Blog - Pruna AI

・

Dec 30, 2025

Announcement

The 2025 Pruna’s Recap

The wins, lessons and highlights of Pruna in 2025

・

Dec 30, 2025

Announcement

The 2025 Pruna’s Recap

The wins, lessons and highlights of Pruna in 2025

・

Dec 30, 2025

Announcement

The 2025 Pruna’s Recap

The wins, lessons and highlights of Pruna in 2025

・

Dec 17, 2025

Performance Models

P-Image and P-Image Edit are live on Scenario

P-Image and P-Image Edit are fast, affordable image generation and edi...

・

Dec 17, 2025

Performance Models

P-Image and P-Image Edit are live on Scenario

P-Image and P-Image Edit are fast, affordable image generation and edi...

・

Dec 17, 2025

Performance Models

P-Image and P-Image Edit are live on Scenario

P-Image and P-Image Edit are fast, affordable image generation and edi...

・

Nov 26, 2025

Announcement

Everything You Need to Know about the Flux 2 x Pruna Contest

Flux 2 x Pruna Contest overview and details.

・

Nov 26, 2025

Announcement

Everything You Need to Know about the Flux 2 x Pruna Contest

Flux 2 x Pruna Contest overview and details.

・

Nov 26, 2025

Announcement

Everything You Need to Know about the Flux 2 x Pruna Contest

Flux 2 x Pruna Contest overview and details.

・

Nov 25, 2025

Announcement

Flux 2: A 110GB Model Now Running on One H100 and 4.2× Faster!

Flux 2 running on one H100 and 4.2x faster.

・

Nov 25, 2025

Announcement

Flux 2: A 110GB Model Now Running on One H100 and 4.2× Faster!

Flux 2 running on one H100 and 4.2x faster.

・

Nov 25, 2025

Announcement

Flux 2: A 110GB Model Now Running on One H100 and 4.2× Faster!

Flux 2 running on one H100 and 4.2x faster.

・

Nov 10, 2025

Technical Article

Effective Prompting for Generative Vision Models

A prompting guide for generative vision models.

・

Nov 10, 2025

Technical Article

Effective Prompting for Generative Vision Models

A prompting guide for generative vision models.

・

Nov 10, 2025

Technical Article

Effective Prompting for Generative Vision Models

A prompting guide for generative vision models.

・

Sep 29, 2025

Performance Models

Inside Story: The Pruna × Replicate Recipe for the Fastest Inference

This is the origin story of the Pruna × Replicate partnership. From fi...

・

Sep 29, 2025

Performance Models

Inside Story: The Pruna × Replicate Recipe for the Fastest Inference

This is the origin story of the Pruna × Replicate partnership. From fi...

・

Sep 29, 2025

Performance Models

Inside Story: The Pruna × Replicate Recipe for the Fastest Inference

This is the origin story of the Pruna × Replicate partnership. From fi...

・

Sep 18, 2025

Technical Article

vLLM Supercharged: Pruna’s Quantization Boost on H100

Discover how to deliver faster inference with vLLM and Pruna by integr...

・

Sep 18, 2025

Technical Article

vLLM Supercharged: Pruna’s Quantization Boost on H100

Discover how to deliver faster inference with vLLM and Pruna by integr...

・

Sep 18, 2025

Technical Article

vLLM Supercharged: Pruna’s Quantization Boost on H100

Discover how to deliver faster inference with vLLM and Pruna by integr...

・

Sep 9, 2025

Technical Article

An Introduction to the Architectures Powering the Current LLMs

Explore the core intuitions behind the current LLM architectures

・

Sep 9, 2025

Technical Article

An Introduction to the Architectures Powering the Current LLMs

Explore the core intuitions behind the current LLM architectures

・

Sep 9, 2025

Technical Article

An Introduction to the Architectures Powering the Current LLMs

Explore the core intuitions behind the current LLM architectures

・

Sep 9, 2025

Technical Article

Slashing torch.compile Warmup & LoRA Swapping Times with Pruna

Learn how to achieve zero warmup using torch.compile with Pruna and cu...

・

Sep 9, 2025

Technical Article

Slashing torch.compile Warmup & LoRA Swapping Times with Pruna

Learn how to achieve zero warmup using torch.compile with Pruna and cu...

