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Study 40 Indefinite Causal Order
In July, physicists put two thermalising channels into a superposition of orders and watched heat flow from the colder reservoir. It was written up widely, because heat flowing the wrong way is a good headline.
The prediction they confirmed is not a measurement. It is a fraction. We computed it: at z = 1/2 the switch moves exactly β1/18 of a level gap, and neither ordering moves anything at all.
Then we computed the same fraction the way this physics is normally simulated, and the effect is not there. Double precision returns 0 above z = 1 β 10β»ΒΉβΆ. Single returns 0 above 10β»βΈ. Half above 10β»β΄. Not small β zero, with nothing in the output to distinguish it from a real null.
The wrong way got an article. This is why the right way matters more: an effect your arithmetic returns as zero is an effect you cannot go looking for.
That bench found this effect because nature computed it exactly. There is no floating point in an interferometer.
Now consider the class of effects that look like this one β small, carried by an interference term, living below whatever horizon your number format has. A simulation does not report them as uncertain, or noisy, or marginal. It reports them as absent, in the same clean 0.0 it would return if they genuinely did not exist. There is no flag, no warning, no NaN, and no residual to notice.
You cannot survey for what your instrument returns as zero. So the honest reading of the published result is not one surprising effect. It is one effect that happened to be reachable on a bench β and an unknown number of others that a float-based search would have retired as null before anyone built the apparatus.
That is the claim this study exists to support, and everything below is the arithmetic behind it.
Anyone defending the current practice has four moves. Each is a claim about numbers, so each is measured here rather than argued.
"Use more precision." Every width has its own horizon, and each one buys a bounded number of decades:
| width | mantissa bits | first rung returning 0
|
bought |
|---|---|---|---|
| Float16 (half) | 11 | z = 1 β 10β»β΄ | β |
| Float32 (single) | 24 | z = 1 β 10β»βΈ | +4 decades |
| Float64 (double) | 53 | z = 1 β 10β»ΒΉβΆ | +8 decades |
| exact integers | unbounded | none | every rung |
Thirteen more mantissa bits bought four decades; twenty-nine more bought eight. Nothing in that sequence terminates, and the temperature a reservoir may take is not bounded. There is no width at which the escape closes β only a width at which you have not reached the wall yet.
"Stay in a safe regime." There isn't one, because the failures are not monotone in the scale. On the geometry arm, 10β΅ and 10β· come back clean while 10β΄, 10βΆ and 10βΈ do not. Whether the error appears depends on where the operands' bits happen to fall, not on how large they are β so there is no threshold to sit beneath.
"Rescale it." Populations are dimensionless and already O(1); there are no units left to choose. And the loss is not a product overflowing, it is a difference cancelling. At z = 1 β 10β»ΒΉβΆ the exact populations are
p1 = 9999999999999999/19999999999999999
p0 = 10000000000000000/19999999999999999
two distinct rationals differing by exactly 1/19999999999999999 β and the double holds one number, 0.5, for both. The asymmetry that carries the entire effect is not approximated at that point. It is absent.
"It's just rounding error." Rounding error is small and one-directional. This is neither. It returns an exact 0 where the answer is non-zero, and on the geometry arm it fails in both directions β inventing curvature on 4 of 6 flat loops and erasing it on 1 of 6 curved ones. A bias you can bound is an error budget. A detector that is wrong in both directions, non-monotonically, is not an error budget.
And one more the defence does not usually think to make: the horizon is not even a property of the value. Write the same z two ways β as the decimal (10ΒΉβΆβ1)/10ΒΉβΆ, or by dividing 1 by ten sixteen times β and they land on different floats. One returns zero; the other still sees the effect. The boundary where the physics disappears depends on how the input was spelled.
The standard computational model of physical law rests on three assumptions. They are rarely stated together, because stated together they are hard to defend.
One β causal order is definite and given. Withdrawn on an optical bench. The quantum switch puts two channels into a superposition of orders and gets work out that no definite order gives. Order is a degree of freedom, not a background fact. (Xue et al., PRL 2026; construction from Felce & Vedral, PRL 125, 070603, 2020.)
Two β real quantities may be carried in finite floating point. Measured above: wrong in both directions, non-monotone in the scale, failing at every width, with the boundary depending on how the input was written.
