Live the Dream! Co-founder / Partner: @MoonLabsWeb3 @WhaleTogether @BlackDustSaga
Thailand
Joined October 2009
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Natapol Supmanu retweeted
there are four types of agent loops. most people only know one.
loop engineering is a choice between four structures, each handing off one more job than the last.
every one answers two questions: what starts a run, and what ends it.
hand-run, you answer both yourself, every time.
1) turn-based
→ you prompt, it acts, you review, you prompt again. both jobs stay with you.
use when requirements are still forming.
2) goal-based
→ "/goal hit Lighthouse 90, stop after 5 tries." an evaluator checks, a no sends it back.
use when the outcome is measurable but the path isn't.
3) time-based
→ a clock fires, it runs "check the PR, fix CI," then waits. /loop local, /schedule survives a closed laptop.
use for recurring work.
4) proactive
→ no human present. it watches a channel, spawns triage, fix, and a reviewer, closes the task itself.
use for standing duties you can't predict.
not which one is most advanced.
whether your task is exploratory, measurable, recurring, or standing.
the more you hand off, the less you babysit.
full breakdown in the article below.
Natapol Supmanu retweeted
Here’s a cautionary tale—and one reason so many patients have lost trust in conventional medicine. 🙈 (Read to the end)
👉 Them: “I’m the expert. Lower LDL is always better.”
👉 You (or me): Politely ask a direct question to explore the nuances or the underlying evidence.
👉 Response: A personal attack.
That’s not expertise. It’s defensiveness and a transparent signal that the person’s claim exceeds the depth of their understanding.
👉 Them: The same “experts” complain that patients are turning to “influencers” instead of trusting experts.
🚨The worst part?
There are countless brilliant, thoughtful clinicians who genuinely deserve the public’s trust. They acknowledge uncertainty, engage with evidence, and answer difficult questions with curiosity rather than contempt.
Unfortunately, many of those people aren’t the loudest voices among the self-appointed “experts.”
Instead, trust in the medical profession is undermined by a vocal minority who mistake credentials for arguments and résumé lines for evidence.
Patients lose trust when sincere questions are met with arrogance instead of answers.
Trust me — I’ve been that patient
🔄 Repost to agree
Natapol Supmanu retweeted
Today feels big. My third grader earned another stripe on his BJJ belt and then casually finished the last lesson of his Calc BC course.
This kid, who just over a year ago claimed he hated math, fell in love with the subject when he started @_MathAcademy_. He became thirsty for more and more math. He has been setting his own goals, and they vastly exceeded anything I would have dared set for him.
He finished 6th through 12th grade math in just over a year.
He hates reviews 😂 and loves new lessons. He doesn't like calculations but loves concepts. He takes math notebooks to restaurants so he can toy with proofs while he waits for his food. And he cannot wait for the MA Abstract Algebra course (@ninja_maths, counting on you!)
Natapol Supmanu retweeted
For anyone wondering how a third-grader can complete six years' worth of math in a single year.
This knowledge graph spans 3,000 math topics, from 4th grade to the university level, providing the perfect basis for mastery learning.
Students can go as fast or far as they want! There are no restrictions whatsoever. The only requirement is that they must demonstrate mastery of each topic before moving on to the next.
Kids are capable of incredible things when given that kind of freedom and support.
Today feels big. My third grader earned another stripe on his BJJ belt and then casually finished the last lesson of his Calc BC course.
This kid, who just over a year ago claimed he hated math, fell in love with the subject when he started @_MathAcademy_. He became thirsty for more and more math. He has been setting his own goals, and they vastly exceeded anything I would have dared set for him.
He finished 6th through 12th grade math in just over a year.
He hates reviews 😂 and loves new lessons. He doesn't like calculations but loves concepts. He takes math notebooks to restaurants so he can toy with proofs while he waits for his food. And he cannot wait for the MA Abstract Algebra course (@ninja_maths, counting on you!)
Natapol Supmanu retweeted
🚨 HERE’S WHY BITCOIN IS NONSTOP DUMPING RIGHT NOW
If you still think $BTC trades like a supply-and-demand asset, you MUST read this carefully.
Because that market no longer exists.
What you’re watching right now is not normal price action.
It’s not “weak hands.”
It’s not sentiment.
And it’s definitely not retail selling.
Most people are completely unaware what’s happening.
And by the time it becomes obvious, the damage is already done.
This move didn’t start today.
It’s been building quietly under the surface for months.
And now it’s accelerating.
Here’s the truth:
The moment supply can be synthetically created, scarcity is gone.
