Picture two doctors. You describe your symptoms to the first; she glances up for half a second and says, “You’re fine.” You describe the same symptoms to the second; he leans back, frowns, studies your chart for a full minute, then says “You’re fine.”

I thought this was settled knowledge by now — how to apply for jobs using AI, how to bend the power of these tools toward actually finding work instead of drowning in it. There are blogs. There are videos. There are people who’ve built entire personalities around it.

Most people are still asking:

Every large language model on earth shares the same gorgeous, infuriating flaw: it is a genius with no memory. Brilliant and amnesiac in exactly equal measure.

Anthropic shipped Claude Opus 4.8 and raised $65 billion at a $965 billion valuation on the same day — putting it ahead of OpenAI by valuation for the first time. A new coding benchmark called DeepSWE showed GPT-5.5 is 16 points ahead of Claude Opus on real long-horizon engineering tasks — a gap that doesn't show up in any of the benchmarks you've been …

Anthropic filed its S-1 on June 1 at a $965B valuation — beating OpenAI to the SEC. Microsoft launched 7 in-house MAI models at Build 2026 and said it wants to be a top-4 AI lab. Meta deployed Business Agent globally — WhatsApp, Instagram, and Messenger are now autonomous sales platforms for 1M+ businesses.

Welcome to this week's AI round-up! In this edition, we cover the widening AI adoption gap between large and small European businesses, new research on when AI actually generates productivity, three policy briefs on model memory, agent regulation, and hardware disclosure, and three startups closing rounds across compliance automation, regulated finance,…

Gradient Updates shares more opinionated or informal takes on big questions in AI progress. These posts solely represent the views of the authors, and do not necessarily reflect the views of Epoch AI as a whole. The estimates of frontier developer compute discussed below are more tentative than our standard

GPT “Dreaming” is OpenAI’s new memory system that helps ChatGPT remember useful context across many conversations. Instead of only saving obvious notes, it can summarize patterns from your past chats so future responses feel more personalized, current, and relevant.

Most people use Perplexity AI only to ask simple questions. But in 2026, Perplexity has become much more than a search tool. It is now like a research assistant, AI tutor, browser helper, and productivity partner in one place.

Peter W Singer — June 9, 2026

I keep seeing the same problem with AI learning.

1. The next bottleneck

In the early days, when this monthly digest was evolving from an anarchic googlegroup, we never expected we would have a big audience. We just wanted to serve as a funnel for the emergent community of AI evaluation, and, in the process, keep up with the field and have fun. Despite reaching 2,000 subscribers last week, it is likely that our proportional …

Welcome back to The Capital Splash, where we break down the signals founders should actually pay attention to across venture and fundraising🚀

The Failure Nobody Caught

Thinking Machines Lab has introduced a new research preview called interaction models.

The Automation Framework You Built No Longer Works

“Did you see the game?!”

Welcome to Issue 5 of the China AI Bulletin, the latest on AI governance, development, and safety in China. Today’s highlights: Xi Jinping mentioned technological loss of control in a newly published speech, SAMR and NDRC open a new AI metrology track to support evals, MiniMax ships M3 as its first major flagship this year, and Shanghai AI Lab releases …

Most “learn AI” repos are fancy link lists, but I found this one is different.

When a company ships a new product, it gives it one name. One box, one label, one thing you can buy. Anthropic’s latest gives you two names for the same underlying model, and that decision, more than any benchmark, is the story worth understanding.

Happy Monday. It’s about 9 am, your coffee’s hot, and your brain hasn’t been hijacked by Slack yet. This is the most valuable 30 minutes of your week, so let’s not waste it answering emails. Let’s set up the machine that’ll answer them for you.

Agentic AI in 2026 is not just “prompt engineering.” It is the engineering discipline of building AI systems that can reason over a goal, call tools, retrieve context, coordinate workflows, recover from failures, involve humans when needed, and produce auditable outcomes

Pinning this one to the top of the publication. The Claude archive here has grown past fourteen pieces and there is no clean way for anyone new to find their footing in it. Older readers keep asking what they have missed. New ones ask where to even start.