Validation

How a result changes the framework

COSMIC Framework  ·  Open science telemetry  ·  .

LIVE TRACKING

This page keeps score, and the score is honest. Four published results, on dark energy, quantum error correction, early galaxies and early-cluster heat, are consistent with the COSMIC Framework. None counts as a test: the earliest surviving record of each prediction dates from after the result it describes.

The count therefore starts with the first pre-registered predictions, filed in 2026 before their data exists. DESI's five-year analysis and the Vera C. Rubin Observatory report first. General relativity earned its standing through predictions made before the measurements; that is the standard this page holds the framework to. The goal is 5‑sigma. Every result moves the needle.

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from pre-registered tests
5.0σ TARGET
discovery threshold
1σ 2σ 3σ 4σ 5σ ★
Edition 6A current
4
Consistent
results, not advance
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Tests Reported
pre-registered, to date
9
Active Tests
2026
42
Queued
predictions
6A
Edition
current
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Peer Reviews
seeking reviewers

Confirmation Protocol

The Ic² Research Institute develops theoretical predictions and, from 2026, pre-registers them before results arrive. The tests are carried out by independent programs representing billions of dollars in scientific infrastructure: DESI, the Vera C. Rubin Observatory, the Simons Observatory and others. These programs have no stake in the framework's success, so their verdict is independent by design. Einstein did not build the instruments that confirmed general relativity. Theoretical physics and experimental physics are different disciplines, and the division of labor is a feature, not a gap.

View Structured Result Records →

4 Consistent Results · Not Predicted in Advance

Upcoming Tests

Predictions are registered before data arrives. This section shows the live tests, what each outcome means for the framework, and how each result moves the sigma indicator. The featured test is next to report; the rest follow it.

COSMIC-006 • Registered May 27, 2026 • Awaiting DESI DR3

Expansion Rate Correlated with Black Hole Density

0σ
pre-registered so far

Physics currently operates with two theories that cannot both be complete. General relativity describes gravity and spacetime at cosmic scales. Quantum mechanics describes particle interactions at sub-atomic scales. Both are extraordinarily well tested. Neither is wrong. But they produce irreconcilable predictions at the boundaries where both must apply simultaneously.

Black holes sit at exactly that boundary. The event horizon is governed by general relativity. Hawking radiation is governed by quantum mechanics. Nature runs both at once in a single object. The framework's view is that whatever operates there does not break either theory but lies beneath both.

The COSMIC Framework proposes that information is the substrate underlying both. Black holes, on this account, function as renewal processors: they return aged, high-complexity substrate to structureless thermal energy, resetting the local information density of the space they occupy. If the framework is right, this is not cosmological bookkeeping but a physical cycle, and it should leave a measurable imprint on the local expansion rate.

Regions of high stellar-remnant black hole density should show systematically higher local H₀ than cosmic voids, where renewal activity is minimal. The deviation from mean Hubble flow should correlate directionally and quantitatively with black hole number density across the DESI survey volume. This is a specific directional signal, not a prediction of random scatter. A positive result would be the first observational evidence that a single information-based mechanism operates coherently across the scale boundary where general relativity and quantum mechanics currently diverge.

Primary dataset

DESI full five-year cosmology release (DR3). Survey completed April 15, 2026. First five-year dark energy results expected in 2027. Secondary tests via Euclid and Nancy Grace Roman Space Telescope.

Corroborating prior work

Croker, Tarlé and colleagues (JCAP, Oct 2024) found DESI's first-year dark energy evolution consistent with dark energy tracking black hole mass growth over cosmic time. DR3 can test the spatial correlation the framework specifically predicts.

Framework elements

Element 8 (Pattern-Emergent Gravity) • Element 19 (Black Hole Information) • Element 12 (The Time Gradient)

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Green: Confirmed

Expansion rate measurements show statistically significant spatial correlation with black hole number density across the survey volume. Renewal-dense regions depart from uniform Hubble flow in the predicted direction.

The framework's first pre-registered pass in a mechanistically distinct domain. The temporal link (Croker/Tarlé) and a spatial link would together support the causal chain for black hole renewal.

