News | Joshua Berkowitz

4 Articles

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FLUX.2 Ushers in a New Era of Scalable Image Generation

The release of FLUX.2 by Black Forest Labs signals a dramatic shift in the landscape of image generation models. This new architecture is not a mere iteration but a ground-up redesign, dramatically ex...

deep learning diffusers FLUX.2 image generation LoRA memory optimization multimodal quantization

Dec 4, 2025

0 935

Databricks Delivers Fast, Scalable PEFT Model Serving for Enterprise AI

Enterprises aiming to deploy AI agents tailored to their proprietary data face the challange of delivering high-performance inference that can scale with complex, fragmented workloads. Parameter-Effic...

Databricks enterprise AI GPU optimization inference LoRA model serving PEFT quantization

Oct 28, 2025

0 3542

Modular Architecture and LoRA Supercharge Semantic Routing Efficiency

Semantic routing has historically hit a wall when scaling to new classification tasks. Each new intent or filter often required an additional heavy machine learning model, driving up computational cos...

cloud-native Flash Attention LoRA machine learning modular architecture multilingual models Rust semantic routing

Oct 27, 2025

0 3905

Fine-Tuned Vision-Language Models Are Improving Satellite Image Analysis

From monitoring crop health to tracking deforestation, satellite images provide a wealth of critical data. However, teaching a machine to interpret these complex visuals with human-like precision has ...

AI applications classification fine-tuning LoRA model adaptation Pixtral-12B satellite imagery vision-language models

Sep 18, 2025

0 4675

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