Living document · updated June 2026
Speculations
Future research paths and wild ideas we want to build. This page is not results — every entry below is a direction to investigate, not a finding, and none of it changes the readiness or evidence grade of any published work.
Not yet formal work. Nothing on this page is a claim, a measurement, or a result — see /research and /papers for those. This is the program's open idea backlog.
Cosmology & dark energy
What is dark energy?
The quintom branch of bounce cosmology is a theoretical possibility that predicts w-crossing. External DESI analyses are not a BigBounce result, and our program has not run a free-w0-wa analysis. P1B is namaster-proof research software, not an MCMC paper. The actionable next step would be a separately scoped in-house analysis.
actionable · w0-wa MCMC · DESI DR2 · quintomf_NL = -35/16: a conditional future test
P2 derives a conditional matter-contraction prediction f_NL = -2.1875. SPHEREx may provide a future test, but no present measurement proves a bounce or resolves the model landscape by itself.
actionable (forecast) · SPHEREx ~2028 · scoped assumptionsWhat is dark matter?
Some bounce scenarios motivate asteroid-mass primordial black holes as dark-matter candidates. This remains a theoretical research direction, not a conclusion from the program's surveys or current artifacts.
future · LISA ~2035 · PBH dark matterCosmic fate & reproduction (legacy-2025 archaeology, ledger #20–#23)
Can an accelerating universe recollapse?
A constant positive cosmological constant at the observed matter density (Ω_m ≈ 0.315) forbids a turnaround at any curvature — not merely improbable, mathematically impossible. Only a dark-energy density that crosses zero in the future — zero-crossing quintessence, an interacting dark sector, or effective-SEC-restoring modified gravity — could permit one. DESI DR2's Lyα full-shape result (arXiv:2607.27410) neither implies nor excludes such models; a CPL (w₀, w_a) fit extrapolated to a→∞ is a fitting-function artifact, not a fate forecast.
Open question · not a result · ledger #20Crunch is not bounce: which structure does 'born in a black hole' mean?
A future contraction does not itself produce a new universe — classical GR ends contraction in a singularity, the opposite sign from what a bounce requires. Of five constructions the 2025 notes conflated, only a closed FLRW region behind the horizon (Popławski; Frolov–Markov–Mukhanov) matches the phrase 'born in a black hole.' That daughter is causally sealed: no exterior observable exists. The spin-axis inheritance route some of the same notes hoped for was excluded against DESI data on 2026-09-02.
Open question · not a result · ledger #21Does a daughter universe hold more matter than its parent black hole?
An independent reproduction of Popławski's Einstein–Cartan daughter-universe model (ApJ 832:96, 2016): 15 of 26 published steps reproduce exactly, 8 reproduce only with an unstated assumption, and 3 do not reproduce. The daughter can hold arbitrarily more proper matter than the parent's mass — but the excess is set by a free particle-production coefficient, not by the parent. No invariant parent-to-child amplification ratio exists. Local conservation, ∇_μT^{μν}=0, is respected throughout.
Reproduction result · not a claim about our universe · ledger #22Does bounce-compatible dark energy leave a fingerprint we can already see?
A future turnaround — the universe stopping its expansion and contracting — is impossible under a constant, positive cosmological constant, so it requires the dark-energy density to fall to zero and go negative. We crossed the dark-energy classes that are compatible with a bounce against that requirement and found three that qualify: quintessence and k-essence whose potential crosses zero, and a dark sector that steadily drains energy into dark matter. We then asked whether today's data can tell any of them apart from ΛCDM. They can — but only above a threshold, and the threshold is in the present-day equation of state, not in the fate. At DESI DR2 precision the separation reaches 1σ once w₀ ≳ −0.95, while the turnaround epoch that same threshold corresponds to shifts by a factor of four (54 Gyr vs 14 Gyr) depending only on the shape of the potential assumed. Current data constrain how fast dark energy is evolving now; they do not measure when, or whether, the expansion ends.
Open question · not a result · ledger #23Black holes & extreme gravity
GW echoes from black hole mergers
If black hole interiors contain baby universes, mergers might produce gravitational wave echoes. LIGO/Virgo/KAGRA could detect these in existing data.
actionable · LIGO O4 data · Cai & Zhu 2026Supermassive black hole formation
Early massive black holes motivate several formation hypotheses, including speculative primordial seeds. The legacy anomaly archive is not a discovery catalog and should not be treated as evidence for any such mechanism.
actionable · JWST data · cross-match with anomaly catalogAstrophysics & discovery
Exploratory anomaly candidates
Historic exploratory autoencoder runs flagged archival candidates for possible follow-up. They are not confirmed detections and are now legacy/superseded pipeline records. P3 is the integrated Supporting Data Release recovering 181 DESI DR1 TARGETIDs from a frozen historical list, not a standalone discovery claim.
speculative · autoencoder pipeline candidatesGalaxy morphology: what shapes don't fit?
An autoencoder on galaxy images could find unusual morphologies: double nuclei, tidal tails, ring galaxies, or entirely novel structures.
actionable · Legacy Survey cutouts · image autoencoderTime-domain: what changed?
A future cross-match could identify candidates that are unusual in more than one modality. Such candidates would still require independent validation and would not by themselves support a bounce claim.
actionable · NEOWISE/unTimely · ZTF · $200-400Search for extraterrestrial intelligence
Dyson spheres at scale
A Dyson sphere would create anomalous IR excess. Prior searches found 7 candidates from 5M stars. We could search 100x more with our pipeline.
actionable · Gaia DR3 + AllWISE · IR excess detectionFRB anomaly detection
Fast radio bursts from cosmological distances — our anomaly detection approach on FRB properties could identify subpopulations that current classification misses.
future · CHIME/FRB catalog · time-series autoencoderParticle physics
LHC anomaly detection
An unsupervised autoencoder on collision events could find signatures that don't match any Standard Model prediction — new particles hiding in plain sight.
future · LHC Run 3 · CMS/ATLAS open dataSpacetime fabric: discrete or continuous?
LQG predicts discrete spacetime producing energy-dependent photon speeds. Our birefringence prediction is another test of spacetime microstructure.
testable · Fermi-LAT · CTA ~2027Frontier & cross-domain
Multi-messenger astronomy
Combining heterogeneous data could prioritize future follow-up candidates. Agreement across pipelines is not a discovery confirmation or evidence for a bounce without independent validation.
actionable · cross-survey architecture existsThe Hubify lab scaling vision
Build reproducible discovery infrastructure around explicit parent-catalog, model, score, and selection lineage. Any future outputs should be scoped as question-first programs rather than a paper-count target.
actionable · this is the plan