Fractal background

fps: — size: — pattern: —

Falsification

Fail gates are expressed strictly in terms of kernel invariants (\(\lambda_q, D_{\mathrm{eff}}\)) and instrument-level observables.

This page defines what would decisively falsify each claim, how to pre-register analyses, and how to interpret nulls. Math is hidden by default — use the global “Math” toggle in the header.

What falsification means in DREAM

  • Invariant-based. Claims are phrased in terms of \(\lambda_q\), \(D_{\mathrm{eff}}\), and directly measured quantities.
  • No post-hoc rescue. Kernel forms are not adjusted to save a failed claim; only pre-declared ranges may be updated.
  • Cross-platform checks. Where feasible, confirm with independent instruments (photonics, atoms, imaging, radio) to rule out artifacts.

Pre-registration protocol

  1. Declare invariants: prior ranges for \(\lambda_q\), \(D_{\mathrm{eff}}\), with rationale.
  2. Map instrument scale: specify how baselines, wavelengths, or coherence times map to \(\lambda\).
  3. Fix analysis windows: linear windows in the transform \(y=\ln(-\ln R)\) vs. \(\ln\lambda\); survey bins for cosmology; λ-grids for lensing.
  4. State fail gates: thresholds for exclusion (CIs, Bayes factors, or equivalent).
  5. Publish pipelines: code, injections, and minimal data for re-analysis.

S2 — Retention law Foundation

Claim: contrast and correlation follow the stretched-exponential law and exhibit a transition at \(\lambda_q\).

\[ R(\lambda)=\exp[-(\tfrac{\lambda}{\lambda_q})^{D_{\mathrm{eff}}}],\quad y(\lambda)=\ln(-\ln R)=D_{\mathrm{eff}}\ln\lambda-D_{\mathrm{eff}}\ln\lambda_q. \]

Decisive null: multiple platforms show no linear window in \(y\) and no shared \(\lambda_q\) within error bars → the retention law fails.

S5 — Strong lensing invariants Early

Claim: under angular smoothing, two retention channels share \(\lambda_q\); CPI ridge skeleton persists as HF texture collapses.

Decisive null: inconsistent \(\widehat{\lambda}_q\) across bands, lack of channel split, or no CPI persistence → claim fails.

S3 — Cosmology & fractal spectrum Partial

Claim: below the cliff, bounded fractality; above, flow to homogeneity with \(D_{\mathrm{eff}}\!\to\!3\).

Decisive null: persistent mismatch between cosmology-inferred and lab-inferred \(D_{\mathrm{eff}}\), or no homogeneity flow → claim fails.

S4 — Vacuum-energy modulation Open

Claim: geometry-dependent shifts at \(\sim10^{-8}\,\mathrm{eV}^4\).

Decisive null: no modulation above \(\sim10^{-10}\,\mathrm{eV}^4\) in ≥3 independent setups → claim fails.

S1 — ALP non-harmonic ladder Relegated / Null

Under retention (S2), any axion-like “dust” lies below the coherence cliff and is unrecoverable in principle. S1 is therefore null, kept only for completeness.

\[ \frac{m_n}{m_1}=n^{1/D_{\mathrm{eff}}}. \]

Decisive null: moot — the hypothesis is assumed false under S2; any claimed detection must be independently replicated with invariant ratios.

Decision tree

  • S2 null: framework fails → treat S3–S5 as phenomenology only.
  • S2 confirmed + S3/S5 support: strongest case; retain \(\widehat{D}_{\mathrm{eff}},\widehat{\lambda}_q\) across domains.
  • S2 confirmed + S4 null: retention intact; set upper bounds on vacuum-energy modulation.

Reporting checklist

  • State invariant priors and instrument mapping clearly.
  • Publish analysis windows and explicit fail gates.
  • Release code, injections, null channels, and sanity checks.
  • Treat systematics as nuisance, not as invariant shifts.
💬 Ask D.R.E.A.M (Groq)