Articles tagged: OpenAI

Pydantic + OpenAI: The Cleanest Way to Get Structured Outputs from LLMs

Learn how to combine Pydantic models with OpenAI's API to reliably extract structured, validated data from LLM responses—eliminating parsi...

Jul 17, 20268 min

What Building Shippy Taught Us About Building Agents

Lessons from developing Shippy, an AI agent for logistics, reveal that modular design, human-in-the-loop validation, and handling real-wor...

Jul 16, 20267 min

Agentic AI vs. Generative AI: The Rise of Autonomous Agents

Generative AI creates content; agentic AI acts on it. This article explores the shift from passive models to autonomous agents that plan,...

Jul 15, 20268 min

Agentic AI vs. Generative AI: Redefining Intelligent Systems

Generative AI creates content, while Agentic AI takes action. This article explores how combining these technologies enables autonomous ag...

Jul 14, 20267 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

Agentic AI vs Generative AI: The Shift from Content Creation to Autonomous Action

Generative AI creates content; Agentic AI acts on it. This article explores how combining GPT models with autonomous agents enables dynami...

Jul 12, 20267 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

From Generative AI to Agentic AI: The Next Frontier in Autonomous Systems

Generative AI creates content; Agentic AI takes action. This article explores how combining large language models with autonomous decision...

Jul 11, 20266 min

Agentic AI vs Generative AI: Understanding the Shift from Creation to Action

Agentic AI represents a paradigm shift from generative models that create content to autonomous agents that perceive, reason, and act. Thi...

Jul 10, 20269 min

Introducing DeepLearning.AI Pro: A New Era for AI Education

DeepLearning.AI Pro is a premium subscription offering hands-on projects, expert mentorship, and advanced resources to accelerate your AI...

Jul 10, 20268 min

From Generative to Agentic AI: The Next Frontier in Autonomous Systems

Explore how Generative AI creates content while Agentic AI acts independently. Learn the key differences, practical examples, and why comb...

Jul 9, 20266 min

Introducing DeepLearning.AI Pro: Your Gateway to Advanced AI Mastery

DeepLearning.AI Pro unlocks premium courses, projects, and expert mentorship for AI professionals. From LLM specialization to MLOps, this...

Jul 8, 20267 min

Remote Agents in Vibe: Powered by Mistral Medium 3.5

Discover how remote agents in Vibe, powered by Mistral Medium 3.5, enable decentralized, autonomous task execution. This article explores...

Jul 7, 20267 min

LLM Wikis Are Over-Engineered

Most LLM wikis add unnecessary complexity with vector databases and APIs. A pure Python compiler can replace them, parsing structured mark...

Jul 7, 20268 min

Introducing DeepLearning.AI Pro: Unlocking Premium AI Education

DeepLearning.AI Pro offers advanced courses, hands-on projects, and expert mentorship for AI practitioners. This subscription elevates lea...

Jul 6, 20266 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

AI coding

Your Coding Agent Bill Doubled. Here’s How to Fix It.

Rising costs from AI coding agents can drain your budget. Learn practical strategies to audit usage, optimize prompts, and switch to cost-...

Jul 3, 20266 min

Introducing OpenWiki: An Open Source Agent for Automated Repository Documentation

OpenWiki is a new open source AI agent that automatically generates, updates, and maintains documentation for code repositories. It integr...

Jul 3, 20267 min

Build and Run Your Own AI Agent in the Cloud

Learn how to build and deploy a custom AI agent on cloud infrastructure. This guide covers architecture, tooling, and practical steps for...

Jul 2, 20267 min

Local models

Hugging Face and Cerebras bring Gemma 4 to real-time voice AI

Hugging Face and Cerebras collaborate to run Gemma 4 models for real-time voice AI on local hardware, enabling low-latency speech processi...

Jul 2, 20267 min

Running Untrusted Agent Code Without a Sandbox

Explore the risks and strategies for executing untrusted AI agent code without sandboxing, including isolation techniques, monitoring, and...

Jul 1, 20266 min

Prompt Engineering Fails Quietly

Prompt regression causes AI outputs to degrade over time without warning. Learn why it happens, how to detect it, and practical strategies...

Jul 1, 20268 min

Introducing Dynamic Subagents in Deep Agents

Dynamic subagents enhance AI agent systems by enabling real-time delegation of specialized tasks. This modular approach improves scalabili...

Jun 30, 20267 min

We Built a Routing Layer to Cut Our AI Costs. It Broke the Product.

A team built a custom AI routing layer to reduce API costs, but it introduced latency, errors, and unpredictable behavior that degraded th...

Jun 30, 20267 min

Tail Control: The Counterintuitive Engineering of Reliable Agentic Workflows

Reliable AI agents often fail due to over-engineering the 'head' (reasoning). Tail control flips this: by constraining the agent's actions...

Jun 29, 20268 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

Prompt Caching with Deep Agents

Prompt caching reduces latency and cost in AI agents by storing and reusing processed prompts. This technique enables faster multi-step re...

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

Vector RAG Isn’t Enough

Standard vector retrieval fails multi-agent systems. Discover how adding a context graph layer enables agents to share structured memory,...

Jun 26, 20268 min

Local models

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

Why I Stopped Using One Agent and Built a Multi-Agent Pipeline Instead

Discover why a single AI agent fell short for complex tasks and how a multi-agent pipeline improved accuracy, reliability, and efficiency...

Jun 24, 20267 min

Anchor Detection for RAG: Parallel Detectors, Then One LLM Call at the End

A technique for efficient RAG that uses lightweight parallel detectors to identify semantic anchors before making a single, targeted LLM c...

Jun 24, 20268 min

The Era of No-Code AI: What You Need to Know

No-code AI platforms empower non-programmers to build intelligent solutions. Discover how drag-and-drop tools, prebuilt models, and automa...

Jun 24, 20268 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

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

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

Tool Calling, Explained: How AI Agents Decide What to Do Next

Discover how AI agents use tool calling to decide their next action. This article breaks down the decision-making process, from function s...

Jun 21, 20269 min

The Evolution of Artificial Intelligence: From Theory to Transformative Research

Explore how AI research has evolved from foundational theories to cutting-edge breakthroughs, including deep learning and reinforcement le...

Jun 20, 20267 min

Mythos Begets Fable: Cursor's Composer 2.5 and the Rise of Agents Building Agents

Exploring how Cursor's Composer 2.5 enables a new paradigm where AI agents recursively create and refine other agents, transforming coding...

Jun 19, 20269 min

Guides

Structured Outputs with LLMs: JSON Mode, Function Calling, and When to Use Each

Learn how to get structured data from large language models using JSON mode and function calling. This guide compares both approaches with...

Jun 19, 20268 min

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

You Probably Don’t Need an Agent Framework

Many developers rush to adopt complex agent frameworks, but often a simple loop with an LLM suffices. This article explains when to skip t...

Jun 18, 20265 min

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

Why Fleet Has Both General Purpose Chat and Specialized Agents

Fleet combines general-purpose chat with specialized AI agents to balance broad assistance and domain-specific expertise, enhancing user p...

Jun 17, 20267 min