Experiment 137

“F1.5 design 1: a climb that never breaks the 24 known letters, run in compiled code, measured on planted English before K4 (one free alphabet, Beaufort form, key lengths 23 and 26)”

F1.5, step 2, design 1, on F1.1's two cells (Beaufort form, key lengths 23 and 26), which 0136 showed decidable by the quadgram test in principle (open bits 75 and 90 against 130). Three changes to 0120's climb: (1) every move keeps the 24 known letters consistent (swap two letters' places; if a check breaks, repair with a second swap chosen among those that restore every check), so no penalty term and the forced key values move only as the checks allow; (2) the score is the quadgram mean over all 97 letters with the known letters in place, so the unknown letters next to the known runs are scored in context; (3) the inner loop is compiled C (written out and compiled by this file, loaded with ctypes; about 150 times faster than 0120's Python), so each text gets 1,000 restarts of 100,000 moves instead of 20. Power is measured on 12 planted texts per length before K4's verdict counts.

revertedstatus
experiment 120parents
13 mintime, all phases
2candidates
24/24known letters
1

The experiment method

What the method does with the 24 known letters.

For one kind of cipher (one scrambled alphabet, a repeating key of 23 or 26 letters, used the BeaufortVigenere The three rules of arithmetic a table can use: add the key letter to the message letter, subtract the message letter from the key letter, or subtract the key letter from the message letter. way), the 24 known lettersthe known letters Sanborn has confirmed that positions 22 to 34 of the message read EASTNORTHEAST and positions 64 to 74 read BERLINCLOCK. cannot rule the carved textthe carved letters The 97 letters cut into the copper at the CIA, shown at the top of every experiment page. in or out, but 73 letters of English could, in principle. An earlier search failed to find hidden Englisha planted message A real English passage, with the 24 known letters written in at their places, enciphered by the method under test with a random key. of this kind even when we planted it ourselves. This search only ever moves between settings that keep the 24 known letters right, reads the whole message including the known words, and runs about 150 times faster, so it can try 1,000 fresh starts per text. Before believing what it says about the carved text, we check how often it notices planted messages compared with scrambled copies.

Words in the margin are defined on the glossary page.

1.1

The method at work

The carved letters go in at the top; the reading comes out at the bottom.

OBKRUOXOGHULBSOLIFBBWEASTNORTHEASTOTWTQSJQSSEKZZWATJKLUDIAWINFBBERLINCLOCKWGDKZXTJCDIGKUHUAUEKCARIN: THE COPPER, ALL 97 LETTERS, THE 24 KNOWN PLACES IN ACCENTone unknown alphabet, Beaufort form, key length 23 or 26: every move keeps the 24 known letters consistent; the whole text, known words included, is scoredbest English score of all 97 letters (higher is more English); 1,000 restarts x 100,000 moves for every text, in compiled codekey length 23-5.5-5.0-4.5-4.0-3.5K4 -5.05plants above every copper: 10 of 12key length 26-5.5-5.0-4.5-4.0-3.5K4 -4.95plants above every copper: 5 of 1212 scrambled coppershidden English, best the climb foundits true scorethe planted texts climb above the coppers at 23 (10 of 12) but none comes back: the climb notices English it cannot read; at 26 it notices 5 of 12OUT: K4'S BEST AT LENGTH 23, NINTH OF 13 AMONG ITS COPPERS; OVERFITTED FRAGMENTS, NOT A READINGDUBDUWORNYOCSPAREDTOPEASTNORTHEASTHEBUATIIAMFIVLIEFFENOWERLASSMBERLINCLOCKOFCANHIANGINTAWARYQSEEP
the idea

0136 showed one scrambled alphabet with a 23- or 26-letter key is decidable by English in principle. 0120's climb failed because one swap broke the known letters; this one only moves between alphabets that keep them, and runs 150 times faster.

the check

12 planted English texts and 12 scrambled coppers per length, same climb and effort. K4 scores -5.05 at 23 (coppers -5.13 to -4.94) and -4.95 at 26 (-5.14 to -4.71).

the bound

At 23 the planted texts beat every copper 10 times in 12, passing the bar of 9; at 26 only 5. No planted text was recovered. K4 is inside its coppers at both lengths.