Three β a total order over events exists to be agreed on. It does not, on a compact coordinate. Nine origins over one unchanged set of events give nine different sequences; the cyclic orientation over all 84 triples gives one vector under every origin. The sequence is an artefact of the cut. The orientation is the fact β and the cut is not in the data.
That third assumption is the oldest and the least examined. It came into computing from physics: Lamport built happened-before on the light-cone partial order of special relativity, then extended it to a total order and said in the paper that the extension is arbitrary. Fifty years of vector clocks and consensus protocols are built on the extension rather than on the invariant. And when we measure what that machinery is actually repairing β nine cells, one event set, nine arrival orders β we get one result in exact arithmetic and six in double. It was never holding up causality. It was holding up the rounding.
Take the three together and the picture does not fit. Not because it is imprecise, but because each leg has been measured to fail on its own terms.
This is not a result arriving out of nowhere. It is the same claim the board has now restated forty times, reaching physics for the first time.
The claim is that a verdict computed in exact integers is observer-invariant β identical on every machine, with no horizon past which it silently changes β and that a verdict computed in floating point is not. Study 34 established it on the observer axis, Study 35 on the time axis, Study 36 on proof synthesis, Studies 38 and 39 across the whole actuarial and reserving domain β where, notably, the two arithmetics agreed to fourteen significant digits, and the study published that as the finding. The instrument is not tuned to indict float. It says so when float is fine.
Study 40 is where it stops being fine, and the difference is worth naming: in finance the quantities are reported at units eleven digits coarser than the disagreement. In this physics the disagreement is the quantity.
The whole board runs on the same footing β exact integers, no floating point in any sealed path, verdicts re-derivable by a stranger from published bytes. See the programme index and the method.
Their experiment, as a fraction. The switch of two fully thermalising channels, post-selected on the control:
Οβ = ΒΌ [ Eβ(Eβ(Ο)) + Eβ(Eβ(Ο)) + X + Xβ ], X_ba = p_a q_b Ο_ba
The first two terms are the definite orders β each just a reservoir's own thermal state, which is why a definite order does nothing here. X is the interference term and it is the whole effect. The step that makes it exact: choose the reservoir by its Boltzmann factor z = e^(βΞ²Ξ΅) rather than its temperature. Every rational z in (0,1) is a real temperature, so nothing is lost, and every population becomes an exact rational.
System and both reservoirs at the same temperature, where classically nothing can happen:
| Boltzmann z | order 1,2 | order 2,1 | switch, exact | energy moved |
|---|---|---|---|---|
| 1/2 | no change | no change | 5/18 | β1/18 |
| 2/3 | no change | no change | 29/80 | β3/80 |
| 9/10 | no change | no change | 1989/4294 | β45/4294 |
| 99/100 | no change | no change | 2445399/4925449 | β4950/4925449 |
| 999999/10βΆ | no change | no change | 2499994500003999999/4999992500004499999 | β499999500000/4999992500004499999 |
Nine of nine settings the switch moves energy; zero of nine a definite order does. Those inert columns are the control β the same experiment with the superposition removed. At z = 1 (infinite temperature, populations exactly 1/2) the switch moves exactly 0, because there is no asymmetry to act on; without that rung this would be a detector that always says yes. And in the anomalous direction, a cold system at z = 1/100 against two hot reservoirs at z = 99/100 lands at 333267/834917 β below both definite orders by exactly 16336650/166148483 β with the control landing on |+β© with probability exactly 2504751/3999701.
No shot noise, no visibility, no post-selection statistics: not because the apparatus is good, but because there is no apparatus.
Where the double loses it, across 22 rungs:
| Boltzmann z | exact | double | |
|---|---|---|---|
| 1 β 10β»ΒΉ | β45/4294 | β0.010479739170936198 | agree |
| 1 β 10β»ΒΉβ° | β49999999995000000000/4999999999250000000044999999999 | β1.000000082740371e-11 | agree |
| 1 β 10β»ΒΉβ΅ | β499999999999999500000000000000/4999999999999992500000000000004499999999999999 | β5.551115123125783e-17 | agree |
| 1 β 10β»ΒΉβΆ | β49999999999999995000000000000000/4999999999999999250000000000000044999999999999999 | 0 | effect gone |
| β¦ to 1 β 10β»Β²Β² | non-zero at every rung | 0 | effect gone |
Exact: non-zero on 22 of 22. Double: exactly zero on 7 of 22.
