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Guy G
Oregon, USA
40+ years programming experience including recent AI and ML.
New to Contra
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1
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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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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Further investigations of the Biology Latent Space.
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Let's visualize some more biology. Audio by Sacrificial Pancakes and Korean tree frogs.
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Pytest
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Ben Pham
Orange, USA
Fullstack Dev: Expert in Ruby on Rails & Laravel
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Ann Arbor Accessibility Tool
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Marketing Tag Managers Setup
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Style Refresh / Redesign
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FormulaFolios Data Processing
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Pytest
(1)
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Jose Acosta
Naaldwijk, Netherlands
Data Engineer builds reliable ETL & Cloud Data Pipelines.
New to Contra
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Financial Data Pipeline Development
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Algorithmic Trading Bot Development
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Mean Reversion Trading Strategy Bot Development
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SMA Crossover Strategy for E-mini S&P 500
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Pytest
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Yash Oza
Ahmedabad, India
Artificial Intelligence, Machine Learning, Web Devlopment
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AI-Driven Automated Test Generation System
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Custom Responsive Freelance Website Template
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AI-Powered Code Security Analysis
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Pytest
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Abdulqoyyum Aileru
Agege, Nigeria
Software engineer with expertise in DevOps and AI
5.0
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LLM Evaluation and Monitoring Platform
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Empower Your Craft with CraftLearn
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CraftLink: Empowering Artisans with Blockchain Technology
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Silverbrain AI AG - Chem Assist
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Pytest
(1)
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Sayantika Banik
Bangkok, Thailand
Humanising the AI Landscape for Data Practitioners
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GitHub - sayantikabanik/PyAIAgent: Quick and easy package to wo…
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Stock Price Analysis Dashboard
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Open Source Data Management Toolkit Design
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Pytest
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Mykhailo Malashevskyi
Bucha, 08292
QA Automation | Test Engineer | Playwright, Cypress
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E‑Commerce (Eastern Europe) — QA (Manual + Security Baseline)
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AI SaaS (Generative/ML Features) — Quality Engineering
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Security/Privacy Toolkit — QA (Manual + Security Baseline)
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Test Engineer at Gambling Platform | Cypress, Playwright, JS/TS
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Pytest
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Sabrina Dhaliwal
San Francisco, USA
Masters in Software Engineering | Python & Data
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Notebook2PDF Converter Development
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Notebook2PDF Converter Tool
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Python SDK for Telemetry Debugging
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Satellite Operations Dashboard
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Pytest
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