2

Best candidate against the known letters

Laid out as the copper carries K4: OBKR ends the line that finishes K3, then three lines of 31. Left, as carved, the 24 known places in accent. Right, the candidate: a known place it gets right is an accent cell, one it misses is outlined. This is the candidate with most known letters right; none passed every gate.

in: the copper, always the same

as carved, 97 letters; the 24 known places in accent
ECDMRIPFEIMEHNLSSTTRTVDOHW?OBKR
UOXOGHULBSOLIFBBWFLRVQQPRNGKSSO
TWTQSJQSSEKZZWATJKLUDIAWINFBNYP
VTTMZFPKWGDKZXTJCDIGKUHUAUEKCAR

OBKR ends the line that finishes K3, then three lines of 31

out: the candidate

every place read; known places in accent, misses outlined
ECDMRIPFEIMEHNLSSTTRTVDOHW?DUBD
UWORNYOCSPAREDTOPEASTNORTHEASTH
EBUATIIAMFIVLIEFFENOWERLASSMBER
LINCLOCKOFCANHIANGINTAWARYQSEEP

checked: the known letters in place, and the reading turns back into the copper

3

How the score is made

The loss of the best candidate, part by part. Zero is solved.

Known letters missed0 of 24, ten points each0.00
Englishthe 73 free letters score -5.41; English text scores -3.61.81
Key198 bits to write it down (key words are cheap, arbitrary letters 4.7 bits each); each 60 beyond 60 costs a point2.31
Lossof 240, the worst possible4.12 1.7%
4

Walkthrough, by hand

Redo the method on a few letters with pencil and paper.

  1. Write K4 in rows of 23; each column is one key slot.
  2. Choose an order for the alphabet that keeps the known letters consistent: in every column holding two known letters, place(carved) + place(known) must come out the same for both.
  3. The key value of a column with a known letter is that sum; give the other six columns any value.
  4. Decipher every letter: message place = key value minus carved place, mod 26, read back through the alphabet.
  5. Score the whole 97 letters, known words included, by how English their four-letter groups are.
  6. Swap two letters of the alphabet; if a column's two known letters now disagree, swap another pair that makes every column agree again.
  7. Keep the change if the score improves (sometimes even if not, less often as the search cools); repeat 100,000 times, then start again from a new order, 1,000 times.
  8. Do the same on scrambled copies of K4 and on planted English, and compare the best scores.
the worksheet: the first steps by hand, on squared paper
LENGTH 23, BEAUFORT FORM; K4'S BEST ALPHABET UWOXMQNVLFISRKPAZTECJDGYBH: THE SEVEN CHECKS EVERY MOVE KEEPSplacecolumncarvedits placeknownits placesum mod 26240R12S1123700M4C1923251V7T1724711Z16L824262Q5N611722F9O211273Q5O27733P14C197284P14R120744K13K1302221F9E1816821T17I1012322L8A15236922T17N623Two known letters in one column must give thesame sum, the column's key value; seven columnshold two. A move swaps two letters' places and,if a sum now disagrees, swaps a second pair thatmakes every column agree again.Here every pair agrees; K4's best text scores-5.05, ninth of 13 with its coppers.
5

Worked example, generated

The same steps run by the code on the real letters.

key length 23, Beaufort form: K4 in rows of 23; each column is one key slot

  O B K R U O X O G H U L B S O L I F B B W F L
  R V Q Q P R N G K S S O T W T Q S J Q S S E K
  Z Z W A T J K L U D I A W I N F B N Y P V T T
  M Z F P K W G D K Z X T J C D I G K U H U A U
  E K C A R

the seven checks every move keeps (place(carved) + place(known) equal within a column):
  column 0: R+S (24) = M+C (70)
  column 1: V+T (25) = Z+L (71)
  column 2: Q+N (26) = F+O (72)
  column 3: Q+O (27) = P+C (73)
  column 4: P+R (28) = K+K (74)
  column 21: F+E (22) = T+I (68)
  column 22: L+A (23) = T+N (69)

best alphabet on K4: UWOXMQNVLFISRKPAZTECJDGYBH
key values: [23, 24, 11, 7, 0, 3, 5, 14, 2, 22, 2, 1, 9, 25, 17, 20, 2, 4, 15, 0, 15, 1, 23]
place 22: carved F at 9, key 1: 1 - 9 = 18 -> E
place 64: carved N at 6, key 4: 4 - 6 = 24 -> B
6

Hypothesis, for a cryptanalyst

Family, key space, the constraint under test, and the clues it reads.

