Microsoft POML and Ollama integration diagram showing structured prompt engineering workflow with HTML-like tags and local LLM execution

Microsoft POML with Ollama: The Right Way to Write AI Prompts

Introduction The landscape of artificial intelligence is experiencing a paradigm shift in how we interact with Large Language Models (LLMs). Traditional prompt engineering, often characterized by fragile string manipulation and inconsistent formatting, is giving way to a more structured, maintainable approach. Microsoft’s POML (Prompt Orchestration Markup Language) is a novel markup language designed to bring…

Read More
Llama-Scan PDF to text conversion workflow using Ollama multimodal models locally

Llama-Scan: Convert PDFs to Text Locally with Ollama Models

Introduction In an era where data privacy and AI integration are paramount, extracting meaningful information from documents, especially PDFs, remains a critical challenge. Traditional OCR tools often fall short when dealing with complex layouts, diagrams, or handwritten content. Enter Llama-scan PDF converter, a powerful open-source tool that leverages Ollama’s multimodal AI models to convert PDFs…

Read More
Diagram showing document parsing with Docling, entity extraction via LangExtract, and local Ollama LLM processing

LangExtract NER with Local Ollama LLM: Guide & Code

Introduction In an era where data privacy and compliance are paramount, especially in healthcare, extracting sensitive information like patient names, addresses, or birthdates must be done securely. Enter LangExtract, an open-source framework developed by Google Research that enables few-shot named entity recognition (NER) using large language models (LLMs) without sending data to the cloud. When…

Read More
Voxtal Mini 3B voice AI

Voxtral Mini 3B: Voice AI for Transcription, Translation & Q&A

Introduction Voice technology has become the cornerstone of modern human-computer interaction, revolutionizing how we communicate with digital systems. Voxtral Mini 3B is an enhancement of Ministral 3B, incorporating state-of-the-art audio input capabilities while retaining best-in-class text performance. This groundbreaking 3B parameter model represents a significant leap forward in accessible, open-source speech understanding technology. This compact…

Read More
GPU Free LLM on CPU – Deploy Massive AI Models Easily

GPU Free LLM on CPU – Deploy Massive AI Models Locally

Introduction GPU Free LLM on CPU is no longer a theoretical milestone; it’s a practical reality. A breakthrough collaboration between LMSYS and Intel has enabled the execution of massive language models, including those with over 100 billion parameters, entirely on CPUs. Leveraging Intel Xeon processors with Advanced Matrix Extensions (AMX), this advancement eliminates the need…

Read More
Kimi-K2-Instruct multilingual language model architecture

Kimi-K2-Instruct: Best 32B Agentic AI Beats GPT-4.1 at Coding

Introduction In the rapidly evolving field of large language models, MoonshotAI’s Kimi-K2-Instruct stands out as a cutting-edge multilingual instruction-tuned LLM. Released as part of the Kimi-K2 series, this new version delivers significant enhancements in context length, instruction following, and multilingual capabilities. Optimized for chat, reasoning, and long document processing, Kimi-K2-Instruct is a competitive open-source alternative…

Read More
MedGemma-27B-IT multimodal medical AI pipeline

MedGemma-27B-IT: Google’s Best Multimodal Medical AI Model

Introduction The healthcare industry stands at the precipice of a revolutionary transformation, powered by artificial intelligence that can understand and analyze medical data with unprecedented precision. MedGemma-27B-IT represents Google’s most advanced open-source medical AI model, built on the Gemma 3 architecture and specifically trained for medical text and image comprehension. This comprehensive guide explores how…

Read More
ZLUDA running CUDA on AMD GPU

ZLUDA Brings CUDA to AMD and Intel GPUs in 2025 Update

Introduction The GPU computing landscape has long been dominated by NVIDIA’s CUDA ecosystem, creating a significant barrier for developers and researchers who want to leverage AMD’s competitive graphics hardware. Enter ZLUDA, an innovative open-source project that bridges this gap by enabling unmodified CUDA applications to run on AMD GPUs with remarkable performance. ZLUDA is back…

Read More
Gemma 3n running multimodal AI tasks: vision, audio, and text

Gemma 3n: Google’s On‑Device, Multimodal AI Setup Locally

Introduction Google’s Gemma 3n marks a major leap forward in on-device AI, bringing powerful multimodal intelligence, text, images, audio, and video to your phone or tablet with a minimal resource footprint. Designed with privacy and performance in mind, Gemma 3n deploys innovative techniques such as selective parameter activation and Per-Layer Embeddings, enabling full-featured AI without the need for…

Read More
Gemini CLI showing AI-generated code in a terminal window

Gemini CLI: Install & Use Google’s Free AI Agent in Terminal

Introduction Google quietly released a powerful new tool: Gemini CLI, an open-source AI agent that brings the capabilities of its Gemini 2.5 Pro model directly to your terminal. With a 1 million-token context window, free-tier access, and seamless integration with local tools, Gemini CLI is poised to become a key companion for developers, DevOps engineers,…

Read More