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Wednesday, November 4, 2026

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@convequity 1 click

Convequity on X

AI swarms could make network security more important. Anthropic's October 12 research ran an AI model across 15 cheap Android TV boxes at 0.39 tokens per second. The small models still couldn't reliably complete the full replication cycle. I think we're still early. Inference on this hardware is painfully slow. But the idea is interesting because human-level intelligence isn't necessary for something to reproduce and spread. Think of insects: limited individual intelligence, yet populations can spread widely. An AI worm could carry its model with it, adapt to unfamiliar devices and use compromised hardware to run the next copy. A model too large for one device could be split across several. Better processors and more memory in future cameras, TV boxes and other connected devices would make more local inference possible, wherever attackers can gain access. That creates a security problem beyond installing software on individual devices. You're not going to put an endpoint security agent on every camera or TV box. You need to identify those devices through the network, restrict what they can communicate with and isolate them when compromised. A perimeter firewall alone cannot inspect traffic that never passes through it. I think $FTNT could benefit here. Its agentless device discovery and network segmentation fit this problem, especially across distributed sites. More capable AI on unmanaged devices could increase demand for those controls. The opportunity also extends to networking vendors that integrate security into switches and wireless access points, where they can control how devices connect and communicate.
@stockgutter 1 click

SG on X

I am a skeptic of the current quantum companies but cannot ignore that $IONQ just doubled its cash hoard from $2B to $4B, selling shares/prefunded warrants at $40 (above market) covered 2:1 by warrants with a strike at $69.46. Not a bad move imo. While I agree with critics that the warrants are a bit oppressive, shitcos will have to pay up one way or another to raise $$ in size. There are worse structures. No position in IonQ rn, but considering selling long-dated calls in the 2x inverse ETF $IONZ - I think the underlying will participate strongly in any junk bounce towards year end.
@aleabitoreddit 2 clicks

Serenity on X

Clearly a macro related drop after CPI numbers came out today and further US rate hike anticipation. Since $KOSPI, $SPY, and Nikkei ended up plummeting. There's too many potential second/third order effects that's hard to map due if $CRWV goes down or frontier labs struggle (given contractual obligations). Rate hikes understandably amplifies a lot of those fears. But I do think everything getting sold off together presents opportunities. If $LITE has take/pay contracts + sold out until 2029 for lasers and is being financed by hyperscalers for 2031 demand. The demand visibility + financing (with counterparties like $MSFT or $AMZN) are too solid that I wouldn't bunch companies in the optical sector together (that already have cash on hand via ATMs or private placement). With a neocloud that requires billions in future toxic financing in high rate environments. I think markets will eventually distinguish nuances from actual profitability, financing, and long term demand sustainability rather than just treating everything as one "bubble".

Investor Letters

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New Ideas From The Road

Aurelion Research increased healthcare exposure and sees opportunities in banking and defense, alongside research on Alcoa, Nike, ONON and…

AA $10BNKE $60B
Aurelion Research 4 clicks

Oracle: The Party Is Almost Over

Oracle’s CDS spreads exceed 320 basis points as debt approaches $135 billion and fiscal 2027 capex targets $95 billion, amid heavy reliance…

ORCL $363B
David Desjardins 1 click

Site Centers (NYSE:SITC)

Site Centers' $3 per-share return-of-capital distribution and December delisting leave a discounted liquidation stub, with two properties…

CURB $3.6B
Real Assets, Real Value 5 clicks

Coupang: 3Q26 Business Recap

Coupang’s product-commerce growth rose 9% as data-leak effects fade, while management expects margins to return to pre-incident levels by…

CPNG $27B
Speedwell Memos 3 clicks

update on Gartner

Gartner’s growth has stalled after federal contract losses and cautious commercial spending, raising questions about its competitive…

IT $13B
scuttleblurb 1 click

Recycle Bin

Used aircraft engines can be repurposed as gas turbines, easing data center power constraints while tightening aviation supply.

EQT $33BRRC $12B
Doomberg 8 clicks
AMRZ · long

Amrize

Amrize (AMRZ) produces aggregates, cement and roofing materials across the US and Canada.

AMRZ $22B
Value Investors Club 3 clicks

TWLO Q3 FY12/26 Earnings Review

Twilio's Q3 revenue rose 20% to $1.56 billion, but Q4 organic growth guidance fell to 11% to 12% and RPO declined 28%.

TWLO $33B
Cestrian Capital Research 3 clicks

Stevanato down 30%. Yikes.

Stevanato fell 30% after forecasting low-single-digit 2027 growth as lower Nexa syringe volumes from a GLP-1 customer offset solid Q3…

STVN $3.6B
Best Anchor Stocks 3 clicks

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