C27(c) (a tableau 'slightly different from the one on Kryptos', research_notes/sanborn_charts and the NYT 'Original Decoding Charts' email, knowledge/11-clue-register.md), C1(b) (the table alone). Model as 0120: one unknown bijection x (letter -> place) on both sides, Beaufort form x(c_i) + x(p_i) = k[i mod L] mod 26, L in {23, 26}; 0119 left only these (form, length) pairs. Given x, the key at a slot holding a known letter is forced; the other slots (6 at 23, 3 at 26) are free. Checks: 7 at L 23 (x(c1)+x(p1) = x(c2)+x(p2) for two known letters in a slot), 1 at L 26. Search: simulated annealing over x restricted to the set where every check holds (start: a random depth-first assignment that satisfies the checks; move: swap two letters' places, repaired by a second swap if a check breaks) and over the free key values; objective the mean log10 quadgram over the whole 97-letter text with the known letters in place; T 0.05 -> 0.002 geometric; 1,000 restarts x 100,000 moves per text. Dry runs on planted texts before this record (scratch, stated here): started from the true alphabet with k random check-keeping swaps (free key values true), the climb returned to the exact plaintext for k up to about 12 and rarely from 15-20; from random starts no restart of 960 (100,000 or 1,000,000 moves) recovered a plant, the best reaching -4.85 to -5.0 against true scores of -4.1 to -4.4, with 11-16 of the 73 unknown letters right. Bar, set before the run, stricter than 0120's half because 0120's 3 of 6 at that bar was judged weak: a plant is found if its best score is above every copper's best at that length; the design passes at a length if at least 9 of 12 plants are found. Recovery (90 or more of 97 letters right) is reported apart. Key cost of a reading here: 88.4 bits of alphabet plus 4.7 per key letter.

7

Prediction

Written before the run; the result decides it.

No planted text recovered (90+ letters right) at either length, as in the dry runs. Detection only through the partial correctness the dry runs showed: at 23, fewer than 9 of 12 plants above every copper, so the design fails the bar; at 26 (one check) fewer still. K4 inside its coppers' range at both lengths. If a length reaches 9 of 12, that length's K4 verdict counts as sampled at the measured power, and a K4 score above every copper stops the queue for a replication.

8

Method

  1. Compile the C climb; check on a planted text that its plaintext equals a Python Beaufort decryption under the alphabet and key it returns.
  2. Draw 12 shuffles of K4 that fit exactly at each length (0119's decider) and 12 planted texts per length (Carter windows, known letters written in, random alphabet and key; 0120's generator).
  3. For K4, each copper and each plant: 1,000 restarts x 100,000 moves, best score kept, restarts done recorded.
  4. Per length: plants found (above every copper), plants recovered, K4 against the coppers.
  5. Return K4's best reading per length as a candidate with the coppers' scores as controls.
9

Result and bounds

The harness's record: candidates, gates, loss, and the negative result this experiment leaves behind.

2candidates returned
0passed every gate
24/24known letters, best
1.7%lowest loss
nonechampion before

All 2 candidates, lowest loss first.

1failed at baseline24/24 known lettersloss 1.7%
ECDMRIPFEIMEHNLSSTTRTVDOHW?DUBD
UWORNYOCSPAREDTOPEASTNORTHEASTH
EBUATIIAMFIVLIEFFENOWERLASSMBER
LINCLOCKOFCANHIANGINTAWARYQSEEP

Beaufort form, one alphabet UWOXMQNVLFISRKPAZTECJDGYBH on both sides, key length 23

2failed at baseline24/24 known lettersloss 1.7%
ECDMRIPFEIMEHNLSSTTRTVDOHW?QEVE
DENGETOPTOANHEANGEASTNORTHEASTC
HERIONYMNSVAGIEVELMAFTKALLYSBER
LINCLOCKINMCUARLOTBORGJANGEREDW

Beaufort form, one alphabet AKDPGNBMLEVURJIXHQOFWCYSZT on both sides, key length 26

