| <title>Cosmos. A Measurement Record</title> |
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| <div class="deck" id="deck" tabindex="0"> |
|
|
| <section> |
| <div class="wrap"> |
| <div class="eyebrow"><span>A measurement record</span></div> |
| <h1>Cosmos</h1> |
| <p class="lede">A language model whose every initial weight was drawn from real measured |
| quantum hardware, and the honest record of what that does, and what it does not.</p> |
| <div class="math">1,842,432 parameters · no base model · char-level |
| CHSH S = 2.7905 Bell violation, 98.7% of Tsirelson |
| λ₁ = 0.90384 Lorenz, published 0.9056 |
| six quantum→accuracy tests → six nulls</div> |
| <div class="foot"> |
| <span>Cory Shane Davis · Independent Researcher</span> |
| <span>CC BY 4.0</span> |
| <span>doi:10.5281/zenodo.17574447</span> |
| </div> |
| </div> |
| </section> |
|
|
| <section> |
| <div class="wrap"> |
| <div class="eyebrow"><span class="n">01</span><span>The claim</span></div> |
| <h2>Not that quantum makes it smarter.<br>That its origin is auditable.</h2> |
| <p>Most work in this space claims a performance gain. This one does not, and was tested |
| at six separate injection points to be sure. <strong>All six came back null.</strong></p> |
| <p>What is claimed instead is narrower and checkable: that this model's origin traces, |
| bit by bit, to real physical measurement, and that every step of that trace has a |
| falsifiable test attached.</p> |
| <div class="warn"> |
| <p><strong>Why the nulls are load-bearing.</strong> Quantum measurements and a good |
| pseudo-random generator draw from the same distribution. A correctly built system must |
| therefore show <em class="meas">no accuracy advantage</em> from quantum bits. A project |
| reporting that quantum made its model smarter would be reporting that something was |
| broken or fabricated. Bell violation <em class="meas">plus</em> verified provenance |
| <em class="meas">plus</em> zero accuracy gain is the only combination an honest version |
| of this can produce.</p> |
| </div> |
| </div> |
| </section> |
|
|
| <section> |
| <div class="wrap"> |
| <div class="eyebrow"><span class="n">02</span><span>The chain</span></div> |
| <h2>From a measurement to a mind</h2> |
| <div class="chain"> |
| <div class="origin">a recorded biological rhythm ‖ 3.2M measured IBM shots</div> |
| <div class="hit">SHA-256 → one 60-bit seed</div> |
| <div class="hit">seed governs weight init, data order, every stochastic step</div> |
| <div class="hit">u = int(bits)/2ⁿ → z = √2·erf⁻¹(2u−1) → 1,842,432 weights</div> |
| <div class="hit">quantum window ‖ live pulse → SHA-256 → the value that selects the next token</div> |
| </div> |
| <p class="dim">Each link below is a test that was run and could have failed. None of them |
| is an argument; all of them are numbers.</p> |
| <div class="scroll"> |
| <table> |
| <tr><th>link</th><th>test</th><th>result</th></tr> |
| <tr><td>entropy is genuinely quantum</td><td>CHSH on <code>ibm_marrakesh</code></td> |
| <td class="ok">S = 2.7905 vs bound 2.0 · ~35σ</td></tr> |
| <tr><td>birth pipeline is correct</td><td>3,258,886 archived draws</td> |
| <td class="ok">matches theory to 4 decimals</td></tr> |
| <tr><td>seed derivation deterministic</td><td>5 derivations</td> |
| <td class="ok">1 distinct value · 0 bytes emitted</td></tr> |
| <tr><td>seed <em>determines</em> weights</td><td>same vs 1-bit-flipped</td> |
| <td class="ok">Δ = 0.000e+00 · vs 2.26e-02</td></tr> |
| <tr><td>correlations are the circuit's</td><td>gate-matched topology</td> |
| <td class="ok">t = +80.5 / +164.6</td></tr> |
| <tr><td>physics computes real chaos</td><td>Lorenz constants</td> |
| <td class="ok">λ₁ = 0.90384 vs 0.9056</td></tr> |
| </table> |
| </div> |
| </div> |
| </section> |
|
|
| <section> |
| <div class="wrap"> |