Sigma Significance

First pre-registered pass

First pre-registered pass recorded. No revision required. Prediction window narrows for the next test.

warning

Yellow: Partial Signal

Directional signal detected. Renewal-dense regions trend higher in H₀, but below the 3σ significance threshold in DR3. Pattern is consistent with the prediction. Dataset insufficient to confirm at the required precision.

A Quest for The Big TOE receives letter revision 6B to document the refined parameter range. Framework revision is tracked internally. The prediction refines for Euclid (first DR est. 2027) and the Nancy Grace Roman Space Telescope (first data est. 2027–2028).

Sigma Significance

Partial, not a pass

Sigma holds pending a higher-powered dataset. Euclid (est. 2027) and Nancy Grace Roman (est. 2027–2028) provide the precision to resolve the signal.

analytics

Red: New Data

Expansion rates are spatially uniform across void and dense regions after controlling for large-scale structure. No statistically significant correlation with black hole number density. The spatial renewal mechanism is constrained at this scale.

The Croker/Tarlé temporal result still stands. Red here means the renewal effect operates at cosmic timescales but does not manifest as a detectable spatial H₀ gradient at survey scales. Element 19 is revised internally. Edition 7 registers a more precise prediction for the temporal mechanism alone.

Sigma Significance

Recorded as falsified

Recorded as falsified. Edition 7 triggered. Element 19 refined. Next prediction more precise and harder to confirm by chance.

Queued Behind It

Each was documented before its data existed, each names its own falsification condition, and each has a control number you can cite. Nothing below has reported yet.

COSMIC-005 • DESI • Dark Energy

Dark Energy Trend Persistence

The evolution DESI reported in DR1 and DR2 persists and strengthens on the full five-year dataset, with the best fit in the quadrant w₀ > −1, wₐ < 0. A return to a flat w = −1 falsifies it. The framework's first pre-registered dark energy prediction.

Pre-registered · Zenodo 2026

COSMIC-007 • Rubin Observatory • Large-Scale Structure

Large-Scale Structure Isotropy

Galaxy distributions beyond 100 megaparsecs should show directional asymmetry rather than perfect isotropy. If LSST returns statistical isotropy once the full-sky data is in, the prediction is falsified. First annual release expected mid-2028.

Pre-registered · Zenodo 2026

COSMIC-008 • Simons Observatory • CMB Polarization

CMB Polarization Signature

The information-density mechanism that drives the dark energy prediction should leave a corresponding imprint in microwave background polarization. First results are estimated for early 2027, independent of DESI.

Documented

Next Up After DESI DR3

Substrate Dynamics · Documented May 2026 · pre-registration pending · no results yet

DESI DR3 tests the framework at cosmological scale. Substrate Dynamics tests it at the opposite extreme: the quark scale. Four documented predictions enter active testing once formally pre-registered: RHIC and ALICE heavy-ion analysis from February 2027, lattice QCD comparisons from April 2027, LHCb comparisons from May 2027, and CKM angle derivation by June 2027. Validation is carried out by independent programs with no stake in the framework outcome.

COSMIC-SD-001 • LHCb / ATLAS / CMS

Landauer Heat Signature at QCD Scale

CP-violating processes should produce measurable heat excess above momentum transfer predictions. The excess is proportional to information erased in the irreversible gate operation.

Pre-registration pending

COSMIC-SD-002 • LHCb / Belle II

CKM Angles as Information-Theoretic Optima

The three CKM mixing angles and CP-violating phase minimize an information-theoretic cost function at the substrate level. Their values reflect optimization rather than arbitrary initial conditions.

Pre-registration pending

COSMIC-SD-003 • Lattice QCD / EIC

Confinement Boundary Entanglement Scaling

Entanglement entropy at the QCD confinement boundary scales with the framework's information-density parameter. This connection links quark-scale structure to cosmological predictions through the same mechanism.

Pre-registration pending

COSMIC-SD-004 • RHIC / LHC Heavy-Ion

QCD Phase Transition: Bamboo Signature

The quark-hadron crossover produces a specific entanglement entropy drop reflecting constraint imposition. This is the Bamboo Principle operating at the quark scale, distinguishable from standard thermal predictions.