・

Sep 9, 2025

Technical Article

Slashing torch.compile Warmup & LoRA Swapping Times with Pruna

Learn how to achieve zero warmup using torch.compile with Pruna and cu...

・

Aug 4, 2025

Announcement

Wan 2.2 Image Juiced: The Next Level for Efficient 2 Megapixels Image...

Wan 2.2. Image is now the new cheapest and fastest model to generate 2...

・

Aug 4, 2025

Announcement

Wan 2.2 Image Juiced: The Next Level for Efficient 2 Megapixels Image...

Wan 2.2. Image is now the new cheapest and fastest model to generate 2...

・

Aug 4, 2025

Announcement

Wan 2.2 Image Juiced: The Next Level for Efficient 2 Megapixels Image...

Wan 2.2. Image is now the new cheapest and fastest model to generate 2...

・

Jul 31, 2025

Announcement

Wan 2.2 Video Juiced: The Fastest & Cheapest Video Generation!

We optimized it to make it the fastest and cheapest video generation m...

・

Jul 31, 2025

Announcement

Wan 2.2 Video Juiced: The Fastest & Cheapest Video Generation!

We optimized it to make it the fastest and cheapest video generation m...

・

Jul 31, 2025

Announcement

Wan 2.2 Video Juiced: The Fastest & Cheapest Video Generation!

We optimized it to make it the fastest and cheapest video generation m...

・

Jul 21, 2025

Performance Models

Efficient Development, Efficient Production: ROAST Deploys 4.5x Faster...

ROAST used Pruna to accelerate image generation for their AI-powered d...

・

Jul 21, 2025

Performance Models

Efficient Development, Efficient Production: ROAST Deploys 4.5x Faster...

ROAST used Pruna to accelerate image generation for their AI-powered d...

・

Jul 21, 2025

Performance Models

Efficient Development, Efficient Production: ROAST Deploys 4.5x Faster...

ROAST used Pruna to accelerate image generation for their AI-powered d...

・

Jul 17, 2025

Announcement

Wan Image Juiced: The Fastest 2 Megapixels Image Generation Model

Wan 2.1 is the state-of-the-art model for generating high-quality vide...

・

Jul 17, 2025

Announcement

Wan Image Juiced: The Fastest 2 Megapixels Image Generation Model

Wan 2.1 is the state-of-the-art model for generating high-quality vide...

・

Jul 17, 2025

Announcement

Wan Image Juiced: The Fastest 2 Megapixels Image Generation Model

Wan 2.1 is the state-of-the-art model for generating high-quality vide...

・

Jul 15, 2025

Performance Models

Pruna Cuts GLiNER Latency by x2 for the Largest Cloud Monitoring Platf...

A story about speed, savings, and what happens when you squeeze every...

・

Jul 15, 2025

Performance Models

Pruna Cuts GLiNER Latency by x2 for the Largest Cloud Monitoring Platf...

A story about speed, savings, and what happens when you squeeze every...

・

Jul 15, 2025

Performance Models

Pruna Cuts GLiNER Latency by x2 for the Largest Cloud Monitoring Platf...

A story about speed, savings, and what happens when you squeeze every...

・

Jun 26, 2025

Announcement

Flux-Kontext-Juiced: State-of-the-art Image Editing 5x Faster!

Flux-Kontext is now open-source! We compressed it, deployed it, evalua...

・

Jun 26, 2025

Announcement

Flux-Kontext-Juiced: State-of-the-art Image Editing 5x Faster!

Flux-Kontext is now open-source! We compressed it, deployed it, evalua...

・

Jun 26, 2025

Announcement

Flux-Kontext-Juiced: State-of-the-art Image Editing 5x Faster!

Flux-Kontext is now open-source! We compressed it, deployed it, evalua...

・

Jun 26, 2025

Performance Models

How Pruna Delivered Up to 3.6x Faster Inference for BRIA 3.2

How we helped BRIA achieve up to 3.6× faster inference for their open-...

・

Jun 26, 2025

Performance Models

How Pruna Delivered Up to 3.6x Faster Inference for BRIA 3.2

How we helped BRIA achieve up to 3.6× faster inference for their open-...