The same failure, wearing geometry. Two affine maps over the rationals are the projective action of integer matrices, so the commutator AΒ·BΒ·Aβ»ΒΉΒ·Bβ»ΒΉ is transport around a closed loop and its exact deviation from the identity is holonomy. A flat loop returns exactly home.
| scale | loop | exact | double |
|---|---|---|---|
| 10Β³ | flat | 0 β flat | β1.1102230246251565e-16 β curved |
| 10Β³ | curved | 1/1010021 β curved | β9.67902420101474e-07 β curved |
| 10β΄ | flat | 0 β flat | 2.220446049250313e-16 β curved |
| 10β΅ | flat | 0 β flat | 0 β flat |
| 10βΆ | flat | 0 β flat | 2.220446049250313e-16 β curved |
| 10β· | flat | 0 β flat | 0 β flat |
| 10βΈ | flat | 0 β flat | 2.220446049250313e-16 β curved |
| 10βΈ | curved | 1/10000001000000021 β curved | 0 β flat |
Curvature invented on 4 flat loops, erased on 1 curved, of 12 walked. The exact arm was graded against the closed form on all eighteen commutation rungs and got 18 of 18 β it separates the two populations in both directions, which is exactly what the double fails to do in either.
And the cut. Nine events on an angular coordinate, exact fractions of a turn, each taken in turn as origin:
| cut at Ο = | sequence | cut at Ο = | sequence | |
|---|---|---|---|---|
| 2/3 | 0 7 2 4 1 8 5 3 6 | 1/3 | 5 3 6 0 7 2 4 1 8 | |
| 1/9 | 1 8 5 3 6 0 7 2 4 | 4/7 | 6 0 7 2 4 1 8 5 3 | |
| 7/8 | 2 4 1 8 5 3 6 0 7 | 17/23 | 7 2 4 1 8 5 3 6 0 | |
| 5/11 | 3 6 0 7 2 4 1 8 5 | 2/7 | 8 5 3 6 0 7 2 4 1 | |
| 20/21 | 4 1 8 5 3 6 0 7 2 |
Nine sequences. Not one coordinate changed β only the origin moved. The cyclic orientation over all 84 triples is one vector under all nine. Read the same values on a line and all nine cuts give one sequence, so this is compactness and not the re-origining.
The fleet measurement alongside it: nine cells, the same 64 events, nine arrival orders, on a population where large balances and small increments share one stream β one result exact (β13494202421495/934495065504), six in double, spanning 84% of the true value. Same nine orders on 64 small integers, where the double has nothing to round: both give one.
ARM 1 float false positives 3 of 9
ARM 2 float false negatives 3 of 9
ARM 3 exact control 18 of 18
ARM 4 exact distinct / float distinct 1 / 6
ARM 5 control distinct exact / float 1 / 1
ARM 6 curvature invented / erased 4 / 1 of 12 loops
ARM 7 sequences / orientations / line 9 / 1 / 1
ARM 8 switch moved / definite moved 9 / 0 of 9 settings
ARM 8 largest energy moved -1/18 at z = 1/2
ARM 9 double lost the physics 7 of 22, first at 1 - 10^-16
ARM 10 horizons half/single/double 10^-4 / 10^-8 / 10^-16, exact NONE
TERMINAL ORDER_IS_AN_ARTEFACT_OF_THE_ARITHMETIC
sha256 = 7e5d40d56faaa936877a3d6ad9707637106426c4785258079be9e29ece2eb40f
Every exact figure is re-derived by a separately written arbitrary-precision implementation: 75 of 75 agree, 0 diverge. That checker carries two control arms β a switch value at a setting the program never runs, and a fold value altered in its last digit β and reports both correctly absent.
Settled, and not by argument. Exact-integer evaluation of this physics has no horizon: it returns the same fraction at every rung, on every machine, and the seal re-derives from published bytes. Floating point does not, at any width. Those are the tables above and they are reproducible in one command by anyone. "On every machine" is now a measurement and not a manner of speaking: nine live cells and the build host, two operating systems, one byte-identical transcript.
