Guy G's avatar
Guy G
Oregon, USA
40+ years programming experience including recent AI and ML.
New to Contra
Cover image for Lots of projects in the works! Too many really. Opus 4.5 has...
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 hold so much in my mind at once while it is also growing at a recognizable pace is noticeably stressful. Here is my latest build, a useful agency for questions at high accuracy with 9 different agents available to work in tandem. Special thanks to my friend Enigma Specter who provided the original backend mechanisms. I salvaged his design with a nice web UI and added a web Researcher agent: https://guyzer.pythonanywhere.com/mrce/ You will need to register but it's just an email username and password, no verification loop yet. And you'll need an API key.
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Cover image for Cyclical Adversarial Stepwise Improvement CASI: Live Demo We...
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 structural pressure and targeted feedback. The system cycles automatically until Structural Coherence is reached. You can now test the CASI engine live and see how an autonomous refinement process delivers structurally superior output: Try the CASI web app here: https://guyzer.pythonanywhere.com/casi/
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Cover image for Further investigations of the Biology Latent Space.
Further investigations of the Biology Latent Space.
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Cover image for Let's visualize some more biology. Audio by Sacrificial Panc...
Let's visualize some more biology. Audio by Sacrificial Pancakes and Korean tree frogs.
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Pytest(1)
Yash Oza's avatar
Yash Oza
Ahmedabad, India
Artificial Intelligence, Machine Learning, Web Devlopment
New to Contra
Cover image for AI-Driven Automated Test Generation System
AI-Driven Automated Test Generation System
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Cover image for Custom Responsive Freelance Website Template
Custom Responsive Freelance Website Template
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Cover image for AI-Powered Code Security Analysis
AI-Powered Code Security Analysis
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Pytest(1)