・

Jun 26, 2025

Performance Models

How Pruna Delivered Up to 3.6x Faster Inference for BRIA 3.2

How we helped BRIA achieve up to 3.6× faster inference for their open-...

・

Jun 24, 2025

Technical Article

SOTA Optimization for Image-Generation with Pruna Open Source

Pruna sets new standards for compressing image-generation models in th...

・

Jun 24, 2025

Technical Article

SOTA Optimization for Image-Generation with Pruna Open Source

Pruna sets new standards for compressing image-generation models in th...

・

Jun 24, 2025

Technical Article

SOTA Optimization for Image-Generation with Pruna Open Source

Pruna sets new standards for compressing image-generation models in th...

・

Jun 24, 2025

Technical Article

Llama-Juiced: The Fastest Llama 3.1-8B Endpoint (1.89× Faster than vLL...

Discover how we optimized inference latency on Llama 3.1-8B using Prun...

・

Jun 24, 2025

Technical Article

Llama-Juiced: The Fastest Llama 3.1-8B Endpoint (1.89× Faster than vLL...

Discover how we optimized inference latency on Llama 3.1-8B using Prun...

・

Jun 24, 2025

Technical Article

Llama-Juiced: The Fastest Llama 3.1-8B Endpoint (1.89× Faster than vLL...

Discover how we optimized inference latency on Llama 3.1-8B using Prun...

・

May 21, 2025

Technical Article

Measuring What Matters: Objective Metrics for Image Generation Assessm...

Generating high-quality visuals with state-of-the-art models is now mo...

・

May 21, 2025

Technical Article

Measuring What Matters: Objective Metrics for Image Generation Assessm...

Generating high-quality visuals with state-of-the-art models is now mo...

・

May 21, 2025

Technical Article

Measuring What Matters: Objective Metrics for Image Generation Assessm...

Generating high-quality visuals with state-of-the-art models is now mo...

・

May 8, 2025

Technical Article

Optimization Agent: Automatically Finding the Best AI Compression!

When it comes to scaling AI efficiently, configuration choices can mak...

・

May 8, 2025

Technical Article

Optimization Agent: Automatically Finding the Best AI Compression!

When it comes to scaling AI efficiently, configuration choices can mak...

・

May 8, 2025

Technical Article

Optimization Agent: Automatically Finding the Best AI Compression!

When it comes to scaling AI efficiently, configuration choices can mak...

・

Apr 29, 2025

Announcement

5x Faster Inference Speeds on Serverless GPUs with Pruna AI and Koyeb

By combining Pruna with Koyeb, you can speed up your model optimizatio...

・

Apr 29, 2025

Announcement

5x Faster Inference Speeds on Serverless GPUs with Pruna AI and Koyeb

By combining Pruna with Koyeb, you can speed up your model optimizatio...

・

Apr 29, 2025

Announcement

5x Faster Inference Speeds on Serverless GPUs with Pruna AI and Koyeb

By combining Pruna with Koyeb, you can speed up your model optimizatio...

flux-juiced the best Flux optimization out there

・

Apr 23, 2025

Announcement

FLUX-Juiced: The Fastest Image Generation Endpoint (2.6x Faster!)

While compression is a widely applied technique that can reduce infere...

・

Apr 23, 2025

Announcement

FLUX-Juiced: The Fastest Image Generation Endpoint (2.6x Faster!)

While compression is a widely applied technique that can reduce infere...

・

Apr 23, 2025

Announcement

FLUX-Juiced: The Fastest Image Generation Endpoint (2.6x Faster!)

While compression is a widely applied technique that can reduce infere...

An overview of AI optimization Techniques

・

Apr 18, 2025

Technical Article

An Introduction to AI Model Optimization Techniques

We will go over high level speed/cost/quality impact for AI optimizati...

・

Apr 18, 2025

Technical Article

An Introduction to AI Model Optimization Techniques

We will go over high level speed/cost/quality impact for AI optimizati...

・

Apr 18, 2025

Technical Article

An Introduction to AI Model Optimization Techniques

We will go over high level speed/cost/quality impact for AI optimizati...

