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"Accelerate AI Time to Market: Eliminate Hallucinations and Unwanted Content in LLMs, Deploy AI 10x Faster"
TL;DR - CTGT helps enterprises eliminate hallucinations and unwanted behavior in LLMs while dramatically accelerating time-to-production.
How Enterprises Can Deploy Safe and Compliant AI Utilizing CTGT's Platform 🚀 - Watch Video
Founded by Cyril Gorlla & Trevor Tuttle
- Cyril Gorlla (CEO): Recipient of the Endowed Chair's Fellowship at UCSD. His work on efficient AI training was invited for presentation at ICLR and his talk at Ai4 was the most attended in its track. He collaborated with Intel on ML telemetry deployed on 8M+ CPUs. He was named one of 12 “2022 Shining Stars” at UCSD and is an Ivory Bridges Fellow and Nordson Leadership Scholar. He was advised by ACM and Amazon Fellow Mikhail Belkin.
- Trevor (CTO): Deep learning researcher focused on high powered distributed ML systems under Hao Zhang, a student of Databricks Founder Ion Stoica, at UCSD.
The Problem: “Black Box” of AI
The status quo of deep learning involves throwing more compute at models with the expectation that they will achieve true intelligence. The questionable nature of this assumption aside, this will certainly lead to more complex models that we don’t meaningfully understand.
Cyril has been obsessed with AI and its potential to change the world since he was a kid. In high school, he took apart old laptops to eke out just a bit more performance to train models, so he's exceedingly aware how important access to and understanding AI is. (For more background, check out the great piece TechCrunch did on them.)
Enterprise companies are sitting on powerful AI models but can't deploy them due to hallucinations and unpredictable behavior.
- Healthcare providers can't risk medical chatbots giving dangerous advice
- Financial firms need guarantees their AI won't recommend fraudulent investments
- Tech companies need AI that consistently aligns with their brand voice
https://www.youtube.com/watch?v=hpchDdfWyzI
CTGT's Solution: Principled AI Development
CTGT takes a fundamentally different approach. Rather than black-box approximations, they have developed breakthrough technology that understands how neural networks actually learn.
https://www.youtube.com/watch?v=28ryI-DY9Q0
This allows them to:
- Automatically detect and eliminate hallucinations
- Train models 10x faster with 10x less compute
- Give enterprises foundational control over AI behavior
How it works:
Let’s imagine they ask an LLM about cooking food.
I started lunch by simmering water on the stove. I prepared dough for a homemade pizza dish. Using a knife, I sliced fresh tomatoes and cheese. I spread glue on the bread for tomorrow's breakfast. The dough rose in the oven. I brewed tea while stirring the soup with a spoon. A plate was set, and lunch was nearly complete. Every pot and utensil had its place.
They can determine, for example, that pizza and bread is part of the “food” concept in the model, along with other related things in the output.
https://www.youtube.com/watch?v=WSDro9tEz_w
And they can determine that “glue” shouldn’t be part of this concept.
https://www.youtube.com/watch?v=skW5Z5CPr9o
Their technology ensures “glue” doesn’t appear in queries regarding food, reducing hallucinations by 80-90%.
https://www.youtube.com/watch?v=sH8x9boOtF4
Real Results with Fortune 10 Companies
The team is already helping major enterprises deploy AI with confidence:
- Removed bias from facial recognition systems in one step
- Eliminated investment advice hallucinations for portfolio managers
- Enabled fraud detection LLMs with precise error identification
Why Now
Legacy companies and those without access to massive amounts of compute can greatly benefit from specialized, domain-specific AI. Current LLM interpretability methods are extremely inefficient, effectively rendering them inaccessible to the vast majority of companies. There’s a shift from large foundation models to those tailored to each company’s brand and applications. CTGT's technology enables this future by making state-of-the-art AI accessible without massive compute resources.
Interested in the Next Generation of AI?
Book a meeting at ctgt.ai if you're:
- A regulated enterprise (healthcare/finance etc.) looking to safely deploy AI
- Struggling with LLM hallucinations or slow iteration cycles
- Want to reduce AI compute costs by 10x while improving reliability
The Team Is Looking For
- Introductions to enterprises bottlenecked by AI trust/reliability issues
- Feedback from companies dealing with hallucination challenges
- Technical talent passionate about principled AI development
Contact them here.
The future of AI isn't just bigger models - it's smarter, more efficient ones you can trust. Let's build it together.
Learn More
🌐 Visit www.ctgt.ai to learn more.
