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April 15, 202518 min read

How I Learned to Stop Worrying and Love the Cache

Why our 97% cost reduction came from forgetting everything we knew about modern architecture

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Zev Uhuru
Founder, Esy
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Recent Entries

ExperimentsTrending

Shipping Semantic Search

Shipping semantic search in Esy was a journey through the world of embeddings, vector databases, and the subtle art of measuring similarity between ideas. Semantic search is about understanding meani

Zev UhuruMarch 26, 2025
8 min
ResearchNew

Emergent Tool Use in GPT-4

How do language models learn to use tools? In this article, I analyze the surprising ways GPT-4 adapts to new tasks with minimal instruction. Emergent behaviors in LLMs often arise from scale and dat

Zev UhuruMarch 24, 2025
18 min
Experiments

Real-time Video Generation Tests

My first experiments with Runway Gen-2 for real-time video generation were a mix of excitement and chaos. Here's what I learned. Video generation is still in its infancy—expect weird artifacts and lo

Zev UhuruMarch 22, 2025
6 min

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More Entries

ProductMarch 20, 202510 min

Why I Chose Boring Technology for Esy

When building Esy, I faced a choice: chase the latest tech trends, or pick tools that just work. I chose the latter, and here's why. "Boring" technology is often the most reliable and cost-effective.

by Zev Uhuru
ExperimentsMarch 18, 202515 min

Training a LoRA on My Writing Style

Fine-tuning Llama 2 on my own writing was both exciting and a little unsettling. Here's what happened. Personalized models can mimic your style—sometimes too well. I gathered three years of blog pos

by Zev Uhuru
ResearchMarch 16, 202522 min

Benchmarking Chain-of-Thought Prompting

Chain-of-thought (CoT) prompting has become a go-to technique for improving LLM reasoning. But how well does it really work? CoT can boost accuracy, but not all models benefit equally. I tested CoT

by Zev Uhuru
ExperimentsMarch 14, 20258 min

AI-Generated Music: First Attempts

My first experiments with MusicGen were a wild ride. Some tracks were beautiful, others... not so much. AI-generated music is unpredictable—embrace the weirdness! I used MusicGen to create ambient s

by Zev Uhuru
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