・

Mar 26, 2024

Technical Article

Quantization for Image Generation Models to 3 bits: Shrinking Models,...

Quantization isn’t just a technical optimization—it’s a game-changer f...

・

Mar 26, 2024

Technical Article

Quantization for Image Generation Models to 3 bits: Shrinking Models,...

Quantization isn’t just a technical optimization—it’s a game-changer f...

・

Mar 26, 2024

Technical Article

Quantization for Image Generation Models to 3 bits: Shrinking Models,...

Quantization isn’t just a technical optimization—it’s a game-changer f...

・

Mar 24, 2025

Technical Article

Accelerating Image Generation: Going Beyond API Optimization from FAL,...

We compare the FLUX APIs provided by Replicate, fal, together.ai, and...

・

Mar 24, 2025

Technical Article

Accelerating Image Generation: Going Beyond API Optimization from FAL,...

We compare the FLUX APIs provided by Replicate, fal, together.ai, and...

・

Mar 24, 2025

Technical Article

Accelerating Image Generation: Going Beyond API Optimization from FAL,...

We compare the FLUX APIs provided by Replicate, fal, together.ai, and...

・

Mar 19, 2025

Release Note

Auto-Caching: Pushing the Limits of Caching for FLUX

We introduce Auto-Caching, a novel caching algorithm that achieves sta...

・

Mar 19, 2025

Release Note

Auto-Caching: Pushing the Limits of Caching for FLUX

We introduce Auto-Caching, a novel caching algorithm that achieves sta...

・

Mar 19, 2025

Release Note

Auto-Caching: Pushing the Limits of Caching for FLUX

We introduce Auto-Caching, a novel caching algorithm that achieves sta...

・

Mar 20, 2025

Announcement

Pruna AI Open Sources Its AI Optimization Engine

Everyone Can Make AI Models Faster, Smaller, Cheaper, Greener

・

Mar 20, 2025

Announcement

Pruna AI Open Sources Its AI Optimization Engine

Everyone Can Make AI Models Faster, Smaller, Cheaper, Greener

・

Mar 20, 2025

Announcement

Pruna AI Open Sources Its AI Optimization Engine

Everyone Can Make AI Models Faster, Smaller, Cheaper, Greener

・

Feb 7, 2025

Technical Article

Quantized LLMs on edge devices: Techniques and Challenges

・

Feb 7, 2025

Technical Article

Quantized LLMs on edge devices: Techniques and Challenges

・

Feb 7, 2025

Technical Article

Quantized LLMs on edge devices: Techniques and Challenges

・

Feb 20, 2025

Performance Models

Beating torch.compile: 12× faster compilation time at Toongether.ai

Toongether cut latency by 40%, eliminated the 10-minute warm-up bottle...

・

Feb 20, 2025

Performance Models

Beating torch.compile: 12× faster compilation time at Toongether.ai

Toongether cut latency by 40%, eliminated the 10-minute warm-up bottle...

・

Feb 20, 2025

Performance Models

Beating torch.compile: 12× faster compilation time at Toongether.ai

Toongether cut latency by 40%, eliminated the 10-minute warm-up bottle...

・

Feb 18, 2025

Leadership Thought

DeepSeek: an opportunity for Efficient AI

DeepSeek, an AI company, demonstrates efficient training of large lang...

・

Feb 18, 2025

Leadership Thought

DeepSeek: an opportunity for Efficient AI

DeepSeek, an AI company, demonstrates efficient training of large lang...

・

Feb 18, 2025

Leadership Thought

DeepSeek: an opportunity for Efficient AI

DeepSeek, an AI company, demonstrates efficient training of large lang...

comparison-flux-torch-compile-tensor-rt-pruna

・

Feb 17, 2025

Technical Article

Unlock 2.7x Speedup for FLUX.1[dev]: A Comparison between torch.compil...

FLUX.1[dev] image generation can be optimized using torch.compile for...

・

Feb 17, 2025

Technical Article

Unlock 2.7x Speedup for FLUX.1[dev]: A Comparison between torch.compil...

FLUX.1[dev] image generation can be optimized using torch.compile for...

