We're heading towards AGI fast - likely within the next 1-2 years.

The last seven days (since my previous email) have shown that the "length of tasks AI can do is doubling every 7 months."

This Moore's Law of Agentic Labor is proving much stickier than AI skeptics thought.

You can see the proof in the most important chart in AI:

(source: METR research lab)

The straight line indicates an exponential trend - AI's ability to perform longer and longer tasks improves exponentially.

If this persists for a bit longer, we will soon be able to "prompt" a human life's equivalent of labor into existence.

Billions of times per day!

I truly believe that few problems humanity currently faces will remain out of reach. Despite the negativity bias in the media, these charts indicate that longevity, abundance, and prosperity are the most likely outcomes for our species.

We will get much closer to those goals within our lifetime.

This second chart shows a more practical implication that vibe coders like you and me can use to make more money:

MAXIMIZE your use of AI agents to develop real-world, valuable software applications. Claude Opus 4.5 already seems close to AGI - and it's better than 99% of so-called "real" devs.

Additionally, Google's new Flash model was released last week (you can already use it in Gemini). It offers the best cost-to-performance ratio in the industry, even outperforming major models in Blackjack and other practical benchmarks as we have learned last week:

These are just some of the major developments from the past week - stay tuned because AI doesn't take Christmas breaks! 

⚡ Action step: Try the new Gemini Flash model. Believe me, it's addictive.

Be on the right side of change!