org/abs/2407.04600) · Shenfeld, I., et al. (2026). "Self-Distillation Enables Continual Learning" (introduces SDFT, distinct from Yang et al.’s 2024 SDFT). [arXiv:2601.19897](https://arxiv.org/abs/2601.19897) · the data-flywheel compounding concept · Wittgenstein (1953). *Philosophical Investigations* (the what-it-is-not-saying discipline) · Bayes (1763). **In-series + prior art:** Kistner, J. (2023). [*The Dawning Age of AI*](https://www.linkedin.com/posts/jameykistner_ai-singularity-collaboration-activity-7045734252818100224-gBGE) (LinkedIn, 2023; an AI-generated multimedia piece, text authored by GPT-4 with AI-generated artwork, video, music, and narration, credited on its face as "Orchestrated and Arranged by: Jamey Kistner, A Human"), the earliest dated public record of the operator's cross-platform AI-orchestration practice. The piece was the output of a July 2023 proof-of-concept synthetic-media pipeline (OSINTelligence project record): Synthesys AI text-to-video avatars and neural voice synthesis for narrative delivery, a Soundful algorithmic royalty-free score matched to the piece's tone, DALL-E and Midjourney thematic b-roll and environmental assets, and post-production assembly in Canva to broadcast format, a full narrative produced without physical cameras, actors, or traditional scoring; the workflow it proved out became the baseline for OSINTelligence Studios · Kistner, J. (2025). [*Finding Connection and Clarity in the Age of AI*](https://www.linkedin.com/posts/jameykistner_finding-connection-and-clarity-in-the-activity-7287835156738981890-gfI-) (self-published, 2025-01-22; the dated public posting is the prior-art record, and the artifact is carried whole in this record: [PDF](https://137900913-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2Fxx2bv6VR9dSJDJ9HsDER%2Fuploads%2Fp0ljFG09l5fmpx8GjK5x%2Ffinding-connection-and-clarity-in-the-age-of-ai.pdf?alt=media)), the dated prior-art anchor for a subset of practices (voice-first, whole-idea, dual-instance), with multi-instance routing and the mesh explicitly later extensions · the pre-transition source notes (mesh research + literature review, co-authored with Opus 4.6) · [*Sixteen Practices*](/osintelligence/part-ii-the-discipline/5-sixteen-practices.md) (Chapter 5; §5.8 condensed pointer, §5.11 attention-economics, §5.21 errors-as-knowledge, §5.24 saturation paradox) · [*The Guard Changes at 23:26Z*](/osintelligence/part-iii-the-evidence-what-broke/10-the-guard-changes-at-23-26z.md) (Chapter 10; the cascade ladder) · [*Corpus-Sovereign Self-Distillation*](/osintelligence/part-iv-the-evidence-what-worked/18-corpus-sovereign-self-distillation.md) (Chapter 18; the falsification-retention precedent) · [*The Sovereign Triad*](/osintelligence/part-i-the-architecture/1-the-sovereign-triad.md) (Chapter 1) · [*Sovereign Sustainability*](/osintelligence/part-v-the-frontier/22-sovereign-sustainability.md) (Chapter 22; the industrial-scale compatibility argument) · [*The Drift Taxonomy*](/osintelligence/part-iii-the-evidence-what-broke/9-the-drift-taxonomy.md) (Chapter 9; the lockdown record backstopping the recursion-degradation mode). ### AI-assistance disclosure Large language models were used as research tools in the preparation of this chapter: Claude Opus 4.7 (Anthropic); pre-transition source notes co-authored with Claude Opus 4.6 (attribution preserved verbatim). The model versions and roles named above keep the provenance of this chapter auditable. No AI system is listed as an author or credited as a contributor, in line with COPE and ICMJE guidance: an AI system cannot take responsibility for the work, cannot assert competing interests, and cannot enter a licence agreement. The author verified every claim in this chapter against the sealed artifacts and is solely accountable for it. **Citation (preferred):** Kistner, J. (2026). *Multi-Agent OODA Mesh with Human-as-Routing-Layer: A Formalization and Gap-Analysis of a Solo-Operator Parallel-AI Architecture*, version 1.0.0. OSINTelligence LLC research whitepaper. Cited in-series by title. **License:** CC BY 4.0 (text). Code and data artifacts MIT per repository license. **Companion papers (this series):** [*Sixteen Practices*](/osintelligence/part-ii-the-discipline/5-sixteen-practices.md) (Chapter 5; the collaboration method this mesh operationalizes) · [*The Sovereign Triad*](/osintelligence/part-i-the-architecture/1-the-sovereign-triad.md) (Chapter 1; the governance architecture the mesh runs work through) · [*The Drift Taxonomy*](/osintelligence/part-iii-the-evidence-what-broke/9-the-drift-taxonomy.md) (Chapter 9; the failure classes parallel-agent dispatch amplifies). Cited in-series by title. **Corresponding author:** Jamey Kistner, , OSINTelligence LLC (Columbus, OH). *** *The Sovereign Stack · Multi-Agent OODA Mesh · Chapter 6 · Part II · v1.0.0 · License CC BY 4.0 · © Jamey Kistner, OSINTelligence LLC*