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Wednesday, November 11, 2026

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@convequity

Convequity on X

I'm surprised $AMZN leadership ever judged performance on token usage. It's a primitive metric. Tokens tell you what the AI cost. They say nothing about what it delivered. The measure that matters is ROI: outcomes against tokens, set for each function. Developers: DORA metrics against tokens. Deployment frequency, lead time, change failure rate and recovery time. Sales and marketing: pipeline and closed deals against tokens. Project teams: revenue earned or costs cut against tokens. IT: network and system performance against tokens. Uptime, latency and incidents. Faros, LinearB, DX and Jellyfish already set token spend against engineering output. I haven't seen anyone do it across the whole business in a way a CFO would trust. Whoever builds that can sell to every company with a rising AI bill.
@convequity 1 click

Convequity on X

Strange short report on Cerebras $CBRS. Wafer-scale power and thermal constraints are longstanding engineering challenges. They can force compromises on clock speed versus a smaller die. That doesn't mean unacceptable overall performance. CS-4 is getting more out of WSE-3T, with the same core count and SRAM capacity as WSE-3, through higher clocks and improved I/O. Cerebras attributes the higher clocks to better power delivery. My read is that earlier systems left performance on the table to stay within power and thermal limits. Directionally, Cerebras looks to be working through those constraints better than I expected. Higher clocks alone don't answer the lifespan allegation. I’d still want to know how representative those failures are of current systems. I also give weight to Oracle, OpenAI and AWS choosing to work with Cerebras.
@BrokenMoats

Broken Moats on X

$now bill is always selling and some people on here seem confused why the stock is down when they look at the numbers he directs you to. Wash away all of his puffery and the underlying business deteriorated - gross profit came in at 10%+ yoy (which I believe is the lowest ever) for the quarter. You can call anything revenue but it's ultimately about the gross profit dollars you bring in + the efficiency of your expense management, which if you look saw increases across the board with profit materially weakening. You can argue intangibles on the COGS but then you need to adjust the light crpo further to exclude all the inorganic revenue helping out in there (which the co did not strip out).....the street is not fooled, these were not great numbers. And swapping revenue to juice AI in a press release while total sales stays on trend is not going to work anymore, as one analyst put it best to Bill "I wanted to just zoom out a little bit and just talk about the momentum you're seeing on the AI ACV side. Gina as you noted, you've raised the guidance twice now to $1.7 billion in revenue. At the same time, if we look at just the broad story of cRPO, we could call it stable, maybe on an organic basis, modestly decelerating, but sort of generally stable. So my high-level question, Bill, is just when do you think the AI momentum will start to translate to overall top line acceleration, cRPO acceleration?" There are very different expectations when a stock doubles in a quarter in-between reporting results.....

Investor Letters

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Airbnb 3Q26: Business Update

Airbnb’s 3Q26 revenue rose 19% to $4.9 billion as nights and seats grew 16%, with app bookings up 29% and Reserve Now Pay Later adding…

ABNB $111B
Speedwell Memos 2 clicks

Research update

S&P Global research will assess Platts, Kensho and ratings growth; Benefit Systems’ 72% YTD rally changed its valuation, while Netflix and…

SPGI $136BICE $96B
Global Outperformers 3 clicks

Monte Investments Market Brief Vol. CXXXV

Quanta Services’ backlog rose 63% year over year to $64 billion as shares fell 30%, while AI power and data-center construction demand…

PWR $77B
Monte Independent Investment Research 2 clicks

No title

SpaceX’s $24 billion Starbase power plant, Microsoft’s Oracle capacity cuts, Riot’s $72 billion AI lease and Quanta’s sell-off frame…

PWR $77BORCL $363B
Monte Independent Investment Research 3 clicks

Insider activity October 2026

Asian insider buying reached $2.9 billion in October, the highest since 2018, with South Korea and Thailand leading.

BKRKY $23B
Asian Century Stocks 2 clicks

Quick Value #337 - Dana Inc (DAN)

Dana is combining with Eaton’s Mobility unit via a 1Q27 Reverse Morris Trust after selling a division, delevering and accelerating buybacks.

ETN $141B
Value Don't Lie 3 clicks

Roblox: Capture This Moment

Roblox’s Q3 FY26 DAUs fell year over year for the first time, while bookings declined 12% to $1.7 billion.

RBLX $35B
TSOH Investment Research 2 clicks

DoorDash and Google

DoorDash and Google.

DASH $79B
Stratechery by Ben Thompson – On the business, strategy, and impact of technology. 8 clicks

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