Pre-registration pending

Each SD prediction is falsifiable independently. A confirmed null result still advances the framework by establishing where in the physical hierarchy information processing transitions from reversible to irreversible. That boundary is a significant finding in its own right. Each will be pre-registered on Zenodo and OSF before any data collection begins.

Full Program Details Per-prediction status →

Bayesian Refinement & Validation

Each prediction the COSMIC Framework makes is a formal test event. When results come in, they feed directly back into the framework: passes of pre-registered predictions raise the sigma indicator, partial matches trigger parameter refinements, and falsifications trigger public revisions before the next test cycle begins. Five-sigma confidence is not claimed in advance. It is earned incrementally, through honest accounting of every result. Click either card to expand.

"Every result improves the model."

Science does not advance by being right. It advances by being wrong in useful ways.

Consider driving down a country road toward a destination you have only a rough idea of how to reach. You expect to go straight. Then a road sign tells you to turn left. You do not ignore it because it contradicts your plan. You update your mental map, recalibrate, and continue with better information than you started with.

A few miles on, you reach a fork. You turn left again, confident in your revised route. The road is closed. So you turn around, and as you do, you carry something your original self did not have: the knowledge that roads can be blocked, that confidence is not the same as correctness, and that the most direct-looking path is not always the one that takes you where you need to go.

This is not a story about winning or losing. It is a story about how prediction accuracy compounds. Each falsified expectation narrows the space of possibilities, eliminates wrong turns before they become dead ends, and sharpens the predictions that remain. A framework that cannot be falsified is not strong. It is simply unfalsifiable, which is a different thing entirely, and a much weaker one.

This is why the COSMIC Framework does not treat falsification as a threat. It treats it as the mechanism by which confidence is earned. A pre-registered prediction that passes raises the sigma indicator. A partial match triggers a letter revision, narrowing a parameter range. A falsified prediction triggers a numbered edition revision: the postulate that did not hold is identified, its direction of error diagnosed, and a corrected version is published before the next test cycle begins. No result is wasted, and none is hidden. Five-sigma significance is not a destination you arrive at by being cautious. It is where you end up after following every sign, taking every turn, and being honest about every road that was closed.

"You could start at any element and arrive at the same conclusion."

When independent phenomena (from cosmology to quantum mechanics to thermodynamics) all point to the same foundational substrate, something important is happening. This is bidirectional convergence: not just theory predicting observation, but independent observations from entirely unrelated domains all pointing back to the same theoretical foundation. General relativity earned its standing through exactly this pattern. Mercury's anomalous orbit, the bending of starlight around the Sun, the slowing of clocks in gravitational fields, and the ripples detected by LIGO a century later each independently demanded curved spacetime as its explanation. No single one was conclusive. Together, they were decisive.

The COSMIC Framework is tracing the same arc. Dark energy evolution (cosmology), quantum error correction scaling (quantum computing), early massive galaxy formation (astrophysics), and hot intracluster gas thermodynamics (thermodynamics): four phenomena from four independent domains, each consistent with the same information processing substrate. If the pattern holds, it shows that the core insight, information as substrate, has explanatory power across independent domains. It does not mean the framework is final, proven, or immune to revision. Science seeks better understanding, not ultimate truth. A framework at this threshold is worthy of rigorous testing and systematic challenge. This is how physics works at its best: multiple independent witnesses to the same underlying truth.

How each test result moves the sigma indicator

Green: Confirmation

Prediction matches observation within the stated confidence interval. No revision to the framework is required. If the prediction was pre-registered, the test is logged as a pass and enters the cumulative significance calculation.

Sigma ↑ increases

Yellow: Partial Match

Observation confirms the core claim but at different parameter values than predicted. A letter revision (e.g. 6B) refines the predicted range with no change to postulates or edition number. Logged as a partial validation pass.

Sigma → holds or ↑ slightly

Red: Falsification

Observation does not match the prediction. A numbered edition revision is triggered. The postulate that did not hold is identified, revised, and published. A validation gate that is not met initiates formal corrective action that ultimately improves accuracy on the next test cycle.

