Reading guide

280 pages, 118 MB, ~330,000 leads. This page says what is worth reading, in what order, and what to trust. The honest summary: the value is in about twenty results and fourteen corrections, not in the volume.

1. Read these six, in this order

#PageWhyLength
1Best 1,000 — overviewThe whole programme ranked by kind of evidenceshort
2The ten proofsThe only results not dependent on a measurementshort
3The integral-identifiability lawUnifies four fields into one counting rulemedium
4b-value, three years of real dataReal data; a claim corrected and a bug foundmedium
5Ten extendedWhere more evidence is obtainable nowmedium
6This guideOrientationyou are here

2. What the programme found, in four lines

  1. Identifiability is counting, not precision. When measurements are fewer than unknowns, no instrument quality helps. Five fields converged on this independently.
  2. The number is a convention. 5σ is 49% or 100% detection; a tail index is 0.32 or 0.78; an age is 15.2 or 21.3 Myr; a b-value is 0.70 or 2.23 — depending on an unstated choice.
  3. Contrast beats repetition. A second measurement weighted differently is worth more than ten that agree; a third similar marker makes conditioning 56× worse.
  4. The mundane error is the fatal one. Broken symmetry and photon noise are benign; histogram binning, a soft detection roll-off, and a floating-point comparison do the damage.

3. How the folder is organised

PrefixWhat it isPagesTrust level
Incoprea_BEST_The sorted 1,0008ranked
Incoprea_ORIG_, R2_, R3_Original studies and follow-ups3highest — read first
Incoprea_REAL_Real-data analyses1real data, superseded by R3
Incoprea_1K_, Mirror_1K_2,000 verified claims18checked arithmetic
Incoprea_HYB_, HYBRIDS2Hybrid vectors and eight deep studies14illustrative constants
Incoprea_Leads_Nine agent-written catalogues, 200 leads each, each with a proof or computed tests10leads + tests
Incoprea_P1..P15The first day's narrative studies17mixed
Mirror_Ten mirrored studies in new domains107composition only
Incoprea_2K_, 25K_, RAND_, FOR_, EXT_, REC_, IMP_Composed lead grids, 20,000 each~100lowest — questions, not results

4. What to trust, and how much

EvidenceCountWhat it means
Proofs10true given stated assumptions; reusable
Real-data results~1278,493 earthquakes; 602 fireballs; both public
Computed results~300numbers at stated parameters; reproducible from code
Verified claims1,983arithmetic that held; 1,822 passed
Composed leads~300,000questions. Not results.
Do not read the composed grids as findings. They are systematically generated questions; roughly one in a thousand is worth pursuing, and the pages say so on their first line.

5. Every correction the programme made to itself

Fourteen, listed because they are the most trustworthy output — a claim that survived its own test is worth more than one that was never tested.

#Original claimWhat happened
1Fitted exponents over narrow windows are meaninglesswithdrawn — sd 0.015 over half a decade
2Reversal rates rise with parameter rangewithdrawn — 22/23/13% over 1/2/4 decades
3At most two selectivity crossingsrefuted — three occur; parity theorem replaced it
4Derived-column detector worksfailed — 0/200 sensitivity; repaired to 1.00 at 0.10 dex
5Three channels per side minimum for a double switchfalse — 11.7% of two-channel draws
6Peak ratio set by amplitude ratioweak — r = 0.267
7Estimator spread falls as 1/√nfalse — flat; systematic not statistical
8Estimators disagree by 4–14× universallynarrowed — 13% for GR with MLE vs LS
9Closure dating: half the bias from parameter countwrong — the error is the term's shape
10Even harmonics identify a quadratic nonlinearityfails — contact gives 12× the quadratic's H₂
11Soft-matter lead: modes inseparablefalsified by its own test (ΔAIC 36)
12Zero of separation is irreducibly uncertainwrong — 0.011 nm when the power-law term is fitted
13Unnormalised condition numbersinverted a conclusion until columns were normalised
14Completeness threshold comparison28% error from 4.4+0.05 ≠ 4.4

6. What is worth doing next, ranked

  1. Report b per magnitude scale in any seismological use of this folder; the pooled value means nothing.
  2. Prove or refute the crossing bound — small, clean, and it would upgrade a screening rule to a theorem.
  3. Field audit of tail indices — twenty published values, three estimators each.
  4. Apply the derived-column detector to five real catalogues. The tool works; it needs a corpus.
  5. Run the split test on a real recovery stream — ten minutes, decides chemistry versus sample size.

7. What this folder is not

If one thing is worth your evening: read the ten proofs and the fourteen corrections. The 300,000 leads are questions; those twenty-four items are what survived.

Incoprea Research · reading guide · 3 November 2026 · ~/Desktop/Nov3/ · code and JSON in ~/Desktop/incoprea_nov3/