Inside Charli AI Labs

Inside Charli AI Labs

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July 2025

When AI Is Right, But Still So Wrong
Why foundational models are caught in a loop—and how we’re breaking out of it
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Kevin Collins
Signal-Grade Data is the data that didn’t exist until you asked the right questions and had the right AI to answer them
Beyond the Data Commodity: Why Signal-Grade Data Is the Real Alpha
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Kevin Collins
Why AI Infrastructure Requires Secure Containerization and Governance-First Architecture
Engineering for Trust: AI’s Inflection Point in the Enterprise
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Kevin Collins
Why RAG Is Dead — And What’s Replacing It
RAG is a crutch — it's not context, and it's definitely not real AI.
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Kevin Collins
When AI Wears the Right Hat: The Future of Persona-Driven Intelligence in Capital Markets
LLMs Just Talk While Real AI Thinks
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Kevin Collins
AI Isn’t Here to Confirm Your Biases. It’s Here to Show You What You’re Missing
If your AI always agrees with you, it’s probably useless
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Kevin Collins
The Signal Is in the Data Mess: Why Charli Embraces What Everyone Else Tries to Clean Up
Why Clean Data is Killing Insight—and What Real AI Needs Instead
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Kevin Collins
AI Infrastructure for Capital Markets: The Shift Has Already Begun
The Terminal Is Dead: Why AI Infrastructure Is the Future of Capital Markets
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Kevin Collins
Watching AI Talk to AI is Fascinating, Scary and Observable
AI-to-AI conversations, decoded and on display. No black boxes. No guesswork.
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Kevin Collins

June 2025

© 2025 Kevin Collins
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