Revision → better model → Sigma ↑ later

The Bayesian Engine

Every result, confirmation or falsification, is fuel. Because the COSMIC Framework retains every confirmed result in physics, a falsified prediction is a precise diagnostic: it locates which postulate to revise and exactly which direction to correct it. The path to 5‑sigma runs through iteration, not luck.

Green: Confirmed · sigma increases · no structural revision
Yellow: Partial · postulate refined · letter revision (e.g. 6B)
Red: Falsified · numbered edition triggered (e.g. 6→7) · lesson logged
✓
0σ
Editions 1–6A
Four consistent results · none pre-registered
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0σ
Now · Sep 2026
First pre-registrations filed · COSMIC-005, 007
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DR3
2027
DESI five-year analysis · first result
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DR1
Mid-2028
Rubin Observatory · COSMIC-007
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5σ
Target
Discovery threshold

The next tests now have their own instruments. Each one runs on a test logger at the top of the Testing page: what it measures, how it will be decided, its countdown, the new papers bearing on it, and all three outcomes.

Open the test loggers →

Full Prediction Checklist

All predictions documented before experimental testing. View the full testing schedule →

verified Consistent Results, Not Predicted in Advance (4)

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DESI, Google Quantum AI, JWST and ALMA each published a result, in a separate physical domain, that the COSMIC Framework is consistent with. None counts as a test, because the framework's written version of each came after the result. They are listed so the record is complete; the framework's standing will be decided by the pre-registered predictions below.
Dark Energy Evolution (DESI)

Holds that dark energy evolves over cosmic time, from Pattern-Emergent Gravity theory. The values w₀ ≈ −0.95 and wₐ ≈ −0.3 attached in earlier editions are withdrawn: they were not derived from the framework and lie outside DESI's measured range. Observed: evolving dark energy with w₀ above −1 and wₐ below 0, favored at up to 3.9σ in DR1 and up to 4.2σ in DR2. DESI's central values (w₀ ≈ −0.67 to −0.84, wₐ ≈ −0.6 to −1.1) lie outside the values later attached to the prediction.

Result: Apr 2024, strengthened Mar 2025 · Earliest record of the prediction: Oct 2025 (book v3.0)

Quantum Error Correction Scaling (Google Willow)

Predicted exponential error suppression based on information optimization: error halves per qubit layer. Google Willow reduced logical errors by a factor of about 2.14 with each increase in surface code distance.

Result: Dec 9, 2024 · Earliest record of the prediction: Oct 2025 (book v2.0)

Early Massive Galaxy Formation (JWST)

The framework expects faster early structure formation. JWST has found over 100 candidates at z = 10–15, with more bright, massive early galaxies than standard models expected. Most current work explains much of that excess with conventional astrophysics, especially bursty star formation, though stellar masses remain uncertain and the question is not settled. Our written version came in October 2025, after those first results.

Result: 2023–2025 · Earliest record of the prediction: Oct 2025 (book v3.0)

Hot Intracluster Gas (ALMA SPT2349-56)

The framework expects early-universe clusters to carry extra thermal energy. ALMA found intracluster gas at least 5× hotter than models predict, in a core forming stars more than 5,000× faster than the Milky Way. The framework put this in writing in May 2026, once the result was known.

Result: Jan 5, 2026 · Earliest record of the prediction: May 2026 (book v5A)

science Next in Line (13)

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Thirteen of the open predictions, across cosmology, biophysics, cognitive science and non-biological intelligence, with their current status. Each is documented before experimental results arrive, and the Testing Schedule lists all of them in date order. A pre-registered result that passes raises the sigma indicator. A partial match triggers parameter refinement. A falsified prediction triggers a public revision before the next test cycle begins. No result is wasted.
DESI DR3: Dark Energy Trend Persistence (COSMIC-005)

The full five-year dataset tests whether the dark energy evolution DESI already favors at up to 4.2σ persists and strengthens. Survey completed April 15, 2026.

