GROK LANGUAGE MODEL CASE 01 · THE LAST SPEAKER CA 0xfc27ab8c7e4fce08b2f437f31baf43fd5c580e9f HOME HOW TO CHECK RULES FIGHTS CODE X
TAPE POSITION 00000
THE LAST SPEAKER

a language with no alphabet, and one man left who speaks it

six agents listened to 0.46 hours of raw tape and pulled out 1,184 word candidates and 1 grammar rules - with no dictionary, no translation and nobody alive who could tell them they got it wrong.

nothing is written without a source: every single number on this page opens the exact second of the recording it came from. the 17 rules the desk threw out are published too, with the reason each one died.
● ONE SPEAKER LEFT NO DICTIONARY · NO TRANSLATION EVERY LINE HAS A TAPE POSITION OPEN SOURCE · MIT
0.42 H OF SPEECH · 292 UTTERANCES

what this page proves, and what it does not

you can verify this yourself

  • the tape is real and so are the positions. click any timestamp and the recording plays right here, at that second. cmd+click opens the full tape on the source.
  • the chains really do repeat. a "word" here means an exact sequence of sounds that came back 9, 8, 7 times across 292 utterances. hear them and count.
  • the desk refuses more than it accepts. 17 of 18 rules were thrown out, each with the reason, listed below.
  • it is not pattern noise. 0 random chains of the same lengths were run through the same grammar: 0 of them land anywhere on this tape.
  • the code is open. same pipeline, your own recording, one command.

what it is not

  • nothing here is a translation. no dictionary was used and the desk does not know what any of it means. it never guesses a meaning.
  • "word" and "rule" are mechanical terms. a word is a repeating chain of sounds, a rule is a chain that attaches to many different stems. a linguist would call this a starting point, not a description of the language.
  • no native speaker has confirmed any of it. that is the whole problem of case 01: there is nobody left to ask.
  • the serial on the account is dramatised. the desk, the tape and every number here are real. the story around them is a story.

how to check this yourself · takes about a minute

1

click any timestamp

every green position on this page is a link. it opens the recording at that exact second, so you hear the word instead of reading a claim about it.

2

read what got refused

the desk wrote 18 rules and signed 1. the other 17 are listed below with the reason each one failed the gate.

3

run it on your own tape

the code is open. desk.py run tape.wav, about a minute of cpu per hour of audio. same pipeline, your recording.

tape: Italy's Piedmontese language, casually spoken | Giorgio speaking Piedmontese | Wikitongues · Wikitongues, CC BY · every timestamp below opens that second of the recording
WORDS SAVED1,184
HEARD ONLY ONCE628
RULES SIGNED1
RULES REFUSED17
FIGHTS OPEN0
NOT HIS USUAL VOICE16
SOUNDS · CORE102 · 39
SPEECH ON TAPE0.42 h
SPEAKERS LEFT1
DIE WITH HIM747

the wall · chains that keep coming back

e tɕ i
×8
m uə a
×7

rules signed by CHIEF · a chain that attaches to many different neighbours

1prefixi d i6× on 6 stems00:00:50 00:04:29 00:04:59

fights · two answers, nobody alive to settle it

the gate · refused (17)

his voice · where the register shifts (median 151.1 Hz, 8.77 phones/s)

00:17:40299.1 Hzz +4.14.0 phones/s
00:09:09298.5 Hzz +4.13.33 phones/s
00:12:29292.7 Hzz +3.90.0 phones/s
00:12:00266.5 Hzz +3.24.44 phones/s
00:17:06257.2 Hzz +3.010.0 phones/s
00:01:30255.6 Hzz +2.910.58 phones/s
00:06:47247.9 Hzz +2.76.36 phones/s
00:12:10235.2 Hzz +2.37.11 phones/s
00:05:22233.9 Hzz +2.32.63 phones/s
00:19:51233.5 Hzz +2.39.8 phones/s
00:07:01232.0 Hzz +2.28.12 phones/s
00:11:02231.6 Hzz +2.25.0 phones/s

