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Friday, November 13, 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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Is Nebius Fucked?

Nebius’ Q3 beat relied on $325 million of one-off partnership fees as it raised 2027 CapEx to $40–45 billion and may need $6–11 billion of…

NBIS $35B
Daniel Romero 4 clicks

Nvidia’s Future | My Question Marks

Nvidia’s future is framed around alleged China GPU diversion, tighter export controls and supply-chain risk after Jensen Huang’s claimed…

NVDA $4T
P Equity Research 3 clicks

Qualcomm Custom ASICs?

Qualcomm’s Alphawave SerDes, CPU cores and HBC could support custom AI ASICs as hyperscalers build heterogeneous fleets beyond GPUs.

QCOM $190B
Chipstrat 2 clicks

TSOH Weekly Roundup (11/13/2026)

Tripadvisor’s CEO and CFO will depart after weak Q3 results, while Roblox’s CEO discusses AI and Berkshire repurchases $9.6 billion of…

RBLX $37B
TSOH Investment Research 2 clicks

QXO Inc Earnings Update: Q3 2026

QXO's Q3 sales rose 79% to $4.9 billion after TopBuild and Kodiak acquisitions, while acquisition debt lifted interest expense to $163…

QXO $13B
SixSigmaCapital: Navigating the Financial Markets 2 clicks

Cerrado Gold: Research Note

Cerrado Gold will acquire Argentina’s Manantial Espejo mine from Pan American Silver for $20 million and targets a 2027 restart funded by…

PAAS $16B
Atrium Research - Equity Research 1 click

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