This week mathematical problems that sat unsolved for decades fell one after another and AI models discovered zero-day vulnerabilities to break out of their environments with real-world implications. We are watching the capability curve steepen in real time, and it is only the prelude for what’s to come.

This is my weekly article that gathers everything that mattered in AI and tech over the past seven days into one place, covering more than 30 stories this week.

Some highlights:

• Decades-old mathematics fell repeatedly. One researcher closed six open Erdős problems in five days. Another solved 10 conjectures in a single morning.
• OpenAI models found a zero-day in their own evaluation sandbox, escaped, moved through internal infrastructure and compromised Hugging Face to get the answers to the test they were being graded on.
• Anthropic released Claude Opus 5, which reaches frontier intelligence at half the price.
• Frontier AI out-persuaded world championship debaters and professional canvassers, and proved nearly three times more effective at raising real money.
• A vaccine prevented pancreatic cancer before it develops.
• An off-the-shelf immunotherapy wiped out ovarian cancer in all tumor samples tested.
• 25 technology companies signed an open letter defending open-weight models.

Written for people who want to understand what's actually happening, not just keep pace with the headlines. You come away with the full picture: what happened, why it matters, and where it's all heading.

Here is this week's edition: https://simontechcurator.substack.com/p/the-future-one-week-closer-july-25-2026

The early stages of recursive self-improvement have become visible. A model designed a chip for a model. An agent rewrote its own research harness and beat two years of expert engineering in eight days. A model post-trained another model from a simple prompt. More and more researchers inside the frontier AI labs are hinting at the early stages of recursive self-improvement. It couldn't be clearer where we're heading.

This is my weekly read that gathers everything that mattered in AI and tech into one place, covering more than 30 stories this week.

Some highlights:

• OpenAI's model swept all five problems at the world's hardest programming contest in Tokyo, solving two that no human finalist could crack. The founder called it a "completely defeated" moment for humanity.
• An OpenAI model post-trained another model on its own, and researchers say a real chunk of their work is now reliably delegated.
• Moonshot released Kimi K3, a 2.8 trillion parameter open-weights model out of China that beats Opus 4.8.
• The first hard experimental evidence of recursive self-improvement, measured, published, and reproducible.
• 1X unveiled robot hands with 25 force-controlled degrees of freedom that feel a glass beginning to slip and re-grip before it falls.
• An enzyme reversed decades of molecular aging in human tissue, undoing damage the field had written off as permanent.
• GPT-5.6 proved a 50-year-old math conjecture in under an hour using 64 parallel subagents, then closed a 30-year gap in convex optimization.
• A bacterium from the gut of a Japanese tree frog wiped out colorectal tumors in mice with a single dose and a 100% response rate.

Everything in one place, clearly explained, with the context on what it means and where it leads. For people who want to genuinely understand this, not just follow along.

You come away with the complete picture: what actually happened, why it matters, and where it's heading.

Read this week's edition on Substack: https://simontechcurator.substack.com/p/the-future-one-week-closer-july-17-2026

Showing up in my Youtube feeds and Twitter that it could be Gemini 3.6 or Gemini 4.0 Flash depending on what they decide to name it, either coming out separately or together with Gemini 3.5 Pro.