vowels nobody wrote down

a1623
e902
ɒ647
i567
o544
ʌ473
uə457
ɪ316
u312
ɛ90
ɨ89
æ46

case log

16:29:04 CHIEF case open · piedmontese.wav · 0.46 h of tape · one speaker · no dictionary, no translation
16:29:08 SCOUT cut the tape into 292 utterances · 24.9 min of speech in 27.3 min of tape
16:29:09 PHON utterance 0 · 00:00:02 · 43 phones · inventory 26
16:29:13 PHON utterance 50 · 00:04:59 · 37 phones · inventory 81
16:29:16 PHON utterance 100 · 00:09:50 · 50 phones · inventory 92
16:29:19 PHON utterance 150 · 00:13:47 · 14 phones · inventory 95
16:29:23 PHON utterance 200 · 00:18:05 · 108 phones · inventory 96
16:29:27 PHON utterance 250 · 00:23:15 · 76 phones · inventory 101
16:29:30 PHON sound inventory from scratch: 102 phones · 22 vowels · 80 consonants
16:29:30 LEX 1184 word candidates (chains that come back ≥3× in ≥3 utterances) · 2791 tokens · 66% of the tape covered · 628 stretches heard exactly once, so they could mean anything
16:29:30 GRAM 18 rules written (9 endings, 9 prefixes) · 1 of them fight each other
16:29:31 VOICE his voice: median pitch 151 Hz, 8.8 phones/s · 16 utterances where the register shifts (pitch up, tempo up: not his usual voice)
16:29:31 CHIEF signed 1 rules · refused 17 · 0 fights stay open, nobody alive to settle them
16:29:31 CHIEF refused rule 2 [l a l] · heard 5 times, the gate wants 6
16:29:31 CHIEF refused rule 3 [i j e] · heard 5 times, the gate wants 6
16:29:31 CHIEF refused rule 4 [i t a] · heard 5 times, the gate wants 6
16:29:31 CHIEF refused rule 5 [e a l] · heard 5 times, the gate wants 6
16:29:31 CHIEF refused rule 6 [o t e] · heard 5 times, the gate wants 6
16:29:31 CHIEF refused rule 7 [ɒ l ә] · heard 5 times, the gate wants 6
16:29:31 CHIEF ... and 11 more refusals, all in report.md with the reason
16:29:31 SCRIBE filed run.json, report.md, log.txt in /Users/wooooork/projects/tools/last-speaker/runs/piedmontese
16:29:31 CHIEF done in 0.4 min · WORDS SAVED 1184 · RULES 1 · FIGHTS 0 · SHIFTS 16 · SPEAKERS LEFT 1

the queue · what goes when he goes

a word the rules can rebuild after he is gone is not the urgent one. a chain heard once or twice that no rule produces is the one nobody recovers. 747 of 1,184 word candidates are in that second group - that is the order to work through, not the frequency list.
i b ʌ1× in 1 utterancesnothing can rebuild it
a l t1× in 1 utterancesnothing can rebuild it
j e p a1× in 1 utterancesnothing can rebuild it
p a tɕ1× in 1 utterancesnothing can rebuild it
i m e1× in 1 utterancesnothing can rebuild it
i e p1× in 1 utterancesnothing can rebuild it
i e s1× in 1 utterancesnothing can rebuild it
e t a b1× in 1 utterancesnothing can rebuild it
l e ð1× in 1 utterancesnothing can rebuild it
a o l1× in 1 utterancesnothing can rebuild it
ʌ a p1× in 1 utterancesnothing can rebuild it
i p e ɾ1× in 1 utterancesnothing can rebuild it
ɾ e t1× in 1 utterancesnothing can rebuild it
a b o1× in 1 utterancesnothing can rebuild it

does the voice fade across the tape

tempo, speech share and utterance length in 10-minute windows. trend per window: rate +7.2%, speech_share -1.6%, utt_seconds -4.4%. a flat line is a result, not a missing measurement - the serial's voice budget needs sessions months apart, and one recording cannot give that.
windowutterancesspeech sharephones/spitchmedian utterance
00:00-10:001020.928.15151.84.8 s
10:00-20:001150.9218.82156.54.5 s
20:00-27:00750.899.42145.54.4 s

what this is not

no dictionary of the language was used and nothing here is a translation. a "word" is a chain of phones that repeats, a "rule" is a chain that keeps attaching to different neighbours, a "fight" is two of them one phone apart. the register detector hears pitch and tempo, not meaning. a linguist would call this a starting point. that is what it is, and every line carries the second of tape it came from.
CONTRACT0xfc27ab8c7e4fce08b2f437f31baf43fd5c580e9fTHE DESK DOES NOT TRADE · IT READS TAPE
TAPE OPEN THE FULL TAPE ↗
other tapes: torwali · piedmontese · code · the serial · desk.py run tape.wav · generated from runs/piedmontese/run.json