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21world 's Collections
THE BEST CODER 2026
- OCR - Optical Character Recognition
vision coordinated --> objects-moving machine models
THE FUTURE IS NOW
63\ Document tools
62\ Synchronous Video creation for Audio files
61\ video iq /real skynet/
60\ Video with Audio Creation
59\ -MOE- diffusion , pictures generation
58\ VIDEO EDITOR
57\ Picture Editors
56\ -MOE- 256_experts - Text to Text
55\ -MOE- Vision to Text
54\ Video Tools
53\ Claimed usage of (?layer?precomputing) lookup table
52\ 28 layers X 1536 neurons [****______]
51\ Mask type TEXT | IMAGE LLM
50\ Colorization
49\ Synchronous Audio creation for Video files
48\ TEXT -> 3D
47\ Superb to amazing
46\ voice llm
45\ Virtual Reality AI SIMULATORS
44\ 24 layers(pcb) X 2048(?h_dim?) neurons [*_________]
43\ in text/static.video -> out static.video - LCM - MOD
42\ in static.video -> out text
41\ IN TEXT -> OUT MUSIC / AUDIO / VOCAL
40\ IN TEXT -> OUT TEXT , language translation.
39\ UPSCALE RESOLUTION
38\ in text,static video -> out static video |for cpu usage
37\ Sd model weights (ai data logic for static.video gen..)
36\ in text -> out speech /TTS/
35\ Speech -> TEXT /STT/
34\ speech <-> text translate universal
33\ |.c ||.cpp||
32\ video creation
31\ LLM Best Models
30\ Interesting.what is this ? how it works?
29\ OK
28\ 48 layers X 4096 (?dim?)neurons [*****_____]
27\ 96 layers X 8192 (?dim?)neurons [*******___]
26\ 32 layers X 2560 (?dim?)neurons [__________]
25\ 48 layers X 8192 (?dim?)neurons [******____]
24\ 32 layers X 4096 (?dim?)neurons [*****_____]
23\ Info - pages
22\ who is who
21\ 60 layers X 7168 (?dim?)neurons [******____]
20\ 80 layers X 8192 (?dim?)neurons [*******___]
19\ 22 layers X 2048(?h_dim?) neurons [*_________]
18\ other models
17\ ABSOLUT Perfect Bulgarian !
16\ Strange thinking
15\ 48 layers X 4096 neurons [*_________]
14\ 40 layers X 6144 neurons [*_________]
13\ 40 layers X 6144 neurons [***_______]
12\ 48 layers X 4096 neurons [**________]
11\ 32 layers X 2560 neurons [***_______]
10\ 32 layers X 3072 neurons [***_______]
9\ 32 layers X 4096 neurons [******____]
8\ 27 layers X 2048 neurons [*******___]
7\ Video observers
6\ 32 layers X 4096 neurons [*****_____]
5\ 2D to 3D
4\ 2d to 3d - Video
3\ 2D to 3D CAD
2\ ?2 layers X ?2048 neurons X?? boards 8/64ex.[***'______]
/1\ Dataset

15\ 48 layers X 4096 neurons [*_________]

Model quality chat test - 1/10 stars

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