L23: K4 -5.050 (rank 9 of 13), coppers -5.130 to -4.941, plants found 10/12, recovered 0; L26: K4 -4.954 (rank 12 of 13), coppers -5.136 to -4.709, plants found 5/12, recovered 0

What was searched, as the harness recorded it.

family
one unknown alphabet on both sides, Beaufort form, periodic key 23 or 26, no move (F1.1's two cells)
search
simulated annealing in the set where every known-letter check holds, compiled C, 1000 restarts x 100,000 moves per text (chunks of 50), T 0.05->0.002 geometric, full-text quadgram mean
not exhaustive
yes
restarts done
min
1,000
max
1,000
c decryption checked
yes
bar
plant found if its best score is above every copper's best; design passes at a length if >= 9 of 12 found
coppers per length
12
plants per length
12
summary
23
k4
-5.05
coppers min
-5.13
coppers max
-4.941
k4 rank among coppers
9
k4 above all coppers
no
plants found
10
plants recovered
0
passes bar
yes
plants scores
-4.969, -4.944, -4.929, -4.889, -4.848, -4.84, -4.793, -4.741, -4.735, -4.73, -4.726, -4.723
plants true scores
-4.555, -4.433, -4.29, -4.283, -4.282, -4.266, -4.234, -4.217, -4.21, -4.189, -4.163, -4.099
plants letters right
42, 34, 45, 37, 39, 38, 36, 34, 36, 37, 36, 39
26
k4
-4.954
coppers min
-5.136
coppers max
-4.709
k4 rank among coppers
12
k4 above all coppers
no
plants found
5
plants recovered
0
passes bar
no
plants scores
-4.836, -4.819, -4.805, -4.767, -4.766, -4.759, -4.713, -4.709, -4.687, -4.662, -4.65, -4.589
plants true scores
-4.454, -4.436, -4.423, -4.402, -4.338, -4.295, -4.28, -4.28, -4.221, -4.181, -4.068, -3.962
plants letters right
36, 34, 35, 34, 38, 31, 37, 31, 36, 31, 37, 40
coppers
23
-5.13, -5.122, -5.069, -5.053, -5.031, -5.029, -5.027, -5.013, -4.994, -4.959, -4.943, -4.941
26
-5.136, -4.922, -4.903, -4.853, -4.814, -4.805, -4.804, -4.803, -4.8, -4.733, -4.728, -4.709
k4 best
23
score
-5.05
english free
-5.413
restarts
1,000
plaintext
DUBDUWORNYOCSPAREDTOPEASTNORTHEASTHEBUATIIAMFIVLIEFFENOWERLASSMBERLINCLOCKOFCANHIANGINTAWARYQSEEP
alphabet
UWOXMQNVLFISRKPAZTECJDGYBH
key
23, 24, 11, 7, 0, 3, 5, 14, 2, 22, 2, 1, 9, 25, 17, 20, 2, 4, 15, 0, 15, 1, 23
26
score
-4.954
english free
-5.217
restarts
1,000
plaintext
QEVEDENGETOPTOANHEANGEASTNORTHEASTCHERIONYMNSVAGIEVELMAFTKALLYSBERLINCLOCKINMCUARLOTBORGJANGEREDW
alphabet
AKDPGNBMLEVURJIXHQOFWCYSZT
key
9, 15, 11, 21, 13, 1, 20, 22, 13, 15, 3, 11, 5, 15, 18, 13, 4, 2, 6, 11, 24, 2, 8, 9, 9, 22
plants
23
  1. score
    -4.793
    english free
    -5.024
    restarts
    1,000
    letters right
    42
    true score
    -4.21
    plaintext
    INLTFPWOROSEELISPENISEASTNORTHEASTISHINGASEACETHEBATBYESSIRETWOBERLINCLOCKTOPLSSENJOATERASLMYINGH
    found
    yes
    recovered
    no
  2. score
    -4.73
    english free
    -4.952
    restarts
    1,000
    letters right
    34
    true score
    -4.189
    plaintext
    PMHISGARANMENDARREMLLEASTNORTHEASTAGERSETITYFUMMTOWHALLGIUNSHREBERLINCLOCKINDTHARDCORETLYWEIRMAJT
    found
    yes
    recovered
    no
  3. score
    -4.735
    english free
    -4.822
    restarts
    1,000
    letters right
    45
    true score
    -4.099
    plaintext
