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AI news, guides, and comparisons

What new AI models and tools can do, what they cost, how they compare, and how to run them yourself.

An architectural model showing dense streams of small data tokens taking intricate bypass conduits to route entirely around a large, empty central filter gateway.

Aug 24, 2026

The 'Free Claude' Problem: Why Shadow AI Is Your Next Governance Nightmare

Employees are bypassing API costs with free Claude proxies and rogue bots. Here's how to govern shadow AI without killing the speed that makes it valuable.

shadow AImanage shadow AI in the workplaceAI governance

A smooth, opaque spherical module suspended within an intricately detailed, open mechanical chassis representing an AI execution harness.

Aug 24, 2026

What is an AI Harness? The Infrastructure Behind Autonomous Agents Explained

An AI harness is the software around a language model that turns it into an agent. Here's what it does and how open-source servers use it.

what is an ai harnessagent harnessai agent scaffolding

A modular cutaway view of a hardware routing switch directing blank request tokens between an exposed bare-metal compute chassis and a heavy enclosed proprietary block.

Aug 24, 2026

The Hidden Costs of AI Agents: Why You Are Overpaying for Proprietary APIs

Frontier AI APIs carry 5x to 50x markups over raw compute. Here is the real math on self-hosted inference, routing, and when each wins.

cost of running ai agents vs apiai agent api costsself-hosted llm cost