AI Concepts Articles
Browse 1363 articles about AI Concepts.
How to Use Ollama to Run AI Models Locally: A Beginner's Setup Guide
Ollama lets you run open-weight models like Gemma 4 and Llama locally on your own hardware. Here's how to get started with local AI inference in minutes.
Open-Weight AI Models Are Catching Up: What It Means for Enterprise Automation
Open-weight models like DeepSeek V4, Gemma 4, and Qwen are closing the gap with frontier models. Here's what that shift means for enterprise AI workflows.
What Is the PIV Loop? The Core Methodology for AI-Assisted Software Development
The PIV loop—Plan, Implement, Validate—is the repeatable process for handling individual coding tickets with AI agents. Here's how to apply it to any project.
Software 1.0 vs 2.0 vs 3.0: How AI Is Rewriting the Rules of Programming
Andre Karpathy's framework explains how AI shifts programming from writing code to prompting models. Here's what Software 3.0 means for builders and developers.
What Is the Verifiability Principle? Why AI Excels at Code and Math but Struggles Elsewhere
AI automates what can be verified, not just what can be specified. Learn why verifiability drives AI capability and what it means for your automation strategy.
What Is DeepSeek V4? Open-Weight AI at Frontier-Level Performance
DeepSeek V4 is an open-source model with a 1M token context window that rivals closed frontier models at a fraction of the cost. Here's what you need to know.
2026 AI Lab Power Rankings: 9-Category Scorecard Puts Google and OpenAI Tied — With One Big Surprise
Google and OpenAI tie at 74/100 on a 9-category framework. Anthropic leads enterprise at 14/15. Google scores only 3/10 on momentum. Full breakdown inside.
The 9 Components Every Production Agent Harness Needs (and What Breaks Without Each One)
From while-loops to lifecycle hooks: the exact nine components that separate a toy agent from a production harness, with failure modes for each.
Agent Harness vs Framework: What's the Difference and Which Do You Need?
Frameworks like LangChain require human assembly. Harnesses ship as working agents. Here's how to choose between them for your AI workflow.
Agent Harnesses Beat Model Upgrades: 5 Benchmarks That Prove the Harness Is Now the Product
GPT-5.5 jumped from 61.5% to 87.2% functionality just by switching harnesses. Here's what the data says about harness vs model choice.
AI Early Cancer Detection: 3 Reasons the Mayo Clinic Pancreatic Model Is a Clinical Breakthrough
Routine scans. Three-year lead time. Back-tested on real patient data. Three reasons Mayo Clinic's pancreatic cancer AI is a genuine clinical milestone.
How Anthropic's Harness Detection Actually Works — and Why It Triggered a $200 Overcharge
Anthropic scans git commit messages for keywords like 'hermes.md' to detect third-party harnesses and switch to API billing. Here's the exact mechanism.
How to Build a Minimal Agent Harness in Python: Step-by-Step with Session Persistence
Build a working agent harness in under an hour using append-only JSON session logs and dynamic system prompt assembly from agents.md files.
Claude's 3 New Creative App MCP Connectors: What Works, What Fails, and What's Actually Useful
Blender, Adobe, and SketchUp MCP connectors are live. SketchUp built an apartment with no doors. Here's an honest breakdown of all three.
Claude's Blender MCP Burned 60% of a $200/Month Plan on One Donut — Real Test Results
Claude's Blender MCP took 2 hours, burned 60% of a Max plan's session tokens, and still had clipping and color artifacts. Here's the honest breakdown.
Claude Code Skills vs Skill Systems: Why Isolated Skills Aren't Enough
Downloading marketplace skills and using them in isolation is the wrong approach. Learn why skill systems—not mega skills—are the right architecture.
DeepSeek V4 Launch: 4 Specs That Make It the Most Disruptive Open-Weight Model of 2026
Open-weight, 1M token context, $1.74/M tokens, near-frontier benchmarks. DeepSeek V4's four headline numbers and what they mean for enterprise AI.
Elon Musk Said 'Grok 5' When Asked About AGI — What xAI's Infrastructure Advantages Actually Support
Musk answered the AGI question with two words: 'Grok 5.' Here's what Tesla GPUs, X data, and Colossus 2 actually give xAI that others don't have.
Elon Musk's First Day on the Stand: 5 Moments That Defined His OpenAI Trial Testimony
Musk refused yes/no questions, forgot his own testimony, and scolded his defense lawyer. A Verge reporter said they'd never felt more sympathy for Altman.
Flat-Fee vs Usage-Based AI Pricing: What OpenAI's 20x Codex Growth Means for Your Budget
Codex grew from 200K to 4M users in 4 months. That's why flat-fee AI subscriptions are dying. Here's what usage-based pricing means for your team.