Industry Analysis
AI news, trend insights and model benchmarks
How to Verify Opus 5.2 Rumors: Do Not Treat Routing, Trivia, or RSI Claims as Release Evidence
Is Opus 5.2 available? Learn to distinguish routing changes from a formal Claude model release with model IDs, fixed evaluations, cost records, and rollback criteria.

OpenAI’s Navier–Stokes Proof: Why a Formal Proof Is Not Yet a Settled Millennium Problem
A source-based guide to OpenAI’s claimed Navier–Stokes result: what the construction says, what a 10,000-agent workflow contributed, what Lean can check, and why review still matters.

DeepSeek V4.1 Flash Is Live: 6 Checks to Make Before V4 Pro Auto-Migrates
DeepSeek V4.1 Flash migration guide: understand CED, CSA2, KV Cache, native vision, and DeepSeek Harness, then validate API behavior, cost, and fallback plans before DeepSeek V4 Pro traffic is automatically routed.

GPT-6 Astra Is Here: Computer Use Is Only the Beginning
A practical guide to GPT-6 Astra: its 1.05M-token context, pricing, computer use, ARC-AGI-3 results, cybersecurity capability, judgment, and Code0 integration.

Fable 5.1 Is Live: Prices Stayed Flat, So How Can Agent Costs Fall by 45%?
Claude Fable 5.1 cuts cache-read pricing by 75%. See when agent costs may fall by 45%, plus Code0 pricing and the key API migration changes.

Claude gets a hardware interface with MHS
Anthropic's Model Hardware Standard gives Claude a common, safety-aware interface for lab equipment. Here is what MHS does, where it worked, and how to prepare.