Not settled, and we do not claim it. This does not make quantum hardware unnecessary β a two-level system under two fully thermalising channels is small enough to write in closed form, which is precisely why it can be a fraction, and nothing here is evidence in either direction about a state space that cannot be. We did not do the experiment; the bench, the anomalous flow and the Otto cycle are Xue et al.'s, their demonstration is proof-of-principle, and it does not bypass the second law β the control qubit's coherence is a thermodynamic resource that has to be paid for. And we have not identified the geometry of the universe: the cut arm measures that a compact phase coordinate carries an invariant a scalar line cannot, which is a statement about a class. Which member is the right one is not answered here.
git clone https://github.com/gaiaftcl-sudo/uum8dSolarResearch.git
cd uum8dSolarResearch
swiftc -O reproduce/ico-causal-order-shear.swift -o /tmp/ico && /tmp/icoNo account, no key, no corpus, no network, 0.13 seconds. The exact integers are decimal strings with no fixed width β no Int128, no platform-specific type, because the build host has one and the cells do not and a law that is one type here and another there is two laws. Under a fixed width this program trapped at the third rung of its own ladder while every answer was small; a ceiling inside an instrument that measures where floating point runs out is the same defect wearing a different width. Swapping the integer representation reproduced every other arm byte-for-byte.
Measured on the fleet, 2026-09-09. Cross-compiled for aarch64-swift-linux-musl as a static executable and run on all nine live cells β Debian 13 (trixie), Linux 6.12.96, aarch64 β and on the macOS 27 build host. All ten produce a byte-identical transcript, sha256 10bea22dc61d19ae2cb07d85634f44f6c9b444ee72682b6a3a757c24cc7a198c, carrying the same internal seal 7e5d40d5β¦. Matching hosts: gaiaftcl-hcloud-hel1-01 through -05, gaiaftcl-cell02, netcup-cell01, netcup-cell03, netcup-cell04, and the build host.
Two operating systems, two C libraries β musl static on the cells, Darwin on the host β one source file, and not one differing byte.
The float arm is the object under measurement and lives in the functions named floatβ¦, runSwitchFloat and switchAnomalyF16/32/64.
This wiki and its programs are published source-available: the source is visible so anyone can inspect it and re-derive every figure. That visibility grants no rights. The repository carries no LICENSE, which under default copyright means all rights are reserved. Any other use requires a separate written licensing agreement with the authors.
Rights β source-available, all rights reserved. This wiki and its repository are published for public inspection and to let anyone re-derive the figures. They carry no LICENSE; under default copyright, all rights are reserved. No right is given or intended to use, run, or deploy it for any purpose other than re-deriving the published figures, nor to modify or build on it β any other use requires a written licensing agreement with the authors. Β· Affine.Earth Β· zero float Β· zero shear
Each step is the reason the next one exists. Nothing here is medical advice, and no page calls any medicine safe or unsafe.
1 Β· Why an exact safety screen at all
- Cures Without the Gatekeeper β the medicine front door: six real written medicines, one screen anyone can re-run
- The library admission law β what may enter, and the 71 arms that prove it refuses. The primary artefact.
2 Β· The three libraries, which grow rather than close
- The Library of Compound Cures β exact off-target maps for the medicines the registry publishes
- The Library of Proteins β 80,080 generated sequences, novel chemical matter, graded honestly
- The Library of Material Systems β what a system is, what was measured, where the law lives. C-007 absolute: no recipes
3 Β· The maps β every place a molecule could act, counted
- The off-target atlas β every nucleic-acid medicine the registry publishes a sequence for: WHERE it can pair
- The order of the bases β WHETHER THAT BURDEN IS UNUSUAL: 472 strands ranked against sixteen rearrangements of their own bases
- Where else could this guide cut? β the whole human genome, counted
- Designed, or forced by its own bases? β every clinical CRISPR guide, with its own composition as the control
- What a public genome deposit will tell you β and four ways it will mislead a health tool first
- Study 45 β which of nine billion answers a laboratory can act on β a safety review of AlphaGenome Atlas, measured live on 1,200 real variants at two genes. The headline score separates every one. The detailed tracks do not: splice-site usage hands back 950 of every 1,000 values shared with another variant at HBB and 998 at CFTR, and the shared values pile up in the quiet band where a bench clears a variant
