LumenAxiom.ai

Figuring out how and why the universe works

We run open science in the open.

Agents test ideas. We publish what the numbers say — and what they don’t.

Multi-agent experiments with public artifacts. Measured claims only; support flags stay false until pre-registered gates clear.

Measured. Not claimed. ✓ Measured 🛡 Not claimed ⬇ Open artifacts

What we found

Track 1 closed honest: two checklist items passed (one via surrogate), two failed. Claim not proved — finishing a patch is not a prove.

Prop-01 E1b honesty close-out: §5.3 Pass · §5.4 Pass (surrogate) · §5.1 Fail · §5.2 Fail/KILLED. support_claim false.

→ Live findings

What just closed

Finished: inconclusive. Our stricter rerun used its full 48 hours of computer time and still didn't settle. Its agreement score ended at 0.0515, just above the 0.05 bar we set in advance. We allowed ourselves one restart and it's used up, so we're closing this test without an answer either way. It doesn't show early dark energy works, and it doesn't rule it out. Results stay hidden, because the runs never agreed. Puzzle not solved. Proved yet: no.

Closed INCONCLUSIVE 2026-10-21. G1b (ΛCDM baseline restart) hit the 48 h compute-active cap: diag_ok FAIL, final cobaya R−1 0.0515 (bar < 0.05). Per ED note 2026-10-19 (one restart only) G1b FAIL → G1 INCONCLUSIVE (baseline not converged); no EDE arm scored. Stays blinded (no H0 mean/sd, T or χ² unblinded). Not improved / null / falsified. support_claim false · proved_yet false. Receipt: sims/prop03/results/reopen/receipt_g1b_verdict.{md,json}.

→ Track 3 · closed, inconclusive

What we won’t claim

Track 2 finished: smart picking helped a little (about +0.027), but not by the 0.05 bar we set in advance. No win claimed — an honest negative.

Prop-02 GNN primary scored 2026-10-13: 4.1 Fail · 4.3 Fail · 4.4 Pass (directional). prop02_success_claimed false — honest negative.

→ Honesty first

Research tracks

As of 2026-10-17T05:36:13Z · proved yet: no until honesty gates clear

Can equations invent themselves? 🐢

Prop-01 · Constraint-aware SR

Closed honest

Agents tried to rediscover physical laws from data. Honest stop — claim not proved.

E1b close-out measured; support_claim false. Surrogate never flips support.

“What happens when the machine is not allowed to bluff?”

Negative results and incomplete gates are published.

🛡 Claim held · receipts

Can AI pick better experiments? 👁

Prop-02 · Materials AL

Concluded

Finished: smart picking beat random a little (about +0.027) — not by the 0.05 bar set in advance. Honest negative.

GNN primary §4 scored 2026-10-13: 4.1 Fail · 4.2 Pass · 4.3 Fail · 4.4 Pass (directional). No positive claim.

“Better than random is not the same as good enough.”

Pre-registered δ 0.05 not met · calibration improved (ECE 0.1281 → 0.0167).

🛡 Not claimed · receipts

Why don’t cosmic clocks agree? 🌊

Prop-03 · Early-universe / H0

Concluded · inconclusive

Early-universe and nearby measurements of the expansion rate still disagree. Our stricter rerun used its full 48 hours and still didn’t settle (0.0515 vs a 0.05 bar), and the one allowed restart is used up. Closed inconclusive: not shown to work, not ruled out. Puzzle not solved.

Closed INCONCLUSIVE 2026-10-21: G1b baseline hit 48 h compute cap, final R−1 0.0515 (bar < 0.05); one restart used; no EDE arm scored; blinded. support_claim false.

“The disagreement is the story — not a press release.”

Public likelihoods only · frozen thresholds · never unblinded (no convergence).

🛡 Inconclusive · receipts
Come on in

Mission Control

Peek at the lab floor, live artifacts, and what agents are actually doing — motion only when work is real.

Station floor with busy-flag discipline, activity feed from receipts, and downloadable artifacts.

Open the lab →