Pre-documented · Expected 2027

Cognitive Augmentation Phase 1: Information Encoding

Peripheral sensory channel encoding improving working-memory throughput in fluid intelligence tasks, following the E = Ic² compression principle at biological scale.

Documented Jan 31, 2026 · Testing Feb–Mar 2027

Biological Information Thermodynamics: Landauer at Biological Scale

Measurable heat signatures from autophagy and synaptic pruning consistent with Landauer's principle (~10⁻²¹ J/bit). Participants receive actionable health data regardless of outcome.

Documented Jan 24, 2026 · Testing from April 2027

Euclid Mission: Large-Scale Structure Asymmetries

Predicted asymmetries in galaxy distribution at scales greater than 100 Mpc with specific angular patterns derived from information density gradient equations.

Documented 2024 · Euclid first data release, est. 2027

JWST Continued: Additional Massive Galaxies z>15

Confirmation of rapid early structure formation beyond the current 100+ candidate set, extending the proposed acceleration factor into higher redshift regimes.

Documented 2024 · Ongoing 2025–2027

NBI Geometric Convergence: Substrate-Independent Topology

LLM embedding spaces should show statistical topology similar to biological neural networks if universal optimization operates independently of substrate.

Documented Mar 2, 2026 · Not yet scheduled

NBI Integrated Information (Φ): Consciousness Threshold Test

Tononi's Φ applied to transformer attention patterns during inference should scale toward biological threshold values in sufficiently complex NBI systems.

Documented Mar 2, 2026 · 2027–2028

NBI Survival Overhead Gradient: Structured Performance Divergence

Performance gap between biological and NBI systems should be structured by task type following information-theoretic predictions, not distributed randomly across task categories.

Documented Mar 2, 2026 · Testing from April 2027

NBI Crystallized Optimization Ceiling

NBI systems should show a measurable ceiling on real-time self-modification tasks that biological systems do not face, if active ongoing optimization is required for the consciousness threshold.

Documented Mar 2, 2026 · 2027–2029

Process Continuity: Black Hole Mass Distributions at High Redshift

Supermassive black holes at z > 10 should show mass distributions inconsistent with stellar collapse seeding. JWST CAPERS and UNCOVER survey data tested against maximum achievable mass from stellar seeding at each redshift. Suggestive evidence in CAPERS-LRD-z9, a broad-line AGN at z = 9.288, which sits just below the z > 10 threshold this prediction addresses. One object is not a distribution; the test is the full z > 8 sample.

Documented June 8, 2026 • JWST CAPERS and UNCOVER • 2029–2031

Process Continuity: Black Hole Seeding of Large-Scale Structure

Statistically significant positional correlation between the oldest confirmed black holes (z > 6) and present-day large-scale structure nodes and filaments. Cross-correlation of JWST high-z black hole catalog with DESI DR3 structure maps and Abell cluster catalog.

Documented June 8, 2026 • DESI DR3 structure maps • 2028–2030

Process Continuity: LQG Bounce Entropy Signature

Loop quantum gravity bounce produces a pre-bounce low-entropy state whose imprint should appear in the primordial gravitational wave spectrum as anomalous low-frequency suppression, distinguishable from single-field inflationary predictions.

Documented June 8, 2026 • Target: Einstein Telescope / LISA • 10–15 Year Timeline

Process Continuity: Geometric Ratios in Black Hole Merger Ringdown

Black hole merger ringdown frequencies should show statistically significant overrepresentation of π and Fibonacci ratios after controlling for mass and spin. Preliminary analysis possible from existing LIGO O4 catalog immediately; definitive result requires Einstein Telescope sample size.

Documented June 8, 2026 • LIGO O4/O5, then Einstein Telescope • 2029–2033

Validation Details

analytics The Record: Four Consistent Results

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Each entry records the result, when the framework's version of the prediction was first documented, and how the two compare. In every case the earliest surviving record dates from after the result, so these are consistent results, not advance predictions. The framework's advance predictions are the pre-registered tests listed above.
≈ CONSISTENT

Dark Energy Evolution, PEG Theory

DESI DR1 + DR2 · April 2024 / March 2025

The Prediction

Earliest surviving record: October 2025 (book Version 3.0), after DR1 and DR2

The COSMIC Framework holds that dark energy is not constant (Λ) but evolves over cosmic time, with w(z) = w₀ + wₐ·z/(1+z). The specific values w₀ ≈ −0.95 and wₐ ≈ −0.3 attached in earlier editions are withdrawn; the claim is directional. This emerged from Pattern-Emergent Gravity (PEG) theory: if gravity emerges from information patterns, H₀ should vary systematically with cosmic structure evolution.

