The TL;DR Cousin expansion / Walkers
The only reason I'm glad more people stupidly swear for such LLM bullshit (disguised as scientific certainties) is because it ensures the competition becomes smaller. If you actually understand some basics, you'd know that the only thing towards where the crappy AI told you and vibe-coded leads you to is to 50x slower shit-code, and useless dumb ideas (e.g. the entireness of your LLM copy paste). Unfortunately, I've actually read it, so please don't even try to defend it, it's simply idiotic at best.
Hey

thats main reason i posted here looking for someone to tell me exactly like this , but in my and my assistant defense check this:
CONC: Speed: 0.21 GKeys/s | Time: 0d 00h 03m
TAMEs: 3M / 222M (1.5%) | +16846 TAMEs/s
WILDs: 6M checks | T-W: 12 | W-W: 0 | FP: 50 | 33.8K/s
DirectResolve: 27 resolved, 27 FP
[COUSIN] sneaky cousin expansion triggered
CONC: Speed: 0.21 GKeys/s | Time: 0d 00h 03m
TAMEs: 3M / 222M (1.6%) | +16764 TAMEs/s
WILDs: 7M checks | T-W: 13 | W-W: 0 | FP: 56 | 33.5K/s
DirectResolve: 30 resolved, 30 FP
[COUSIN] sneaky cousin expansion triggered
CONC: Speed: 0.20 GKeys/s | Time: 0d 00h 03m
TAMEs: 3M / 222M (1.6%) | +16602 TAMEs/s
WILDs: 7M checks | T-W: 14 | W-W: 0 | FP: 60 | 33.2K/s
DirectResolve: 32 resolved, 32 FP
[COUSIN] sneaky cousin expansion triggered
[COUSIN] sneaky cousin expansion triggered
CONC: Speed: 0.20 GKeys/s | Time: 0d 00h 03m
TAMEs: 3M / 222M (1.7%) | +16357 TAMEs/s
WILDs: 7M checks | T-W: 14 | W-W: 0 | FP: 66 | 32.7K/s
DirectResolve: 35 resolved, 35 FP
[COUSIN] sneaky cousin expansion triggered
================================================================================
*** COUSIN-WILD COLLISION RESOLVED (DirectResolve) - KEY FOUND! ***
Dist1: 000000000000000000000000000427A4157512C6C1D8 (type=1, endo=0)
Dist2: 000000000000000000000000000D5EAD81FB479F5FBA (type=2, endo=0)
================================================================================
*** KEY SAVED TO RESULTS.TXT ***
CONC: Speed: 0.20 GKeys/s | Time: 0d 00h 04m
TAMEs: 3M / 222M (1.8%) | +16113 TAMEs/s
WILDs: 7M checks | T-W: 15 | W-W: 0 | FP: 68 | 33.0K/s
DirectResolve: 37 resolved, 36 FP
[COUSIN] sneaky cousin expansion triggered
[COUSIN] sneaky cousin expansion triggered
CONC: Speed: 0.20 GKeys/s | Time: 0d 00h 04m
TAMEs: 3M / 222M (1.8%) | +16032 TAMEs/s
WILDs: 7M checks | T-W: 16 | W-W: 0 | FP: 73 | 31.8K/s
DirectResolve: 40 resolved, 39 FP
################################################################################
### ###
### *** PRIVATE KEY FOUND! *** ###
### KEY: 0000000000000000000000000000000000000000000000149B84B6431A6C4EF1
### ###
################################################################################
Collision type: WILD-WILD
Dist1: 00000000000000000000000000044A6DA1612AC704D4 (type=1, endo=0)
Dist2: 000000000000000000000000000D81770DE75F9FA2B6 (type=2, endo=0)
################################################################################
*** KEY SAVED TO RESULTS.TXT ***
[COUSIN] sneaky cousin expansion triggered
CONC: Speed: 0.20 GKeys/s | Time: 0d 00h 04m
TAMEs: 4M / 222M (1.9%) | +16032 TAMEs/s
WILDs: 8M checks | T-W: 16 | W-W: 0 | FP: 78 | 32.5K/s
DirectResolve: 43 resolved, 42 FP
[COUSIN] sneaky cousin expansion triggered
################################################################################
### ###
### *** PRIVATE KEY FOUND! *** ###
### KEY: 0000000000000000000000000000000000000000000000149B84B6431A6C4EF1
### ###
################################################################################