・

Feb 17, 2025

Technical Article

Unlock 2.7x Speedup for FLUX.1[dev]: A Comparison between torch.compil...

FLUX.1[dev] image generation can be optimized using torch.compile for...

・

Feb 10, 2025

Performance Models

From 0 to 100% Faster: How Scenario Optimized Image Generation in 3 We...

That moment came when Scenario explored a new use case: an image upsca...

・

Feb 10, 2025

Performance Models

From 0 to 100% Faster: How Scenario Optimized Image Generation in 3 We...

That moment came when Scenario explored a new use case: an image upsca...

・

Feb 10, 2025

Performance Models

From 0 to 100% Faster: How Scenario Optimized Image Generation in 3 We...

That moment came when Scenario explored a new use case: an image upsca...

・

Feb 3, 2025

Technical Article

Pruna + Triton: A Winning Combination for High-Performance AI Deployme...

Combining Pruna's optimization techniques with NVIDIA's Triton Inferen...

・

Feb 3, 2025

Technical Article

Pruna + Triton: A Winning Combination for High-Performance AI Deployme...

Combining Pruna's optimization techniques with NVIDIA's Triton Inferen...

・

Feb 3, 2025

Technical Article

Pruna + Triton: A Winning Combination for High-Performance AI Deployme...

Combining Pruna's optimization techniques with NVIDIA's Triton Inferen...

・

Jan 29, 2025

Technical Article

Standard Model Compression in ML Pipeline

Integrating model compression techniques like pruning and quantization...

・

Jan 29, 2025

Technical Article

Standard Model Compression in ML Pipeline

Integrating model compression techniques like pruning and quantization...

・

Jan 29, 2025

Technical Article

Standard Model Compression in ML Pipeline

Integrating model compression techniques like pruning and quantization...

・

Jan 21, 2025

Technical Article

Boost Your Replicate Models with Pruna AI: A Step-by-Step Guide

Learn to optimize deep learning models using Pruna for faster inferenc...

・

Jan 21, 2025

Technical Article

Boost Your Replicate Models with Pruna AI: A Step-by-Step Guide

Learn to optimize deep learning models using Pruna for faster inferenc...

・

Jan 21, 2025

Technical Article

Boost Your Replicate Models with Pruna AI: A Step-by-Step Guide

Learn to optimize deep learning models using Pruna for faster inferenc...

・

Jan 13, 2025

Performance Models

Solving Evaluation for 15 AI Models at a German Automotive Giant

Evaluation is a complex topic, as it involves numerous variables to co...

・

Jan 13, 2025

Performance Models

Solving Evaluation for 15 AI Models at a German Automotive Giant

Evaluation is a complex topic, as it involves numerous variables to co...

・

Jan 13, 2025

Performance Models

Solving Evaluation for 15 AI Models at a German Automotive Giant

Evaluation is a complex topic, as it involves numerous variables to co...

・

Jan 6, 2025

Technical Article

Hugging Face & Pruna AI: SmolLM2, Now 7x Smaller and 2x Faster

Pruna AI collaborated with Hugging Face to push the limits of model ef...

・

Jan 6, 2025

Technical Article

Hugging Face & Pruna AI: SmolLM2, Now 7x Smaller and 2x Faster

Pruna AI collaborated with Hugging Face to push the limits of model ef...

・

Jan 6, 2025

Technical Article

Hugging Face & Pruna AI: SmolLM2, Now 7x Smaller and 2x Faster

Pruna AI collaborated with Hugging Face to push the limits of model ef...

・

Dec 6, 2024

Announcement

Pruna AI has 9 papers at NeurIPS 2024

We are excited to announce that the Pruna AI team will present 9 paper...

・

Dec 6, 2024

Announcement

Pruna AI has 9 papers at NeurIPS 2024

We are excited to announce that the Pruna AI team will present 9 paper...

・

Dec 6, 2024

Announcement

Pruna AI has 9 papers at NeurIPS 2024

We are excited to announce that the Pruna AI team will present 9 paper...

・

Nov 27, 2024

Technical Article

Deep Dive Into Flux: Everything You Need to Know!

Deep dive into flux: our research pov, performance benchmarks, and eve...