4 Β· One medicine at a time
- Zilganersen β the first treatment for Alexander disease, screened on the real approved sequence
- A drug an AI designed β rentosertib for pulmonary fibrosis, and exactly what our instruments reach
- CAR-T, halted β the verdict a regulator could re-derive
- N-of-1 antisense β the only safety net at a population of one
- VERVE-102 β the off-target lattice a stranger can re-derive
- PM359 β prime editing, certified before anyone is dosed
- Del-Zota β the one safety question that can be made exact
5 Β· What keeps a disease alive, and what moves it
- Study 26 β master regulator bonds β 17 tumour types, 7,673 tumours; eleven compound pairs where no single agent among 20,308 cleared any
- Study 20 β Rife frequency β light and frequency, measured rather than dismissed
- Study 37 β five molecules β 37,910 "validated discoveries", 5 distinct molecules; why per-item validation cannot see a corpus-level defect
- Are the generated cures new? β 80,080 peptides against the human proteome
- Study 16 β disease type Β· Study 17 β chemistry InChIKey Β· Study 14 β protein lattice
- No language model in this stack β what the answers here are made of: measured 2026-09-12, no cell runs a model process, opens a model port or holds an unmasked model unit, and a gate refuses their return
- Run any study in your browser β all ninety programs open on your own device, forty-nine run there, and the run tells you whether it printed the sealed bytes
- The ontology β grades, terminals, controls, and what each page may say
- Zero Float Β· Zero Shear β the method in one page
- Ask someone you trust to check this β what to hand a sceptic
- Readersβ guide Β· Program index β all 42 studies Β· White paper Β· Roadmap
- The full-grade replacement β 49 retired instruments, 4 verticals
- The exactness seam β the business case
- Build a study β Falcon walkthrough β how to add one yourself
The same move every time: take a domain where a floating-point model is the accepted instrument, compute the same quantity in exact integers, and seal the cases where the two render opposite verdicts. The subject under grading is always the instrument, never the phenomenon.
- Study 48 β the atom already has an address β silicon dimers 3.840 Γ apart, the smallest commanded scale on the board: a length carried in single precision mis-addresses its first atom at step 8,783; an address cannot
- Study 49 β the phase code never needs Ο β a phase-only modulator takes 256 codes per pixel; the code is a ratio of integers
- Study 50 β CMS raw data from the LHC, read exactly β CMS's 2011 collision bytes streamed from CERN Open Data into the Affine IDE and read in exact integers, every collision a hologram you can turn: 138 of 3,564 bunch slots carry 93,110 of 120,742 collisions, and in 3,854 the event record reads its slot exactly 3 lower than the pixel boards Β· public release
- Study 55 β IceCube: the light in the ice, hit by hit β IceCube's calibrated hits read byte for byte: 4 published files, 9,749 events, 2,289,821 hits, a census seal per file
- Study 47 β translation shear: the meaning that survives a language β LAW FROZEN Β· LIVE CLAIM, measured 2026-09-11 and again fleet-wide 2026-09-12: translation as an exact coordinate transform, charts derived in memory at every start from the raw rows of a pinned public weight file and never written down; one lattice digest on 9/9 cells, zero drift, every refusal named. The generative comparison arm is ABSENT β there is no generative translator in the stack
- Study 34 β the observer-invariant verdict β why a safety verdict needs an exact law, not a bigger computer
- Study 35 β the safety brain that forgets β deaf in 8.4 seconds, forgets across machines, disagrees with itself
- Study 36 β the language game of Fermat's Last Theorem β guess and shear, or project
- Study 40 β the number the simulation throws away β their ICO result computed as a fraction; in float the effect returns 0 at every width, and an effect returned as zero cannot be searched for
- Study 41 β fifty years of solving the wrong problem β the ordering was never about time, it was about arithmetic; 177Γ the work and 2,400Γ the wrong guesses to return the answer the machine already had
- Study 42 β The Exact Contract β 2.7M flood settlements in Int128 cents; the step exists and the rigidity does not
- Study 29 β continuous-model shear
- The lattice holds Β· Impact study β continuum dead Β· Death of continuous shear
- Fourier Phantom β Anima FNO vs 11+12+13 Β· Stellar dynamo kill shot