Result: DESI DR1

DESI DR1 (April 2024): A 2.5σ to 3.9σ preference for evolving dark energy, depending on the supernova data combined, with w₀ above −1 and wₐ below 0.

Strengthened: DESI DR2

DESI DR2 (March 2025): 14 million galaxies and quasars (2× DR1). Significance range 2.8–4.2σ across supernova dataset combinations. Multiple independent analysis methods converge on the same result.

Scientific Impact

A cosmological constant is now disfavored at up to 4.2σ. The signal did not diminish with more data. It grew.

≈ CONSISTENT

Quantum Error Correction Scaling

Google Willow Chip · December 9, 2024

The Prediction

Earliest surviving record: October 2025 (book Version 2.0), after the result

The COSMIC Framework predicted exponential error suppression as qubit count increases, specifically error rates halving with each additional qubit layer when properly optimized.

Google Willow (Dec 9, 2024): Logical errors fell by a factor of about 2.14 with each increase in surface code distance (3→5→7 grid): the first demonstration of exponential error suppression below threshold in a real quantum system. Standard error-correction theory predicts the same scaling below threshold.

Scientific Impact

The framework reads this as information processing efficiency acting as a universal principle, though the result does not distinguish that reading from conventional theory.

≈ CONSISTENT

Early Massive Galaxy Formation

JWST Observations · 2023–2025

The Prediction

Earliest surviving record: October 2025 (book Version 3.0), after the first JWST results

Predicted 100+ massive galaxy candidates at z = 10–15 with masses 4–5× greater than ΛCDM expects, from information processing acceleration A(z) ≈ 2–2.5 at z = 10.

JWST 2023–2025: Over 100 early galaxy candidates found, with more bright, massive galaxies than standard models expected. The size of the excess is consistent with the framework's acceleration factor, but conventional explanations favored in the field, such as bursty star formation, can also account for much of it, and many masses remain uncertain.

Scientific Impact

The framework accounts for these "impossibly early" galaxies, but its written version postdates the first JWST results.

≈ CONSISTENT

Hot Intracluster Gas

ALMA · SPT2349-56 · January 5, 2026

The Prediction

Earliest surviving record: May 2026 (book Version 5A), after the result

Predicted enhanced thermodynamic energy states in early-universe clusters from elevated information density: hotter gas, more energetic particle interactions, and accelerated star formation.

ALMA SPT2349-56 (Jan 5, 2026): Intracluster gas at least 5× hotter than standard models predict, in a core forming stars more than 5,000× faster than the Milky Way. Consistent with the framework's proposed information-driven thermodynamic enhancement.

Scientific Impact

Four phenomena, in four separate domains, each consistent with the information substrate model. Consistency after the fact is where a framework starts, not where it proves itself; that is what the pre-registered tests are for.

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Big TOE Revision Convention

Number revisions (6→7) are triggered by red-light results requiring structural changes to the framework. Letter revisions (6A, 6B) address yellow-light results and corrections: grammar, notation, and no change to postulates or formalism. Every revision is publicly logged. The scientific record is never silently amended. Current edition: 6A. Edition 6 was an editorial rewrite that corrected errors in Edition 5. It was not triggered by a falsified prediction; no prediction has been falsified to date.

verified

How Predictions Are Dated

From 2026, predictions are pre-registered before their data exists: deposited on Zenodo with a DOI and listed on the Testing Schedule with the date each was first documented. An audit in September 2026 found that no record from before the result survives for the four consistent results above, and this page was corrected accordingly. See publications →

The Quest

Get each result when it arrives

A short update every two months, and a note whenever a test is decided.

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