Kaustubh Sule
@kaustubh
Investment Manager, Amateur writer, fitness enthusiast
Kaustubh Sule
@kaustubh
Investment Manager, Amateur writer, fitness enthusiast
While many focus on our rising interest costs to service our rising debt amounts I dont much care. We pay our interest to our citizens. Our existing debt service costs are mostly just a small symptom of the theft. The big thing to worry about is our primary deficit. That has grown far faster than our interest cost. Each year our primary deficit lay
... See more.economics
Right now, there are two important policy changes that have come out in 2025. The first is DOGE aimed at eliminating waste, fraud and abuse in the government. The second is tariffs aimed at making global trade more fair
Which matters more?
The chart today looks at each in terms of their size relative to the GDP of the US. The scales are different to
... See more.economics
What generalists are
Generalists are usually curious people who like to hop around from domain to domain. They enjoy figuring things out, especially in areas that are uncertain or new. They’re good at solving problems that domain experts struggle with, because they’re able to bring bits of knowledge from diverse fields together.
As Nat notes, because
... See more.modelthinking
He reframes what it means to be a generalist—not just someone with shallow knowledge across multiple domains, but a curious, adaptable problem-solver who thrives in environments where rules are unclear and patterns aren't obvious. In an allocation economy, the winners won't be those who know all the answers, but those who know which questions to as
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#4—Prompting is a finicky art, but a worthy investment While it would be great if the three techniques I’ve shared so far immediately transform your prompts, there's a decent chance they will fall flat for your use case. My guess is that they will even become irrelevant as models become smarter and more cost-effective over time. My point in sharing
... See more#3—Be methodical about the examples you provide The staple of any few-shot prompt is its examples. I had strict screening criteria for the examples that were added to my contrarian, punchy, tweet Spiral. The only tweets that were allowed were those that: did not exceed the single-tweet word count (i.e., were not a thread or long post) had over 100,
... See more#2—Show-based telling > tell-based telling Showing your LLM examples of what it is you’re trying to create is the principle of showing vs. telling—a key tenet of storytelling the world over (and something Geroge Lucas certainly understood). But I’ve found that showing is also an excellent way to approach any telling that you need to do. In accor
... See more#1—Less is often more when it comes to instructions For whatever reason, the presence of certain words can skew LLMs into unexpected behaviors. Additional instructions will often go ignored until you remove the offending words or instructions. Recent research shows that a less-is-more approach seems to work for LLMs on a pretty profound level. For
... See moreThis resonates with Jeff BEzos philosophy that ultimate form of alignment is no communication. this creates autonomy and independence
Overcoming few-shot friction There is one problem I’ve noticed with example-based prompting: Most creators and businesses aren’t using it. I think this is because you have to overcome three major inconveniences before you start to take advantage of few-shot prompting on a consistent basis: Upfront effort: A few-shot prompt is only as good as the ex
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