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Practical knowledge on AI and technology for every IT Pro

Articles on local AI models, Python programming, developer tools and IT project management. No fluff — just what works in practice.

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110+ articles

6 categories

2017 since

Artur Poniedziałek

IT Expert & Project Manager

AI enthusiast, local LLMs and practical tech solutions. Managing IT projects and sharing experience on this blog.

🤖 AI in Practice ⚡ IT Management 🐍 Python 🖥️ Local LLMs

🤖 Local AI & LLMs 🗄️ RAG & Vector Databases ⚙️ AI Tools & Automation 🐍 Python & Data 🔧 Software Development & Tools 📈 IT Trends & Reviews

Latest Articles

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🤖 Local AI & LLMs

Multi-Token Prediction on AMD W7900: 1.85× speedup with llama-server Vulkan (Qwen3.6-35B benchmark)

We benchmark Multi-Token Prediction in llama-server (llama.cpp, Vulkan) on AMD PRO W7900. Real results: 49.7 → 91.8 tok/s, up to 2× on code generation — and why LM Studio MTP fails on gfx1100.

27th May 2026 6 min

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🤖 Local AI & LLMs

16th May 2026 15 min

Private AI Assistant for Productivity: How Freelancers and Managers Can Get Work Done in the Background

A practical English article on private AI assistants, background work, personal context, privacy, and real productivity gains for freelancers and managers.

Describing PDF Charts with Vision Language Models

Use Vision Language Models (VLMs) to convert PDF charts into searchable text descriptions. Build complete pipelines for chart extraction, processing, and RAG…

Running Local LLMs with OpenAI-Compatible APIs

Run powerful LLMs locally using OpenAI-compatible APIs. Learn to set up LM Studio, Ollama, and vLLM servers for private, cost-free AI inference.

Hybrid Search: Combining Vector and Keyword Retrieval

Master hybrid search combining vector similarity and keyword matching. Learn BM25, Reciprocal Rank Fusion, and score merging strategies for optimal RAG retrieva

LanceDB: Lightweight Vector Database for AI Applications

Complete guide to LanceDB, a lightweight serverless vector database for AI applications. Learn indexing, querying, filtering, and best practices for RAG systems

Local Text Embeddings with Sentence Transformers — Complete Guide

Learn how to generate high-quality text embeddings locally using Sentence Transformers. Complete guide to embedding models, batch processing, and optimization f

Document Chunking Strategies for RAG Systems — Complete Guide

Master document chunking strategies for RAG systems. Learn about semantic chunking, overlapping windows, chunk size optimization, and metadata enrichment for be

Q1 2026 IT Quarterly Review | Infrastructure, Open Source, and AI Operations

Q1 2026 IT Quarterly Review: AI infrastructure becomes a macroeconomic force, the EU AI Act moves from theory to operational deadlines, and…

PDF Data Extraction with PyMuPDF (fitz) — Complete Python Tutorial

Working with PDF documents programmatically is a common challenge in data processing, document management, and machine learning pipelines. Whether you’re building a…

📈 IT Trends & Reviews

3rd January 2026 22 min

Q4 2025 IT Review: AI Infrastructure Goes Operational

Q4 2025 IT review tracks Python 3.14, AWS re:Invent, Apple M5, and NVIDIA Blackwell as AI infrastructure shifts into production.

Q3 2025 IT Review: Agentic Software and Cloud Toolchains

Read the Q3 2025 IT review on agentic software, cloud toolchains, and the open-source releases that turn AI systems into production infrastructure.

GPT4All vs Jan – the battle for the best desktop LLM

The landscape of artificial intelligence has undergone a revolutionary transformation with the emergence of desktop Large Language Models (LLMs). As AI technology…

🤖 Local AI & LLMs

10th July 2025 13 min

Ollama like Docker for AI

Remember when Docker revolutionized how we deploy applications? Well, Ollama is doing the same thing for AI models, and it’s changing the…

🐍 Python & Data

5th July 2025 18 min

Transform Photos into Embroidery Art Interactive Tool

Digital embroidery has revolutionized the way crafters and artists approach traditional needlework, creating exciting opportunities to blend photography with textile art. Whether…

Practical knowledge on AI and technology for every IT Pro

Artur Poniedziałek

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