Anthropic added `ant apply` to create and update resources from repository files.

Agent resources now fit repo workflows: describe them in files, approve a printed plan, and keep CI pointed at the same resources.

This moves agents, environments, skills, memory stores, and deployments into file-backed change control for builders using the `ant` CLI.

• What are AI agents?
  Agents versus chatbots versus automations, the five parts of a working agent, and the failure modes nobody warns you about.
• What is an intelligence layer?
  The standing context a company runs on: what goes in it, how it differs from prompts and RAG, and how to keep it from going stale.
• What is AI operations?
  The discipline of running a business on AI, how it differs from AIOps, and what an operations layer actually does.

Nova3 AI builds this kind of system for businesses on the Emerald Coast.

• Sep 05, 2026OpenAI removed model catalog copy naming GPT-5.6 Sol, Terra, and Luna.
• Sep 05, 2026Anthropic removed its Claude compare models table from the model card page
• Sep 05, 2026Google pricing page removed a visible Gemini API navigation and pricing snapshot.

This is the world we build in. It moves this fast. We move with it. Nova3 AI turns frontier shifts like this into running operations for businesses on the Emerald Coast.