Models4 min read
Gemini 3.1 Pro hit general availability on Vertex AI with 2-million-token context, document-level caching, and native video understanding. The context number is the marketing. Document caching is the actual builder feature. Here's how to think about it.
Research4 min read
A Nature Communications paper showed reasoning models can autonomously plan and execute persuasive multi-turn jailbreaks at a 97.14% success rate against widely-deployed LLMs. The implications are uncomfortable but not the ones the headline suggests.
Safety4 min read
Anthropic and OpenAI ran simultaneous alignment evaluations against each other's models earlier in 2026 — a first for the industry. Four areas tested: instruction hierarchy, jailbreaking resistance, hallucination prevention, scheming behavior. The findings deserve attention. So does the precedent.
Industry4 min read
Three things landed in April: Google's 8th-generation TPU, Anthropic's financial-services agent platform, the broad 'agentic-era' rebranding across major labs. None of these were product launches. They were infrastructure positioning. The shape of how you'll build in 2027 is being set now.
Products5 min read
Google shipped the 8th-generation TPU and the Gemini Enterprise Agent Platform in the same month. The chip is the obvious announcement. The agent platform is where the strategic move is. Here's what Google is actually building and what it competes with.