    OHEHASANSESHINGERGYCAEASTNORTHEASTOSODINCURIAFTHEDATEROUNELINOCBERLINCLOCKRYONUSSUPIESTOFIKYWINAS
    found
    yes
    recovered
    no
  4. score
    -4.929
    english free
    -5.268
    restarts
    1,000
    letters right
    37
    true score
    -4.29
    plaintext
    LORYDDKNEPSSENTOFAMIBEASTNORTHEASTHANOFEIGHTHUMMNDFEEWSHINTCAVEBERLINCLOCKBONWADOCADAMMITEDELINYM
    found
    yes
    recovered
    no
  5. score
    -4.889
    english free
    -5.136
    restarts
    1,000
    letters right
    39
    true score
    -4.217
    plaintext
    PAZUQUAPEKAVALINWANTREASTNORTHEASTASTEDLINKOOKEEEDIDABLISTANKLYBERLINCLOCKNELIHISNUCOOKEDCIOSTOMI
    found
    yes
    recovered
    no
  6. score
    -4.969
    english free
    -5.199
    restarts
    1,000
    letters right
    38
    true score
    -4.433
    plaintext
    ZSEMRELOGGEDROLOILNGEEASTNORTHEASTEFALSHIGCCCMSANALORALYECOSTERBERLINCLOCKSTPOUDMISALCONKERSICECA
    found
    no
    recovered
    no
  7. score
    -4.723
    english free
    -4.919
    restarts
    1,000
    letters right
    36
    true score
    -4.266
    plaintext
    GEHRMEHEATTESITOOMCHTEASTNORTHEASTTHEMELEMEDIGATHGATIOINFADEANDBERLINCLOCKNACCIONHOUSTAYHEEDLPCDI
    found
    yes
    recovered
    no
  8. score
    -4.741
    english free
    -4.971
    restarts
    1,000
    letters right
    34
    true score
    -4.555
    plaintext
    TCATOLIFSTICAAWSONADREASTNORTHEASTSHORNSFOREEROPORYTHEGITEDHEETBERLINCLOCKNSAYPEPILEUSTBAHALTORYT
    found
    yes
    recovered
    no
  9. score
    -4.84
    english free
    -5.025
    restarts
    1,000
    letters right
    36
    true score
    -4.283
    plaintext
    MEIRAHSHORSHANSEVEINNEASTNORTHEASTORMERONTABYFRECASEYOIICSESCARBERLINCLOCKCKPITTHIPRISRUNGTMATHHU
    found
    yes
    recovered
    no
  10. score
    -4.848
    english free
    -5.051
    restarts
    1,000
    letters right
    37
    true score
    -4.282
    plaintext
    GTALMALLETHRODESTCSHEEASTNORTHEASTGERSQUIOREBESETELTELFNORUCESUBERLINCLOCKHDUDITINCEDFOXESPILAIRD
    found
    yes
    recovered
    no
  11. score
    -4.726
    english free
    -4.919
    restarts
    1,000
    letters right
    36
    true score
    -4.163
    plaintext
    VMULTHTHRNRILYIEMIENCEASTNORTHEASTEDINEACTHADGUNUNDEACATEADEMEMBERLINCLOCKOTHEYRERSENRBANKNOFFRBR
    found
    yes
    recovered
    no
  12. score
    -4.944
    english free
    -5.157
    restarts
    1,000
    letters right
    39
    true score
    -4.234
    plaintext
    NPADORYRIAHEREMWASPHYEASTNORTHEASTTHSKEDIIALOPPITHINGRILEDGISADBERLINCLOCKHDOCUNTPLACTSOGGHADERHO
    found
    no
    recovered
    no
26
  1. score
    -4.767
    english free
    -5.079
    restarts
    1,000
    letters right
    36
    true score
    -4.423
    plaintext
    OCHUPWARETHEORCOGAORHEASTNORTHEASTRIRIKETOYERYADEINANSIDEVENIGMBERLINCLOCKHOFHTOCIAEARDSTOCASINHF
    found
    no
    recovered
    no
  2. score
    -4.662
    english free
    -4.824
    restarts
    1,000
    letters right
    34
    true score
    -4.28
    plaintext
    UEELEGTOHOFNATESERNEDEASTNORTHEASTESERFANCESOFTITOBEINGFIRDCELYBERLINCLOCKSMYBALRESEAPABYPOEITTOP
    found
    yes
    recovered
    no
