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GPT-6 Astra is here!
It might be a more epoch-making upgrade than GPT-4 → GPT-5. Because OpenAI is trying to push AI from being a "model that can answer questions" to an "intelligent agent capable of independently completing complex real-world tasks."
A crucial step toward becoming a truly capable Agent!
I think we can simply understand the past few generations of AI as:
GPT-3: Can write
↓
GPT-4: Can understand and reason
↓
GPT-5.x: Can deeply think + use tools
↓
GPT-6 Astra: Starts truly "working + autonomous research."
So, I believe the biggest highlights and milestones of GPT-6 are these:
① ARC-AGI-3 7.8% → 99.9%: A huge leap in abstract reasoning ability for unknown tasks.
② AI begins to participate in producing real new mathematical results: moving from "knowledge consumer" to "knowledge producer."
③ Computer Use + Agent capabilities mature: moving from "answering your questions" to "completing work for you."
Assumption:
Xiao Ming has been investing continuously from January 2026 to the end of July 2026, for 7 months in a row. What is the final winning rate expressed as 10 to the power of a negative number?
Damn it, I can't figure it out!
Who on earth came up with such a question that is so detrimental to unity?
🚨The US debt continues to expand, so what exactly should ordinary investors be afraid of?
High interest rates are not a one-time shock for highly indebted countries; they compound.
Suppose a government owes 100 units of currency, with an average financing cost of 2%, so the annual interest is 2 units. Now, as old debt matures and is refinanced at 4%, the interest becomes 4 units.
What about the extra 2 units?
The government can raise taxes, cut spending, or continue borrowing.
In reality, the usual choice is the third: debt increases → interest increases → fiscal deficit increases → bond issuance increases → the market demands higher term premiums → interest continues to rise.
This process is already visible in the US, and it’s the biggest headache for the Treasury and the Federal Reserve:
The larger the debt, the more policy options seem available, but in fact, the fewer viable paths there are.
So the so-called fiscal policy ultimately results in two outcomes: either US domestic residents bear the debt cost, or global holders of dollars or dollar assets share the burden.
Anyway, expecting the government to voluntarily tighten its belt is probably harder than expecting ordinary people to hold Bitcoin long-term!
Therefore, current investments should be considered based on three principles:
1️⃣ Hold long-term fixed income assets cautiously, favoring short-term over long-term debt. If the risk compensation isn’t high enough, I’m personally not very interested.
2️⃣ Continue allocating to gold, Bitcoin, and high-quality stocks with pricing power, which align with long-term logic.
3️⃣ What I personally consider most important: use low leverage.
In an era of high fiscal leverage, ordinary people are especially tempted to increase leverage too. Many thought this way during Japan’s real estate bubble, before the 2008 US housing crisis, and even more so in 2021 when crypto investors borrowed stablecoins to increase positions.
As the government becomes bolder in leveraging, individuals should become more cautious about leverage.
In short:
Over the next decade, you only need to ensure you hold some gold, bitcoin:native, and high-quality productive assets long-term, while controlling leverage and avoiding excessive exposure to long-term nominal debt claims. I think that’s enough.
The rest, let them keep printing slowly!