And when scarcity is gone, price stops being discovered on-chain and starts being set in derivatives.
That is exactly what happened to Bitcoin.
And it’s the same structural break that already happened to:
→ Gold
→ Silver
→ Oil
→ Equities
Once derivatives took over.
The original Bitcoin thesis is broken.
Bitcoin’s valuation was built on two ideas:
→ A hard cap of 21 million
→ No rehypothecation
That framework died the moment Wall Street layered this on top of the chain:
→ Cash-settled futures
→ Perpetual swaps
→ Options
→ ETFs
→ Prime broker lending
→ Wrapped BTC
→ Total return swaps
From that point forward Bitcoin supply became theoretically INFINITE.
Not on-chain.
But in price discovery, which is what actually matters.
Synthetic Float Ratio (SFR).
The metric that explains everything.
Once synthetic supply overwhelms real supply, price no longer responds to demand.
It responds to positioning, hedging, and liquidation flows.
Wall Street can now trade against Bitcoin.
They’re not guessing direction.
They’re doing what they do in every derivatives-dominated market:
1⃣ Create unlimited paper BTC
2⃣ Short into rallies
3⃣ Force liquidations
4⃣ Cover lower
5⃣ Repeat
This isn’t “betting.”
It’s inventory manufacturing.
One real BTC can now simultaneously back:
→ An ETF share
→ A futures contract
→ A perpetual swap
→ An options delta
→ A broker loan
→ A structured note
All at THE SAME TIME.
That’s six claims on one coin.
That is not a free market.
That is a fractional-reserve price system wearing a Bitcoin mask.
Ignore it if you want, but don’t pretend you weren’t warned.
I’ve been calling Bitcoin tops and bottoms for over a decade now, and I’ll do it again in 2026.
Follow and turn on notifications before it's too late.
Natapol Supmanu retweeted
These are just interesting observations about Japan
Over last 50 years
Fish consumption ⬇️ 32%
Rice consumption ⬇️ 36%
Red meat consumption ⬆️ 387%
Life expectancy increased by 12 years
Natapol Supmanu retweeted
Many protein powders are too high in lead. "We advise against daily use for most protein powders, since many have high levels of heavy metals and none are necessary to hit your protein goals." consumerreports.org/lead/pro…
Natapol Supmanu retweeted
Think that modern password rules are nonsensical?
The National Institute of Standards and Technology (NIST) just updated its password guidelines.
They’re a big shift from the old “complexity = security” mindset.
Here’s what’s changing and why it matters 🧵
1/8
Natapol Supmanu retweeted
OpenAI fired this 23-year-old from their Superalignment team.
But he turned his insider knowledge into a $1.5B fund that's outperforming Wall Street by 700% this year.
He says maybe ~200 people in SF understand what's *actually* happening in AI right now.
Here's his thesis: 🧵
Natapol Supmanu retweeted
Statins Slash GLP-1: (~10-minute Data Digest for @X)
Human trial data published in a major journal show that statins cause insulin resistance and deplete GLP-1 levels in humans. This should have been breaking news...
But no one talked about it. Why don’t doctors know? Why aren’t patients being informed about the risks?
PLEASE really listen to what I’m saying and why I’m upset. It’s more nuanced than scaremongering about medications or economic conspiracy theories.
🔁If you care, share (retweet and tag your favorite, or least favorite, health influencer)
🔗Links to the YouTube video, Substack article, and Instagram posts in first comment.
- @Cell_Metabolism (PMID: 38325336)
Statins Slash GLP-1 Levels - Human Controlled Trial
(🔗 at the end)
1/9) Usually, scientific research excites me. But the paper I just read? It both excited and annoyed me.
It explores how statins – the most profitable drug in history, with annual sales exceeding $20 billion – contribute to insulin resistance, increase diabetes risk, and significantly lower GLP-1 levels in humans.
These findings were published over a year ago – February 6th, 2024 – in @Cell_Metabolism, a highly respected scientific journal.
This should have been headline news. But not a word.
I’ll return to my commentary on the silence around these data. But first, let’s make sure you understand more than most doctors about this overlooked finding.
Natapol Supmanu retweeted
🚨 All documents have been signed for Eberechi Eze to be considered as new Arsenal player.
Deal sealed on player and club side with Crystal Palace.
Done and completed. ❤️🤍🔐
Natapol Supmanu retweeted
Jordan Peterson just sat down with America's most famous doctor.
He revealed mind-blowing facts about health that 99% of people wouldn't know.
It left Jordan speechless—and it’s something your doctor will never mention.
Here are my top 8 takeaways:🧵