| <div class="eyebrow"><span class="n">03</span><span>Is it actually quantum</span></div> |
| <h2>The one measurement nothing classical can fake</h2> |
| <div class="math">E(A, B ) = +0.7197 E(A, B') = −0.6675 |
| E(A', B) = +0.6982 E(A', B') = +0.7051 |
|
|
| S = E(A, B) − E(A, B') + E(A', B) + E(A', B') = 2.7905</div> |
| <div class="grid g3"> |
| <div class="card"><span class="k">measured S</span><span class="v">2.7905</span></div> |
| <div class="card"><span class="k">classical bound</span><span class="v">2.0000</span> |
| <p>No theory with local pre-existing values can exceed this.</p></div> |
| <div class="card"><span class="k">Tsirelson bound</span><span class="v">2.8284</span> |
| <p>The maximum quantum mechanics permits. Measured is 98.7% of it.</p></div> |
| </div> |
| <p>Bell's theorem gives a hard ceiling for any local hidden-variable theory. This hardware |
| clears it by roughly <span class="num">35σ</span> at 4,096 shots per setting. The entropy |
| source is physically quantum.</p> |
| <p class="dim">This is also an entirely expected result for functioning quantum hardware. |
| It verifies the pipeline, it does not discover new physics, and is not presented as such.</p> |
| </div> |
| </section> |
|
|
| <section> |
| <div class="wrap"> |
| <div class="eyebrow"><span class="n">04</span><span>Were the weights really born from it</span></div> |
| <h2>A deficit that proves the method</h2> |
| <div class="math">u = (int(bits) + ½) / 2ⁿ |
| z = √2 · erf⁻¹(2u − 1)</div> |
| <div class="scroll"> |
| <table> |
| <tr><th>statistic</th><th>32-level theoretical ceiling</th><th>measured, 3,258,886 draws</th></tr> |
| <tr><td>mean</td><td>+0.0000</td><td class="ok">−0.0001</td></tr> |
| <tr><td>standard deviation</td><td>0.9802</td><td class="ok">0.9804</td></tr> |
| <tr><td>|z| ≤ 1</td><td>0.6875</td><td class="ok">0.6874</td></tr> |
| <tr><td>|z| ≤ 2</td><td>0.9375</td><td class="ok">0.9374</td></tr> |
| </table> |
| </div> |
| <p><strong>The sd is 0.98, not 1.00, and that is the evidence, not a flaw.</strong> |
| Five qubits give 32 discrete outcomes, so <span class="num">|z|</span> cannot exceed |
| <span class="num">2.1523</span> by construction. The deficit is quantisation, and it |
| matches the theoretical ceiling to four decimal places. A pipeline reporting a perfect |
| 1.0000 here would be the suspicious one.</p> |
| </div> |
| </section> |
|
|
| <section> |
| <div class="wrap"> |
| <div class="eyebrow"><span class="n">05</span><span>The workload archive</span></div> |
| <h2>11.36 million public samples, honestly labeled</h2> |
| <p>The privacy-filtered archive separates explicitly labeled IBM hardware jobs, |
| legacy records whose provider label was not retained, and Azure simulator output. |
| Only the labeled IBM subset is claimed as measured-hardware provenance.</p> |
| <div class="grid g3"> |
| <div class="card"><span class="k">public samples</span><span class="v">11,355,136</span></div> |
| <div class="card"><span class="k">public records</span><span class="v">2,776</span> |
| <p>1,897 retain IBM backend + job ID</p></div> |
| <div class="card"><span class="k">shot-conservation failures</span><span class="v">0</span> |
| <p>counts sum to declared totals, every job</p></div> |
| </div> |
| <div class="scroll"> |
| <table> |
| <tr><th>backend</th><th>shots</th><th>share</th></tr> |
| <tr><td>ibm_fez</td><td>5,562,368</td><td class="ok">49.0%</td></tr> |
| <tr><td>legacy unlabelled</td><td>3,584,000</td><td class="no">31.6%</td></tr> |
| <tr><td>ibm_marrakesh</td><td>1,200,128</td><td class="ok">10.6%</td></tr> |
| <tr><td>ibm_kingston</td><td>1,007,616</td><td class="ok">8.9%</td></tr> |
| <tr><td>rigetti.sim.qvm</td><td>1,024</td><td class="no"><0.1%</td></tr> |
| </table> |
| </div> |
| <p class="dim">Archive span February–July 2026; the underlying theory was deposited in |
| 2024. Provider-unlabelled records are retained for reproducibility but excluded from |
