26-02-2026, 03:26 AM
(This post was last modified: 26-02-2026, 03:27 AM by TheEnglishKiwi.)
(26-02-2026, 03:18 AM)tavie wrote: You are not allowed to view links. Register or Login to view.I know you say it's not AI slop...but it's looking and sounding an awful lot like AI slop. We have seen tons of slop papers that make a lot of claims about having proved things without making any sense.
I also feel I have seen another with a very similar hallucination to your "12 character sequences that repeat verbatim"... just where exactly do the first two repeat?
I completely don't blame you for being skeptical. The best way for me to prove this isn't just slop is to answer your question directly and show you exactly where those sequences repeat in the raw text.
You asked where the first two 12-character sequences repeat verbatim:
The first two sequences the engine flagged on the 32-bit lens were "har cthar da" and "cthar dan sy".
Remember that the engine is blind to human language rules. It treats spaces simply as another character (byte) in the data stream, and it uses a sliding window to scan the text. It doesn't assume a space means "end of word."
Let's look at the exact block of Takahashi text I ran:
- Line 1: qokeedy qokeedy chedy ol chedy qokain chedy
- Line 2: daiin cthar cthar dan syaiir sheky or ykaiin
- Line 3: chedy ol chedy qokain qokeedy chedy ol
- Line 4: otaiin or okan o oiin oteey oteos roloty
- Line 5: shar are cthar cthar dan syaiir sheky Line 6: qokeedy chedy ol chedy qokain qokeedy
Here is exactly where the first sequence [har cthar da] repeats verbatim:
- Line 2: daiin ct[har cthar da]n syaiir sheky or ykaiin
- Line 5: shar are ct[har cthar da]n syaiir sheky
If you count the keystrokes inside those brackets, including the spaces (h-a-r-[space]-c-t-h-a-r-[space]-d-a), it is exactly 12 characters. The string is mathematically identical on both lines.
Here is exactly where the second sequence [cthar dan sy] repeats:
- Line 2: daiin cthar [cthar dan sy]aiir sheky or ykaiin
- Line 5: shar are cthar [cthar dan sy]aiir sheky Again, c-t-h-a-r-[space]-d-a-n-[space]-s-y is exactly 12 characters, repeating verbatim.
Why does the engine output these overlapping chunks instead of clean words? Because it isn't guessing at semantics. By mathematically flagging these overlapping 12-character chunks, the algorithm is actually proving the existence of the larger, rigidly repeating macro-phrase: "cthar cthar dan syaiir".
It is pure string matching and spatial data mapping. There is no AI guessing involved, which is exactly why you can manually verify every single output just by using CTRL+F on the source file.
I'm putting together the final touches on a frontend UI so that I can share the link and you can use this yourself which I think will massively help!
(26-02-2026, 03:25 AM)pjburkshire wrote: You are not allowed to view links. Register or Login to view.I'm okay with taking this to Private Messages if you want us to do that.
Yeah absolutely. For anyone else reading, I am currently putting a quick frontend UI together so you can interact with the engine directly and hopefully with more eyes/heads we can test this tool and collectively decide if it has any merit!
Cheers,

