Kevin Simback 🍷
7K posts

Kevin Simback 🍷
@KSimback
COO @delphi_labs - building + investing in AI and crypto. Ex @IBM, @McKinsey, @CarnegieMellon, reformed CFA


Very interesting statement today: $MU CEO predicts a multi-decade memory demand cycle driven by humanoid robots. "Humanoid robots, he says, will require roughly ten times more memory than today’s Level 2+ autonomous vehicles." "And that demand wave is set to begin before the decade is out." Something as well as was "Over time, we expect the value of on-device AI combined with pent-up unit replacement demand to drive memory demand growth" Which is also another trend (Apple Intelligence is currently dog, but I'm sure we'll see innovations with localized/edge AI). Feels like all the industry leaders from $TSM Chairman, $TSLA Elon Musk, to $MU CEO see humanoids as the next major trend so physical AI is probably next. I wonder if the world is going to have enough memory. Or if we'll see enough breakthroughs to shrink memory usage.


a poorly designed loop burns tokens and hands you more slop design the loop before you run it, then hand the spec to claude code, codex or any other harness mapped everything you need to know about looper in the image below



Today, we’re announcing Runlayer has raised $30M from Felicis and Khosla Ventures to help companies go all in on AI. Runlayer is the golden path for AI: enablement, security, and control in one platform. So, how does it give your team the right tools for AI? 🧵


“we need a metric fuck ton of memory” Yep We’re just entering an era of agentic loops becoming normalized business practice, the amount of memory this will consume is orders of magnitude larger than what exists today


KALSHI IN TALKS TO RAISE FUNDS AT $40BN VALUATION: FT

MICRON $MU Q3’26 EARNINGS HIGHLIGHTS 🔹 Revenue: $41.46B (Est. $35.5B) 🟢 🔹 Adj. EPS: $25.11 (Est. $20.4) 🟢 🔹 Adj. Gross Margin: 84.9% (Est. 81.8%) 🟢 Q4 Guide: 🔹 Revenue: $50.0B ± $1.0B (Est. $43.4B) 🟢 🔹 Adj. EPS: $31.00 ± $1.00 (Est. $24.3) 🟢 🔹 Gross Margin: 86% (Est. 83%) 🟢 🔹 OpEx: Approximately $1.65B Q3 Segment Revenue: 🔹 Cloud Memory: $13.76B (Est. $10.69B) 🟢 🔹 Core Data Center: $11.52B (Est. $6.8B) 🟢 🔹 Mobile & Client: $11.52B 🔹 Automotive & Embedded: $4.63B (Est. $3.51B) 🟢 Other Metrics: 🔹 HBM4: In high-volume shipments for lead customer platform 🔹 HBM4E: Volume production expected in calendar 2027 🔹 G9-based PCIe Gen6 high-performance SSD: In high-volume production 🔹 High-capacity 245TB QLC SSD: Shipments commenced Financials: 🔹 Adj. Gross Margin: $35.199B 🔹 Adj. Operating Income: $33.681B 🔹 Adj. OpEx: $1.518B 🔹 Investments in CapEx, net: $7.1B 🔹 Cash, marketable investments, and restricted cash: $30.2B 🔹 Operating Cash Flow: $25.39B 🔹 Adjusted FCF: $18.3B