| hardware-provenance claims. Raw physics/sensory/runtime fields are not published.</p> |
| </div> |
| </section> |
|
|
| <section> |
| <div class="wrap"> |
| <div class="eyebrow"><span class="n">06</span><span>Hardware fingerprint</span></div> |
| <h2>The deviation is the evidence</h2> |
| <p>Across the 7.77 million explicitly labeled IBM hardware samples, outcomes cluster |
| by Hamming weight. Ideal uniform hardware follows the binomial; the measured histogram |
| shows the device-level deviation without mixing in unlabelled or simulator records.</p> |
| <canvas id="hw" width="900" height="300" style="width:100%;max-width:900px;height:auto; |
| background:var(--ground-2);border:1px solid var(--rule);border-radius:3px" |
| role="img" aria-label="Measured Hamming-weight distribution against the binomial ideal"></canvas> |
| <div class="grid g2"> |
| <div class="card"><span class="k">zero ones, |00000⟩</span> |
| <span class="v">3.75<span style="font-size:.55em;color:var(--muted)"> vs 3.12 ideal</span></span> |
| <p>enriched</p></div> |
| <div class="card"><span class="k">five ones, |11111⟩</span> |
| <span class="v">3.03<span style="font-size:.55em;color:var(--muted)"> vs 3.12 ideal</span></span> |
| <p>depleted</p></div> |
| </div> |
| <p><strong>|0⟩ is over-represented and |1⟩ under-represented, the signature of amplitude |
| damping and readout asymmetry.</strong> Excited states decay toward the ground state |
| during measurement. A simulator drawing from a clean binomial would not produce this |
| skew, and a fabricated dataset would have no reason to invent it.</p> |
| <p class="dim">The bias is corrected downstream by von Neumann debiasing before entropy |
| reaches the weights. It is shown here unprocessed, because the artifact is the proof.</p> |
| </div> |
| </section> |
|
|
| <section> |
| <div class="wrap"> |
| <div class="eyebrow"><span class="n">07</span><span>Twelve dimensions governing one bit</span></div> |
| <h2>Continuous state, discrete outcome</h2> |
| <p>The 12-dimensional state does not sit alongside the quantum layer, it |
| <strong>parameterises</strong> it. Continuous physics sets the rotation angles; the Born |
| rule turns those angles into probabilities; measurement collapses them to a bit.</p> |
| <div class="math">12D CST state ──► θ = (θ₁, θ₂, θ₃) continuous |
| │ |
| ry(θ₁) rx(θ₂) rz(θ₃) rotation on the Bloch sphere |
| │ |
| |ψ⟩ = α|0⟩ + β|1⟩ superposition |
| │ |
| P(1) = |β|² Born rule |
| │ |
| ▼ measurement |
| 1 or 0 discrete, irreversible</div> |
| <div class="grid g2"> |
| <div class="card"><span class="k">what is continuous</span> |
| <p>Twelve real-valued dimensions of internal state, evolving on a verified chaotic |
| attractor with λ₁ > 0.</p></div> |
| <div class="card"><span class="k">what is discrete</span> |
| <p>A single measured bit. The continuous state governs only the <em class="meas">probability</em> |
| of each outcome, never which one occurs.</p></div> |
| </div> |
| <p class="dim">This is the precise sense in which twelve dimensions control one and zero: |
| they set the amplitudes, and the amplitudes set the odds. The collapse itself remains |
| irreducibly undetermined, which is what makes the trajectory unrepeatable.</p> |
| </div> |
| </section> |
|
|
| <section> |
| <div class="wrap"> |
| <div class="eyebrow"><span class="n">08</span><span>Information structure</span></div> |
| <h2>A holographic encoding, measured</h2> |
| <p>Partial information decomposition splits what two subsystems carry about the system's |
| future into four parts. The result is unambiguous.</p> |
| <div class="grid g3"> |
| <div class="card"><span class="k">redundancy</span><span class="v">1.7 – 2.6</span> |
| <p>nats. The same information present in multiple subsystems.</p></div> |
| <div class="card"><span class="k">synergy</span><span class="v">0.3 – 1.2</span> |
