Articles tagged: Llama

Gemma 4 Fine-tuning Guide | Unsloth Documentation

The official Unsloth guide for fine-tuning Gemma 4 focuses on local model training. It details how to adapt Google's open-weights models u...

Aug 8, 202612 min

Deploy Local Agents Everywhere with LFM2.5-2.6B

Discover how LFM2.5-2.6B enables lightweight, privacy-preserving AI agents on edge devices. This compact model delivers strong reasoning a...

Aug 5, 202611 min

GPU Management: Why Idle GPUs Are the New Grounded Aircraft

In local AI deployments, idle GPUs mirror grounded aircraft: they consume capital, occupy space, and depreciate without yielding returns....

Jul 31, 202611 min

NVIDIA Cosmos-H-Dreams: Bringing Real-Time Generative Simulation to Surgical Robotics

NVIDIA's Cosmos-H-Dreams enables real-time generative simulation for surgical robotics, allowing local models to train on synthetic, high-...

Jul 29, 20266 min

The State of Simulation for Physical AI: An Overview

Simulation is transforming physical AI by enabling safe, scalable training for robots and autonomous systems. Local models bring real-time...

Jul 22, 20267 min

How I’m Making Sure My Analytics Career Doesn’t Get Eaten by AI

AI is transforming analytics, but instead of fearing it, I leverage it as a co-pilot. By focusing on strategic thinking, data storytelling...

Jul 21, 20268 min

Context Engineering Isn’t Enough

This article explores a novel loop engineering experiment where context management occurs entirely outside the LLM, revealing critical ins...

Jul 18, 20268 min

Where Does an AI’s Personality Actually Come From?

AI personalities are not magic; they emerge from training data, fine-tuning, and system prompts. This article explores the technical origi...

Jul 13, 20268 min

That Is Embarrassing: Why Frontier AI Still Makes Things Up, and What to Do About It

Frontier AI models continue to generate plausible-sounding but false information, a persistent flaw known as hallucination. This article e...

Jul 12, 20267 min

AI Agents Explained: What Is a ReAct Loop and How Does It Work?

The ReAct loop combines reasoning and acting to enable AI agents to solve complex tasks iteratively. By alternating between thought, actio...

Jul 4, 20268 min

Mistral OCR 4 Self-Hosting: What Mistral Confirms

What Mistral confirms about self-hosting OCR 4, keeping document data in your environment, deployment options, pricing and practical limit...

Jun 29, 20268 min

Mistral OCR 4 API vs Document AI: Choosing an Integration

Compare Mistral OCR 4 extraction, Document AI parameters, announced pricing, self-hosting context and documented limits for document workf...

Jun 28, 20266 min

Why the Best Agents Are Simpler Than You Think

Discover why top-performing AI agents rely on minimalistic design, clear prompts, and smart tool use instead of complex architectures. Sim...

Jun 27, 20267 min

From Local LLM to Tool-Using Agent

Learn how to transform a local large language model into a powerful agent by integrating external tools like web search, APIs, and code ex...

Jun 26, 20268 min

Run a vLLM Server on HF Jobs in One Command

Learn how to launch a vLLM inference server on Hugging Face Jobs with a single command. This guide covers setup, configuration, and practi...

Jun 26, 20266 min

An LLM as Arbiter in RAG Retrieval: Picking the Right Candidate with Reasons

Explore how to use an LLM as an intelligent arbiter to select the best document from RAG retrieval candidates, enhancing accuracy with con...

Jun 26, 20268 min

3 Agents. 3 LLMs. 1 Aging GPU: Engineering Parallel Inference on Bare Metal

Learn how to run three AI agents with separate LLMs simultaneously on a single outdated GPU. This article covers bare-metal parallel infer...

Jun 25, 20267 min

How To Give Your Agent Memory

Learn how to equip AI agents with memory using vector databases, conversation history, and structured storage. Practical techniques for pe...

Jun 25, 20267 min

Build Real Agentic Apps Using CUGA: Two Dozen Working Examples on a Lightweight Harness

Discover how CUGA, a lightweight harness, powers two dozen practical agentic applications. Learn to build autonomous AI agents with code e...

Jun 23, 20269 min

We Got Local Models to Triage the OpenClaw Repo for FREE!*

Discover how we used local AI models to automate issue triage on the OpenClaw repository at zero cost, enhancing efficiency and reducing m...

Jun 23, 20266 min

Shipping huggingface_hub every week with AI, open tools, and a human in the loop

Discover how the huggingface_hub library is released weekly using AI for code review and open tools for automation, while keeping a human...

Jun 23, 20267 min

AI research

The Frontier of Artificial Intelligence: Unraveling the Mysteries of AI Research

AI research is advancing rapidly, exploring machine learning, neural networks, and ethics. This article delves into current breakthroughs,...

Jun 22, 20267 min

AI research

Is it agentic enough? Benchmarking open models on your own tooling

Learn how to evaluate open-source AI agents for autonomy and task completion using custom benchmarks. A practical guide for researchers an...

Jun 18, 20269 min

AI research

The Frontiers of Artificial Intelligence: Current Trends in AI Research

AI research is rapidly evolving, focusing on areas like generative models, reinforcement learning, and ethical frameworks. These advances...

Jun 18, 20268 min

Agentic Resource Discovery: Let Agents Search

Agentic Resource Discovery empowers AI agents to autonomously search, evaluate, and retrieve resources like APIs, datasets, or tools. This...

Jun 18, 20267 min

Guides

Drilling Into AI’s Financial Sustainability

Explore the hidden costs of AI development and deployment, from hardware to energy. Learn practical strategies for budgeting, optimizing m...

Jun 17, 20266 min

LLM Fallbacks Break Agent Pipelines

When LLM calls fail, agent pipelines silently break. This article introduces a recovery layer that catches fallbacks, retries intelligentl...

Jun 16, 20268 min

Run a Local LLM with OpenClaw on Your Mac Mini

Learn how to install and run OpenClaw on a Mac Mini for private, offline AI inference. Step-by-step guide covers setup, model loading, and...

Jun 16, 20266 min

Guides

DeepSeek Sharpens Its Reasoning: DeepSeek-R1, an Affordable Rival to OpenAI’s o1

DeepSeek-R1 brings advanced reasoning capabilities at a fraction of the cost of OpenAI’s o1. Learn how this open-source model matches o1 i...

Jun 15, 20266 min

GPU Time-Slicing for Concurrent LLM Agents on Kubernetes

Learn how GPU time-slicing enables concurrent LLM agents on Kubernetes, maximizing GPU utilization and reducing costs. This article covers...

Jun 14, 20266 min

Guides

Why Decade-Old Residual Connections Still Power All of AI (And Why That’s a Problem)

Residual connections, introduced in 2015, underpin virtually every modern AI model from transformers to diffusion networks. This article e...

Jun 12, 20269 min