Independent researcher publishes cryptographically frozen multi-field research dossier to prevent data dredging
Illustrious-Scar7230 · reddit · 2026-10-01
An independent researcher released a September technical dossier spanning 6 research lines (AI, fluid dynamics, chaos math) built on "Intent Seals": every definition, seed, threshold, and hypothesis is cryptographically frozen before decisive evaluation, with failed gates retained as definitive results—no retroactive tuning.
- AI Self-Referential Processing v8.6.3: a locked 260-item behavioral benchmark testing whether LLMs treat their own past outputs differently from human writing; no consciousness claims.
- DesignLab Phase 7: 4,000 GLMM fits against locked null calibration screens—M1 passed, M2 failed the exact-binomial gate.
- Navier-Stokes Bridge Audit: finite Fourier-Galerkin diagnostics on unforced periodic 3D incompressible NS; Arb interval arithmetic certified a same-datum sign crossing across N11–N13 cutoffs, sharply mapping the continuum tail control gap.
- LRSC Odd-Ring Theorem: an analytic theorem proving matrix rank equals active reflection orbits; an exact recursive run visiting 13.4B+ nonempty subsets proved no K≤10 channel reaches the error threshold, with an 11-channel witness.
- Exact Hopf Appendix: numerical sign evidence upgraded to an analytic positivity theorem (93 monomial numerator, strictly positive coefficients).
All manifests, SHA-256 logs, and replay scripts are public, so anyone can replay the decisive proof stages. Claims are labeled PROVED, CERTIFIED, or explicitly open.
More from Research
- EIG publishes most rigorous analysis yet of AI's real effect on US entrepreneurship — robseamans · 2026-10-01
- AI "mind-reading" tool reconstructs what you see from brain scans — ChuckDBrooks · 2026-10-01
- Training Qwen3-VL-4B into an AR image generator with Cosmos tokenizer — ostrisai · 2026-10-01
- CMU releases CUA-SWE, a benchmark uniting computer-use agents with visual software engineering — CarnegieMellonU · 2026-10-01
- New paper: principal component regression beats every monotone spectral filter, incl. ridge and GD — kfountou · 2026-10-01
- MIT's xvr matches X-rays to 3D scans in seconds with sub-millimeter precision for surgery — MacrinePhD · 2026-10-01