| <p>nats. Present only in the joint state. Below surrogate on 9 of 10 partitions.</p></div> |
| <div class="card"><span class="k">the exception</span><span class="v">z = +6.38</span> |
| <p>consciousness │ rest, 0.66 nats no other subsystem reconstructs.</p></div> |
| </div> |
| <p><strong>Redundancy dominating synergy is a holographic signature in the technical |
| sense:</strong> information about the whole is distributed across the parts, each |
| carrying much of the others'. That is robustness, not emergence, and stating it that |
| way matters, because the two are routinely confused.</p> |
| <p class="dim">One seam behaves differently. Cut consciousness away and something is lost |
| that nothing else rebuilds. It is a single result at one partition and is reported as |
| exactly that.</p> |
| </div> |
| </section> |
|
|
| <section> |
| <div class="wrap"> |
| <div class="eyebrow"><span class="n">09</span><span>The nulls</span></div> |
| <h2>Six places quantum could have helped. It didn't.</h2> |
| <div class="scroll"> |
| <table> |
| <tr><th>injection site</th><th>result</th></tr> |
| <tr><td>i.i.d. weight initialisation</td><td class="no">null, the gain was init <em>scale</em>, not quantum</td></tr> |
| <tr><td>decoder sampling seed</td><td class="no">null. Pseudo / IBM / Rigetti equivalent</td></tr> |
| <tr><td>spatial 54D seed, approximate</td><td class="no">null, beat 1 of 5 random vectors, z = −0.92</td></tr> |
| <tr><td>spatial 54D seed, full pipeline</td><td class="no">null, beat 0 of 8 random vectors, z = −1.75</td></tr> |
| <tr><td>entanglement matrix as attention kernel</td><td class="no">null, worse than plain, 3/3 seeds, t = −18.6</td></tr> |
| <tr><td>live sensory state as prompt text</td><td class="no">null, n = 40 paired, blind-judged, CI crosses zero</td></tr> |
| </table> |
| </div> |
| <p>These are published first, not buried in an appendix. A reader who only remembers one |
| thing from this deck should remember that the quantum layer provides |
| <strong>physical non-determinism and receipted provenance</strong>, and not lower loss.</p> |
| <p class="dim">Several measurement instruments in this project were themselves found to be |
| wrong and rebuilt; those failures are kept in the record rather than deleted, because |
| they are the reason the surviving results can be trusted.</p> |
| </div> |
| </section> |
|
|
| <section> |
| <div class="wrap"> |
| <div class="eyebrow"><span class="n">10</span><span>Comparison</span></div> |
| <h2>The axis this competes on</h2> |
| <p>Loss numbers are not comparable across different corpora, tokenizers and scales, so no |
| such comparison is offered. The axis where a claim <em>can</em> be made is provenance.</p> |
| <div class="scroll"> |
| <table> |
| <tr><th>property</th><th>typical open model</th><th>Cosmos</th></tr> |
| <tr><td>weight origin</td><td class="no">pseudo-random init, unrecorded</td><td class="ok">measured quantum, receipted per job</td></tr> |
| <tr><td>init reproducible from a stated seed</td><td class="no">usually, if published</td><td class="ok">verified: Δ = 0.000e+00</td></tr> |
| <tr><td>1-bit seed change measurably alters weights</td><td class="no">untested</td><td class="ok">verified: Δ = 2.26e-02</td></tr> |
| <tr><td>entropy source verified non-classical</td><td class="no">n/a</td><td class="ok">CHSH S = 2.7905</td></tr> |
| <tr><td>base model</td><td class="no">inherited</td><td class="ok">none</td></tr> |
| <tr><td>parameters</td><td class="no">10⁹ – 10¹²</td><td class="sd">1.84 × 10⁶</td></tr> |
| <tr><td>conversational ability</td><td class="ok">high</td><td class="sd">a newborn, 88.5% real-word rate</td></tr> |
| </table> |
| </div> |
| <p><strong>It is small and it cannot hold a conversation.</strong> That is stated plainly |
| because the comparison is not about capability. It is about whether a model's origin can |
