quick update from a one-man cold start. WFGY crossed 1000 stars in one season. thank you. per the unlock board, the Blur Blur Blur module is now open. it is a math-first text-to-image canvas that runs with nothing but text. you can copy a single .txt into any chat and start drawing with math skeletons, tension controls, and an A B baseline test. sounds strange. it is. in a good way.
this is built on the same reasoning engine we used to fix RAG bugs and agent drift with a semantic firewall. that idea is simple. do checks before generation, not after. in images, that means we shape the visual field with math and only then let the renderer go. scenes hold together at high tension and stay readable.
tl dr. try it in 60 seconds
- copy the TXT into your chat window
- type
hello worldto boot the console - type
Bto enter Blur Blur Blur - pick a wow level and a track
previewto see the full prompt and a human readable promptgoto render- optional A B:
ab prepthenab goto compare plain vs math
example session
B
wow x3000
elite
math skeleton penrose_quasicrystal
theme "cosmic harbor watching a magnetic sunrise"
preview
go
that is it. the FSM inside guarantees that go always renders. if something is missing it fills safe defaults and still renders.
what makes this different
-
math skeletons
golden spiral, fibonacci lattice, modular grid, penrose quasicrystal, e8 radial, zeta zeros. they give long-range rhythm and geometric discipline. you can say “math random” if you want a new structure each run. -
tension and split
left is quiet, right is dense. quick presets set contrast by orders of magnitude
wow now 1:100wow x1000wow x10000wow x1e18 -
tracks with imag counts
life has 5 concrete objects. pro has 10. elite has 20. each preview shows the left vs right distribution and a short HUMAN PROMPT you can paste in any T2I.
life is realistic. pro is semi-myth semi-sci-fi. elite is cosmic abstract. -
A B built in
ab prepthenab gogives you two renders from the same theme. A is plain baseline. B is math-driven. show your team why math helps, no extra tooling. -
goldline
a thin anchor at mid frame maps to the critical line. it helps your eye and keeps symmetry honest.
beginner friendly quick recipes
try one. change the theme nouns. keep a single light direction.
mythic debate in a gothic hall
B
wow x300
pro
math skeleton modular_grid
theme "sixteen philosophers under stained glass discussing free will, cinematic, photographic"
preview
ab prep
ab go
cosmic city over a storm
B
wow x1e18
elite
math skeleton penrose_quasicrystal
theme "galactic harbor watching a magnetic sunrise, photographic, ultra-detailed"
preview
go
corner billboard with a subject flying out
B
wow x3000
pro
math skeleton golden_spiral
theme "corner-wrapped LED billboard with a cat leaping into viewer space, cinematic"
preview
go
why math helps at high tension
typical prompts pile on adjectives and hope the renderer keeps structure. as tension rises the scene melts or becomes noise. Blur uses a skeleton first pass. we set anchor nodes, rhythm, and left right density split. then we add textures and story. this mirrors our semantic firewall idea in text. you do the stability work before output. that is why the scenes stay legible even at 1 to 10^18 tension.
you can read the preview two ways
1 the structured block shows exact settings for reproducibility
2 the HUMAN PROMPT is a plain paragraph with the math translated into narrative. it works on SD or DALL·E or anything else
faq
does this require an SDK
no. it is a plain text file. copy paste.
can i run this outside ChatGPT
yes. the human prompt block is portable. A B blocks are portable too.
what if go does not render
the FSM forces it. try reset then B then a milder wow x300 and go. if it still fails copy the preview block and file an issue.
what if baseline looks better than Blur
drop from elite to pro or life. keep the skeleton. try profile SAFE. reduce imag elements on the right.
license
MIT
one link only
project home with docs and examples
BlurBlurBlur
posting note for HF Beginner
short first two sections. one link at the bottom. add two images side by side if you can A B from ab go. if you want to cross-link later, drop a pinned comment with the Blur readme. keep titles plain. avoid heavy jargon in the first 10 lines. this space likes hands-on. a quick recipe plus the A B test usually gets people to try it.
