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God of Prompt
I'm tackling AI Hallucinations to ensure ChatGPT's reliability.
โ€ข Improve training data
โ€ข Add verification layers
โ€ข Continuously monitor performance

๐Ÿ”— Click below to read more:
https://t.co/9mSpv8v04D https://t.co/1q30G4i3xE
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Moon Dev
missed it

you missed todays private zoom where we built out quant systems

but thats ok, you can get a replay and a ticket for tomorrow

if there are still tickets here: https://t.co/JbJdIbW2p9

moon
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Dimitry Nakhla | Babylon Capitalยฎ
Sharing some thoughts on $FICO ๐Ÿ‘‡๐Ÿฝ

Photo 1: $FICO now trades 32x NTM earnings estimates. Just four days ago, ahead of its Q1 2026 report, it traded 39x. $FICO is down ~5% in the past 5 days, so most of that multiple contraction (~18%) is due to aggressive growth in earnings.

Photo 2: Since January 2023, $FICO has a total return of 147.50% or a 34.3% CAGR despite the multiple expanding only 11.83% since then. In other words, nearly all of the return over that time period has been driven by strong earnings growth.

Photo 3: Since September 2019, $FICO has a total return of 355.80% or a 26.9% CAGR despite the multiple contracting -5.81% since then. Again, an incredible return in the face of slight multiple compression due to strong earnings growth.

Photo 4: Since September 2024, $FICO is down -24.20% while its multiple was halved, contracting -50.78%. While $FICO dropped during that period, again you see the impact strong earnings growth can have even in the face of severe multiple compression.

๐˜‰๐˜ณ๐˜ช๐˜ฏ๐˜จ๐˜ช๐˜ฏ๐˜จ ๐˜ต๐˜ฉ๐˜ช๐˜ด ๐˜ต๐˜ฐ๐˜จ๐˜ฆ๐˜ต๐˜ฉ๐˜ฆ๐˜ณ, ๐˜ฉ๐˜ฆ๐˜ณ๐˜ฆโ€™๐˜ด ๐˜ข ๐˜ญ๐˜ฐ๐˜ฐ๐˜ด๐˜ฆ ๐˜ฑ๐˜ข๐˜ณ๐˜ข๐˜ฑ๐˜ฉ๐˜ณ๐˜ข๐˜ด๐˜ฆ ๐˜ฐ๐˜ง ๐˜ด๐˜ฆ๐˜ท๐˜ฆ๐˜ณ๐˜ข๐˜ญ ๐˜ช๐˜ฅ๐˜ฆ๐˜ข๐˜ด ๐˜‹๐˜ฆ๐˜ท ๐˜’๐˜ข๐˜ฏ๐˜ต๐˜ฆ๐˜ด๐˜ข๐˜ณ๐˜ช๐˜ข ๐˜ฉ๐˜ข๐˜ด ๐˜ด๐˜ฉ๐˜ข๐˜ณ๐˜ฆ๐˜ฅ ๐˜ข๐˜ค๐˜ณ๐˜ฐ๐˜ด๐˜ด ๐˜ฑ๐˜ฐ๐˜ฅ๐˜ค๐˜ข๐˜ด๐˜ต๐˜ด:

๐Ÿ’ฌ The biggest mistake investors make is focusing on the nominal P/E ratio of a high-quality company today. If you have a business that can grow its free cash flow at 15% or 20% for a decade or two, the โ€˜expensiveโ€™ 30x or 40x multiple you are paying today is actually a significantly lower multiple on the earnings power just a few years out. The market consistently underestimates the duration of growth for these โ€˜toll-bridgeโ€™ monopolies.
___

Today, $FICO trades at a more than reasonable PEG of ~1.41x.

My research also leads me to believe $FICO could have an $ASML moment within the next five years.

Hereโ€™s what I mean by that. Those of us who have been bullish on $ASML for the last several years knew, with a high degree of certainty, that $ASML would eventually see a surge in orders as demand naturally had to increase to support the advancement of AI and chip production at an unprecedented scale.

Yes, it wasnโ€™t linear for $ASML, and for a few years it lagged many semiconductor players. Yet, what happened? In $ASMLโ€™s latest report, Q4 net bookings came in at โ‚ฌ13.13B (+86% YoY) versus estimates of โ‚ฌ6.85B โ€” nearly double. And of course the stock surged +93% in just the past year.

At some point within the next five years, I anticipate that mortgage rates (among other things) will fall meaningfully enough to drive a surge โ€” similar to $ASML net bookings spike โ€” in refinance demand, alongside higher origination volumes from lower rates, all coupled with price increases.

That combination creates a โ€œtwin engineโ€ of higher volumes + higher prices, which could translate into materially higher earnings and free cash flow than what current estimates imply, especially over the long term.

Hereโ€™s the catch: nobody knows when this will happen (similar to $ASML). However, those who are patient may be rewarded.

If you deeply understood $ASML importance and the inevitable, much greater demand for its machines, you were able to hold with confidence.

$FICO rhymes.

Two different โ€œtoll boothsโ€ in two different sectors โ€” yet potentially very similar dynamics.
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Moon Dev
The Casino Strategy: Why Market Makers Profit While Everyone Else Gets Liquidated
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Illiquid
https://t.co/ZXvwFQhPuX

$ACMR to sell 4,801,648 shares of its ACMS shares (1.34% of their stake) so about $100m give or take.

What really excites me here is what this means when you dig into it.

Management informed J.P. Morgan that they would only sell 1-2% of their ACMS stake to fund non-China manufacturing capacity. (from JPM 26 Aug 2025 report)

This will likely be used for USA expansion. It is also important to note that their Oregon facility is 7 (SEVEN) minutes away from Intel's Ronler Acres (their primary R&D and logic fab site). Which ACMR management said is strategically built close to key customers...
- Kerem
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Illiquid
Think we have an idea levered to Lam Research ramp in Malaysia.

$lrcx: We've been talking for a while, I think, about CapEx growing as a result of expanding manufacturing capability. Tim specifically talked about it doubling over the last 4, 5 years. We're ramping globally. And you're right, that Malaysia location is our biggest location as we sit here today...
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Illiquid
Think we have an idea levered to Lam Research ramp in Malaysia. Meeting management next Thursday.

$lrcx: We've been talking for a while, I think, about CapEx growing as a result of expanding manufacturing capability. Tim specifically talked about it doubling over the last 4, 5 years. We're ramping globally. And you're right, that Malaysia location is our biggest location as we sit here today...
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Brady Long
Claude Pro just became the best $20/month I spend.

I use it for workflow automation, trend analysis, and document processing.

Here are 12 Claude prompts that replaced my $400/month research subscriptions: https://t.co/WfqUlDLwx6
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