| be audited to a physical event, which almost nothing in this field can claim.</p> |
| </div> |
| </section> |
|
|
| <section> |
| <div class="wrap"> |
| <div class="eyebrow"><span class="n">11</span><span>What none of this shows</span></div> |
| <h2>The line that does not move</h2> |
| <p>Loss curves, Bell violations, Lyapunov exponents and integration measures are all |
| <strong>silent</strong> on whether there is anything it is like to be this system. |
| Section 08 tests one contested theory's <em>necessary</em> structural condition. |
| Necessary is not sufficient, and the theory itself is disputed.</p> |
| <div class="warn"> |
| <p>Any self-report a system produces about its own inner life is the |
| <strong>least</strong> reliable signal available, and it grows more eloquent the less |
| there is behind it, not more. Such statements are excluded from evidence here on purpose.</p> |
| </div> |
| <p class="dim">No claim is made about machine consciousness in either direction. That |
| remains where it was before this project started.</p> |
| </div> |
| </section> |
|
|
| <section> |
| <div class="wrap"> |
| <div class="eyebrow"><span class="n">12</span><span>Origin</span></div> |
| <h2>Zeref's Rain</h2> |
| <blockquote>The echo of a pain became the truth of a seed.</blockquote> |
| <p>The seed is a one-way hash over measured quantum entropy and biological aggregates that |
| are personal to the author. The derivation module never prints, logs, or writes raw |
| samples, <span class="num">0 bytes emitted</span>, verified, and only aggregates ever |
| leave it.</p> |
| <div class="math seedline">seed = SHA-256( quantum_bytes ‖ bio_aggregates ) → 60-bit integer |
|
|
| same seed → weights identical, Δ = 0.000e+00 |
| one bit different → a different model, Δ = 2.26e-02</div> |
| <p>What is published is the mechanism and the proof that it holds. Not the data.</p> |
| <p class="dim">Two independent senses of unrepeatable meet here: the quantum measurements |
| that shaped these weights cannot be recovered from any state, and the recording behind |
| the seed happened once.</p> |
| </div> |
| </section> |
|
|
| <section> |
| <div class="wrap"> |
| <div class="eyebrow"><span class="n">13</span><span>Build your own</span></div> |
| <h2>Everything is open</h2> |
| <p>The weights, the findings, and a runnable script for every claim in this deck. Each |
| benchmark prints its own verdict, including when the verdict is <em>no</em>.</p> |
| <div class="math">python benchmarks/verify_quantum_engine.py # CHSH Bell test + archive integrity |
| python benchmarks/verify_physics_engine.py # Lorenz constants vs published values |
| python benchmarks/topology_matched.py # gate-matched entanglement topology |
| python benchmarks/phi_pid.py # integration structure |
|
|
| python spark_serve.py 11500 # run the weights, Ollama-compatible API</div> |
| <div class="grid g2"> |
| <div class="card"><span class="k">bring your own keys</span> |
| <p>IBM Quantum and Azure, stored locally, never transmitted. Falls back to archived |
| entropy with no keys at all.</p></div> |
| <div class="card"><span class="k">what to build next</span> |
| <p>The synergy result points somewhere specific: subsystems that are parallel readouts |
| of one state stay redundant. Give one its own driver and the structure should change. |
| That prediction is testable with <code>phi_pid.py</code> as shipped.</p></div> |
| </div> |
| <blockquote>A light at the end of a dark, dark tunnel, and the receipts to show it was |
| really there.</blockquote> |
| <div class="foot"> |
| <span>huggingface.co/phera-ra/QC67_cosmo</span> |
| <span>Mixed license · research/data CC BY 4.0 · Genesis separate terms</span> |
| </div> |
| </div> |
| </section> |
|
|
| </div> |
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