・

Nov 27, 2024

Technical Article

Deep Dive Into Flux: Everything You Need to Know!

Deep dive into flux: our research pov, performance benchmarks, and eve...

・

Nov 27, 2024

Technical Article

Deep Dive Into Flux: Everything You Need to Know!

Deep dive into flux: our research pov, performance benchmarks, and eve...

・

Nov 18, 2024

Announcement

Pruna AI secures $6.5 million to optimize machine learning models and...

Pruna AI, the AI optimization engine empowering ML teams to simplify c...

・

Nov 18, 2024

Announcement

Pruna AI secures $6.5 million to optimize machine learning models and...

Pruna AI, the AI optimization engine empowering ML teams to simplify c...

・

Nov 18, 2024

Announcement

Pruna AI secures $6.5 million to optimize machine learning models and...

Pruna AI, the AI optimization engine empowering ML teams to simplify c...

・

Nov 18, 2024

Leadership Thought

How Pruna AI Contributes in Shaping France’s National AI Strategy?

🇪🇺 Today’s, we are incredibly proud to share Pruna AI's role in shap...

・

Nov 18, 2024

Leadership Thought

How Pruna AI Contributes in Shaping France’s National AI Strategy?

🇪🇺 Today’s, we are incredibly proud to share Pruna AI's role in shap...

・

Nov 18, 2024

Leadership Thought

How Pruna AI Contributes in Shaping France’s National AI Strategy?

🇪🇺 Today’s, we are incredibly proud to share Pruna AI's role in shap...

・

Nov 8, 2024

Performance Models

Flux Schnell 3x Faster, 3x Cheaper? Mission Accomplished for Each AI

Each AI recently reached out to Pruna AI with a straightforward goal:...

・

Nov 8, 2024

Performance Models

Flux Schnell 3x Faster, 3x Cheaper? Mission Accomplished for Each AI

Each AI recently reached out to Pruna AI with a straightforward goal:...

・

Nov 8, 2024

Performance Models

Flux Schnell 3x Faster, 3x Cheaper? Mission Accomplished for Each AI

Each AI recently reached out to Pruna AI with a straightforward goal:...

・

Nov 1, 2024

Leadership Thought

Behind The Scenes of the European AI Program

On October 1st, we officially joined Meta’s European AI Program. While...

・

Nov 1, 2024

Leadership Thought

Behind The Scenes of the European AI Program

On October 1st, we officially joined Meta’s European AI Program. While...

・

Nov 1, 2024

Leadership Thought

Behind The Scenes of the European AI Program

On October 1st, we officially joined Meta’s European AI Program. While...

・

Oct 28, 2024

Technical Article

Achieve 2x to 4x Efficiency Gains on Databricks DBRX with Pruna AI

Check how pruning 4-bit quantized versions of DBRX-Base & DBRX-Instruc...

・

Oct 28, 2024

Technical Article

Achieve 2x to 4x Efficiency Gains on Databricks DBRX with Pruna AI

Check how pruning 4-bit quantized versions of DBRX-Base & DBRX-Instruc...

・

Oct 28, 2024

Technical Article

Achieve 2x to 4x Efficiency Gains on Databricks DBRX with Pruna AI

Check how pruning 4-bit quantized versions of DBRX-Base & DBRX-Instruc...

・

Oct 21, 2024

Technical Article

Revolutionizing Protein Structure Prediction The Power of Advanced ML...

As ML models take on increasingly complex biological challenges, the i...

・

Oct 21, 2024

Technical Article

Revolutionizing Protein Structure Prediction The Power of Advanced ML...

As ML models take on increasingly complex biological challenges, the i...

・

Oct 21, 2024

Technical Article

Revolutionizing Protein Structure Prediction The Power of Advanced ML...

As ML models take on increasingly complex biological challenges, the i...

・

Oct 15, 2024

Announcement

print("Hello, world! Pruna’s New Brand Identity & Editorial Line is He...

We’re excited to kick off our blog with this first article, unveiling...

・

Oct 15, 2024

Announcement

print("Hello, world! Pruna’s New Brand Identity & Editorial Line is He...

We’re excited to kick off our blog with this first article, unveiling...

・

Oct 15, 2024

Announcement