Guy

Guy G

40+ years programming experience including recent AI and ML.

New to Contra

Guy is ready for their next project!

Building out a pretty wild, big project for a friend. I haven't attempted anything this ambitious in over a decade. I wouldn't have the time or energy if it weren't for 30 years of experience informing the language I use when prompting the top LLM assistants. My leverage is...
Lots of projects in the works! Too many really.
Opus 4.5 has jammed my design episodes into hyper mode. I'm glad I heard Andrew Ng talk about the exhaustion after a day of working with agentic code helpers. That showed up months ago and I still didn't recognize.
Now, having to...
Cyclical Adversarial Stepwise Improvement CASI: Live Demo
We talk frequently about AI self-correction but few projects provide a robust architectural loop for it.
CASI formalizes the process of non-linear refinement:
The Generator proposes a solution or concept.
The Critic applies...
Further investigations of the Biology Latent Space.
Another fun project I started last year is called "CASI" for Cyclical Adversarial Step-wise Improvement. It leverages the fact that when LLMs engage in self-correcting loops they get better at a task. In this case we are pitting 2 models and 2 system prompts with distinctly...

github.com

GitHub - TheOneTrueGuy/CASI: Cyclical Adversarial Stepwise Improvement

Cyclical Adversarial Stepwise Improvement. Contribute to TheOneTrueGuy/CASI development by creating an account on GitHub.