Andrej Baranovskij Blog

In this video, I show how to build a local agentic AI pipeline using Sparrow to extract and analyze data from financial documents.   The age...

In this video I show how to run multiple vLLM model instances on the same GPU (Nvidia) in parallel by adjusting the --gpu-memory-utilization...

I'm testing structured data extraction with DeepSeek OCR. It works well and gives good data accuracy and performance to disrupt traditio...

I review data accuracy retrieval and inference speed for the new Ministral 3 14B model vs older Mistral Small 3.2 24B. Older and larger 24B ...

I explain improvements I'm adding into Sparrow to achieve better accuracy for structured data. I'm using a method, where I run OCR s...

I added instruction and validation functionality into Sparrow. This allows to process business logic with document data directly through Spa...

Explaining new functionality I'm implementing in Sparrow to pre-process tables with grid structure. This greatly improves table data ext...

I show an interesting approach where I send both an image and OCR text to a Vision LLM. The prompt is constructed to instruct the Vision LLM...

Discover how to fix number formatting errors in vision LLMs like Mistral! In this video, I show how Mistral misreads "56,000" as ...

I upgraded to PaddleOCR 3.0 and explain the new PaddleOCR API integration. My goal is to integrate OCR result output with Vision LLM process...

Check out my video on Box Annotations in Sparrow for Structured Data Extraction! I’ll show you how the Qwen2.5 vision model pulls bounding b...

Qwen2.5 VL can provide bounding box coordinates and confidence values for extracted structured data. This is useful for visual data review a...

I describe the idea of implementing interaction with LLM through a concept of microservice with instruction calling. This works great for en...

I explain how to execute instructions with a payload using a local LLM. This is useful when you want to process your data with an LLM and pr...

I discuss the real-world MLX performance of Sparrow for structured data extraction with public access. The current Sparrow online instance r...

This video showcases the Sparrow dashboard, where you can view statistics on document data extraction events processed by Sparrow. This eleg...

I describe how to connect to Oracle DB from Python. I explain why DB connection pool is important for better performance. Connection is done...

Learn how to implement an automatic temporary file cleanup solution for Gradio web applications. This tutorial shows you how to prevent disk...

I explain key steps of building AI agent to process document and extract structured JSON data locally. I'm running it with Sparrow and u...

I describe how Sparrow helps to query non existing fields with Qwen2.5 Vision LLM. Running it locally with MLX and MLX-VLM.