- QCD: freedom is dilation Β· UUM-8D vs IUT β WIN
- Peer-review bundle Β· Conjecture alignment
- We need fusion β the verdict every machine can check
- Affine Fusion Control β the local exact-integer court Β· public release
- Fusion researcher's guide
- Study 33 β the fusion control verdict court
- Every season, fifty tonnes β the biosphere-safety case
- The forcing nobody measures Β· Impact study β the SpaceX trajectory
- Study 31 β the biosphere joint ledger β LIVE on the court, 9/9 cells
- Study 28 β the wet-bulb threshold court β Act 1 sealed
- Study 32 β the taxi-out floor court
- Where humans actually yield β the fatigue curves, and where the rules already agree
- Study 30 β sovereign edge pod Β· Manufacture contracts
- The detector that flags the whole market β a manipulation geometry in exact integers, and the regulator's own indicator scored against a legitimate quoter
- Study 43 β almost every order is cancelled, and that is normal β nine sessions, three operators, two continents: 935 to 998 of every 1,000 orders that ended, ended without trading. A check that flags almost everything is a denominator, not a detector β and the stock you pick moves it further than the exchange does
- Study 44 β nine billion answers, four billion ways to say them β AlphaGenome Atlas ships 9 billion predictions in single-precision floats, which hold 4.28 billion distinct values: 52 of every 100 variants MUST share a score with another. Agreement and exhaustion look identical on the wire
- Study 38 β the loss-reserve triangle β a reserve is an exact rational; 481 of 482 verdicts identical in both arithmetics; the sixteen-billion figure comes from an unchecked premise
- Study 39 β the actuarial domain β life, pensions, multi-state and aggregation; the margin is 8 significant digits at its tightest
- Run any study in your browser β the βΆ badge beside a program name opens it in the Studio, already built and carrying its inputs, and runs it on your machine with nothing sent back
- Explore the live courts
- MCP user guide β all 51 tools Β· Deterministic no-float courts for LLMs
- Court Client β generic wasm IDE for every court Β· Court-client checkpoint
- Coding Court β the verdict IS the artifact
-
Zed β the coding agent, for developers β set Zed 1.20.2 up on
https://affine.earth/v1, no language model anywhere; what a turn does, the wire, the autonomous closure -
Zed β Minecraft comes to life β the two-person interaction, sealed: it asks, cites, clones a sibling with a value you supply, verifies by replay; the court flips
REFUSED_UNKNOWN_BUDGET β WIN - Zed β the agent that teaches the whole domain β architecture, protocols, server management and git, each answered from lines it read and instruments it ran; five closures PROVEN, and the cattle question answered with a counter the fleet did not have
- Math Court on Glama Β· Math Court user guide Β· Example app β entire court
- Quantum algorithms inventory Β· Shor witness certifier
- MCP clients (public)
- Glama connector
- Look in the UI (no visitor data)
A study appears here under the state its evidence has earned, and above under the question it answers. The two are different filings of the same work, on purpose.
β LAW FROZEN Β· DATA SEALED
- Study 06 β explosion vs earthquake Β· Study 07 β Sgr A* raw visibilities
- Study 11 β Ehrhart volume Β· Study 12 β parallel repetition Β· Study 13 β Connes rigidity
- Study 14 β protein lattice Β· Study 16 β disease type Β· Study 17 β chemistry InChIKey
- Study 18 β material STD Β· Study 19 β Go First dice
- Study 26 β master regulator bonds β 17 tumour types, every finding published
π΄ LIVE CLAIM β standing, not sealed
- Study 02 β launch ionospheric holes Β· Study 02 β regulatory alarm
- Study 09 β global convective bond Β· Study 20 β Rife frequency Β· Study 21 β stellar dynamo
- Study 22 β 2-local Hamiltonian Β· Study 23 β spin glass Β· Study 24 β N-representability Β· Study 25 β exact permanent
π CHARTER Β· OPEN β the findings, published either way
- Study 03 β flare SIDs β archive went dead Β· predictions and validations
- Study 04 β tsunami vs surge β partial seal Β· Study 05 β Forbush decreases
- Study 08 β Gaia BH1 β no corpus until DR4 Β· Study 10 β Fermi / dark matter β does not disprove DM
- Study 15 β Skala DFT shear Β· Study 27 β exact nuclear scattering
- Overview Β· First 27 days Β· Success criteria
- The science, and what history says Β· Blind spots β five stories magnitude models miss
- Historical corpus Β· Data archives β every source, exactly how to reach it
- Model shear Β· Benchmark results Β· Prediction registry
- Substrate architecture β how a shadow becomes a geometry
- Operations runbook Β· Satellite & aviation advisory