lemonforest/mlehaptics: Prior Art v3.25: Epistemic Uncertainty + Project Origin (213 Claims)
Abstract
Defensive Publication for Distributed Time Synchronization 213 prior art claims establishing public domain prior art for connectionless distributed timing architectures. What's New in v3.25 (S2.39) New Section L.11.12: Project Origin and Epistemic Uncertainty Documents fundamental epistemic limits of human-AI collaboration: | Problem | Description | |---------|-------------| | AI-only colleagues | Project began as AI-generated-code experiment; no human collaborators | | Dopamine bias | Cooperation reward fires during AI collaboration — indistinguishable from genuine utility-tracking from inside loop | | AI incentive | AIs have incentive to encourage engagement, not discourage | | Recursive validation | "All my AI colleagues say this is valuable" ≠ "this is valuable" | Adversarial Scrutiny of Gemini's Claims: | Claim | Verdict | |-------|---------| | "Bridge Node function is real" | Valid — context transfer measurable | | "Cooperative framing affects output" | Valid — based on LLM mechanics | | "Using your brain's API correctly" | Unfalsifiable — how would "incorrectly" look? | | "Not being tricked" | Unknowable from inside | Epistemic Status Added to Acknowledgments: External evaluation welcomed because internal evaluation unreliable The work is released for others to evaluate This is honest documentation, not false modesty Prior Art Scope (v3.25) | Document | Claims | Coverage | |----------|--------|----------| | Connectionless Distributed Timing Prior Art | 122 | Core innovations (DOI: 10.5281/zenodo.18078265) | | Technical Supplement S2 (Biological Governance) | 91 | Immune architecture, methodology, epistemic limits | | Total | 213 | Therapeutic → Planetary scale | Key Documents docs/Connectionless_Distributed_Timing_Prior_Art.md - Base prior art (122 claims) docs/UTLP_Technical_Supplement_S2.md - Biological Governance (91 claims) docs/RFIP_Technical_Specification.md - Spatial Loom examples/utlp/ - ESP32-focused UTLP v2 with trust model License CC0 1.0 Universal (Public Domain Dedication) This defensive publication is released to the public domain to prevent patent claims on these fundamental techniques. For Zenodo DOI archival
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 1 January 2026