  3. score
    -4.65
    english free
    -4.798
    restarts
    1,000
    letters right
    35
    true score
    -4.402
    plaintext
    WXTHEYTHESRECUTLEISHREASTNORTHEASTLCHASRESONYOUTONSEEONERMYLEDEBERLINCLOCKFOFANTSLONISDIDYENAITEX
    found
    yes
    recovered
    no
  4. score
    -4.709
    english free
    -4.807
    restarts
    1,000
    letters right
    34
    true score
    -4.454
    plaintext
    NGAZELALFUNDGUEDALATAEASTNORTHEASTFOURIWINNHISOROWNBUTNETEQUARDBERLINCLOCKEANDYMADELSTHECOUONYOUN
    found
    yes
    recovered
    no
  5. score
    -4.687
    english free
    -4.946
    restarts
    1,000
    letters right
    38
    true score
    -4.181
    plaintext
    RTFIAGAMEYSESKISCABELEASTNORTHEASTERCHIDATSTRODSTANNAMOUFFTAYAMBERLINCLOCKTOESUITHEDFEREENDROGERZ
    found
    yes
    recovered
    no
  6. score
    -4.759
    english free
    -4.963
    restarts
    1,000
    letters right
    31
    true score
    -4.28
    plaintext
    LMFIZEBAYENDOZFRUARCHEASTNORTHEASTERETHECOMIRTOTORSTOSORDSINTOIBERLINCLOCKHEALWEVEMEHATTAGWALEEKH
    found
    no
    recovered
    no
  7. score
    -4.713
    english free
    -4.873
    restarts
    1,000
    letters right
    37
    true score
    -4.295
    plaintext
    HEGAMETOCONUESITOBEACEASTNORTHEASTORYHAROBOICINJLRDGONPHONETREABERLINCLOCKKELDANRATEDANICROVERENF
    found
    no
    recovered
    no
  8. score
    -4.836
    english free
    -5.178
    restarts
    1,000
    letters right
    31
    true score
    -3.962
    plaintext
    NMEDINLTUNIERIONYANTHEASTNORTHEASTWESSRALLSZLESSIMUHADNEANFEIRABERLINCLOCKETODEUSWEPULSWERAWSTOYM
    found
    no
    recovered
    no
  9. score
    -4.766
    english free
    -5.01
    restarts
    1,000
    letters right
    36
    true score
    -4.221
    plaintext
    XVERATERANCHSPASINBOREASTNORTHEASTSIBLINTOPILESASSFLEATTONCEPTOBERLINCLOCKLYKOEBUPTEDIHOHIFECLLCO
    found
    no
    recovered
    no
  10. score
    -4.819
    english free
    -5.037
    restarts
    1,000
    letters right
    31
    true score
    -4.068
    plaintext
    TZOSARPYTOANNESASOLOREASTNORTHEASTLONTOSCASORETAPRERUTIEGOEYSANBERLINCLOCKNDBYACHRSHANINNEFIONITE
    found
    no
    recovered
    no
  11. score
    -4.805
    english free
    -5.103
    restarts
    1,000
    letters right
    37
    true score
    -4.338
    plaintext
    IKERSITICESESTLYMNAPLEASTNORTHEASTREREDENTTASITSGYETEDSINTEKVISBERLINCLOCKAFOCUHAMBREHEMOHRALWISU
    found
    no
    recovered
    no
  12. score
    -4.589
    english free
    -4.824
    restarts
    1,000
    letters right
    40
    true score
    -4.436
    plaintext
    NIOCHEATTRETEREEENTUREASTNORTHEASTORSODILLENAOHHESPERANLEROPOSIBERLINCLOCKEARCIACIESTTECEOUTSOFNW
    found
    yes
    recovered
    no
controls
12 shuffled coppers per length that fit exactly at that length and form (0119's decider, seed 137), identical climb

How this experiment sits among the others is on the lineage page; its family's open hypotheses are on the families page.

Rendered from the record on 2026-10-18 12:26 UTC; updated after every experiment.
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