Collision type: WILD-WILD
Dist1: 000000000000000000000000000466FA381CF64D2382 (type=1, endo=0)
Dist2: 000000000000000000000000000D9E03A4A32B25C164 (type=2, endo=0)
################################################################################
*** KEY SAVED TO RESULTS.TXT ***
################################################################################
### ###
### *** PRIVATE KEY FOUND! *** ###
### KEY: 0000000000000000000000000000000000000000000000149B84B6431A6C4EF1
### ###
################################################################################
Collision type: WILD-WILD
Dist1: 000000000000000000000000000466FA38738F0164C6 (type=1, endo=0)
Dist2: 000000000000000000000000000D9E03A4F9C3DA02A8 (type=2, endo=0)
################################################################################
*** KEY SAVED TO RESULTS.TXT ***
CONC: Speed: 0.20 GKeys/s | Time: 0d 00h 04m
TAMEs: 4M / 222M (2.0%) | +15869 TAMEs/s
WILDs: 8M checks | T-W: 17 | W-W: 0 | FP: 82 | 32.7K/s
DirectResolve: 45 resolved, 44 FP
[COUSIN] sneaky cousin expansion triggered
################################################################################
### ###
### *** PRIVATE KEY FOUND! *** ###
### KEY: 0000000000000000000000000000000000000000000000149B84B6431A6C4EF1
### ###
################################################################################
=== COLLISION #1 === 2026-05-15 10:48:11 ===
CollType: 2 KangType1: 0 KangType2: 1 Endo1: 0 Endo2: 0
Dist1: 00000000000000000028CE7CF3590D1F7365252CE75A
Dist2: 000000000008C6F219CFA7E83F214870053A11CC8DFE
--- R134 STORAGE SIM ---
D1_stored[0..12]: 28CE7CF3590D1F7365252CE75A
D1_LOST[13..21] (dist): 000000000000000000 [ALL ZERO]
D1_byte22(type/endo): 00
D2_stored[0..12]: CFA7E83F214870053A11CC8DFE
D2_LOST[13..21] (dist): 000000000008C6F219 [NON-ZERO!]
D2_byte22(type/endo): 01
Status: PENDING_RESOLUTION
=== COLLISION #2 === 2026-05-15 10:48:31 ===
CollType: 4 KangType1: 0 KangType2: 2 Endo1: 0 Endo2: 0
Dist1: 000000000000000000E91F4B0C237D6404161A79684D
Dist2: 000000000014098778B586CA6194FE41B7890561588C
--- R134 STORAGE SIM ---
D1_stored[0..12]: E91F4B0C237D6404161A79684D
D1_LOST[13..21] (dist): 000000000000000000 [ALL ZERO]
D1_byte22(type/endo): 00
D2_stored[0..12]: B586CA6194FE41B7890561588C
D2_LOST[13..21] (dist): 000000000014098778 [NON-ZERO!]
D2_byte22(type/endo): 02
Status: PENDING_RESOLUTION
=== COLLISION #3 === 2026-05-15 10:48:37 ===
CollType: 2 KangType1: 0 KangType2: 2 Endo1: 0 Endo2: 0
Dist1: 0000000000000000002B3D557AEE68CE9C76D8D4DE1F
Dist2: 00000000000044A258396F8103A37DA93A89A7ECF7CC
--- R134 STORAGE SIM ---
D1_stored[0..12]: 2B3D557AEE68CE9C76D8D4DE1F
D1_LOST[13..21] (dist): 000000000000000000 [ALL ZERO]
D1_byte22(type/endo): 00
D2_stored[0..12]: 396F8103A37DA93A89A7ECF7CC
D2_LOST[13..21] (dist): 00000000000044A258 [NON-ZERO!]
D2_byte22(type/endo): 02
Status: PENDING_RESOLUTION
=== COLLISION #4 === 2026-05-15 10:48:42 ===
CollType: 4 KangType1: 1 KangType2: 2 Endo1: 0 Endo2: 0
Dist1: 000000000000000000B61FCA2FB858F133C0F9607DFE
Dist2: 00000000000BE3E5E1BC1334754E91A1AF5BD76DF13A
--- R134 STORAGE SIM ---
D1_stored[0..12]: B61FCA2FB858F133C0F9607DFE
D1_LOST[13..21] (dist): 000000000000000000 [ALL ZERO]
D1_byte22(type/endo): 01
D2_stored[0..12]: BC1334754E91A1AF5BD76DF13A
D2_LOST[13..21] (dist): 00000000000BE3E5E1 [NON-ZERO!] <<--- need to fiind a way to not corrupt this in the pipeline on range 134
D2_byte22(type/endo): 02
Status: PENDING_RESOLUTION