M. Eng. Electronic โšก ใ€ฐ๏ธ Financial data & analysis. Value investing. Growth? at a reasonable price ๐Ÿฆ” ๐Ÿง”๐Ÿป

EU
Joined February 2023
A MONTH later.... - Micron $MU : from $724.66 ---> $1,141.75 [+57.5%] ๐Ÿ“ˆ - SK hynix : from โ‚ฌ1,080 ---> โ‚ฌ1,580 [+46%] ๐Ÿ“ˆ - Sandisk $SNDK : from $1,407.61 ---> 2,200.67 [+56%] ๐Ÿ“ˆ Sorry not sorry for the former Memory Bulls turned... clowns, and a real sorry for the Memory Panicans ๐Ÿ˜Œ
I'm seeing a new kind of Memory Panicans, but much worse: the former Memory Bulls that have sold their Memory names recently and now are saying: "ey, the cycle! downturn is near!"๐Ÿคฆโ€โ™€๏ธ Preaching against the ones we're holding. You're pathetic and know nothing๐Ÿคท $MU SK hynix $SNDK
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AI Compute rules the contango now ๐Ÿ˜ค Take note old commodity #Oil $NBIS ๐Ÿ”ฅ
Gavin Baker says the compute market is now in contango per Silicon Data and his portfolio companies are shocked at how much more they have to pay for clusters in 2027 โ€œYou know, Silicon Data, which I do think is, my firm is an investor in them, but I do think theyโ€™re the most authoritative data source. Carmen Li, the founder, stood up at GTC and said that the compute market is now in contango. Itโ€™s not just that the spot market is tight. If you want a cluster a year from now, you have to pay a lot of money." "And then this is maybe another discontinuity between public and private markets. But just the number of companies we have in our portfolio who are like, okay, we got a cluster of 4,000 Blackwells, and we got it in May or June โ€˜26, and we wanna bring on another cluster of 4,000 in September 2027, and theyโ€™re shocked by how much more they have to pay in the future." "And itโ€™s not like everybody is unaware of this. Everybodyโ€™s aware of the supply thatโ€™s coming on. But even with all of that supply coming on, it is hard for the companies in our portfolio to find compute even well into โ€˜27. So for, you know, all the commodity experts who are focused on backwardation and what that implied, I got news for you. Weโ€™re not in backwardation anymore.โ€
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Celestica $CLS ๐Ÿ‡จ๐Ÿ‡ฆ Q3-2026 Report dropped. I only highlight the 2027 Guidance. Almost a x2 in the figures; imagine the Demand for those shells.... and the things that connect ๐Ÿ˜‰ ๐Ÿ”ฅ๐Ÿ”ฅ WS consensus at almost +100% PT ๐Ÿ‘€ AI Revolution is not stopping $MU $LITE $SNDK
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" $CLS Celestica's M. Chawla reveals customer conversations are running into 2029 and 2030 as "demand visibility is getting longer and longer," and says customers are already awarding Celestica programs for 2028 on silicon that has not yet been developed" [@firesidealpha info]
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BREAKING: Verizon CEO admits he assumes everything SpaceX says it will do, it will do, and execute flawlessly, and says he takes its terrestrial moves "quite seriously" Dan Schulman (CEO): โ€œI also operate under the assumption that everything SpaceX says they will do, they will do, and that they will execute flawlessly. Thatโ€™s my operating assumption on it. I think to assume anything else, makes no sense from my perspective." "And everything that weโ€™ve seen so far, all of their announcements, everything weโ€™re hearing in the market, and Iโ€™ll talk about that in just a second, is so far the path that weโ€™ve basically predicted that they would do." "We always knew that they needed a terrestrial network to have any chance at providing a competitive service. I donโ€™t really need to re-review the satellite beam physics, but just suffice to say that without a terrestrial network, their addressable market for broadband services is relatively small.โ€ "Itโ€™s in very rural areas, and their service just canโ€™t compete with a terrestrial network. In suburban and urban areas where like 98% of our revenues are, weโ€™re somewhere between 100 to 1,000 times more efficient than they are. And when you think about wireless, itโ€™s even more difficult with them to compete on a satellite basis." "And so I think that SpaceX realizes this, and theyโ€™re exploring a potential path to creating a terrestrial network. Itโ€™s not surprising they said it on their call, so I think we should take it quite seriously.โ€
Elon Musk explains how to build AI satellites on the moon from lunar silicon and aluminum, and says 500 to 1,000 terawatts a year cannot be launched from Earth โ€œWell, the lunar soil is 20% silicon or something like that. So you can mine the silicon on the moon, refine it, and create the solar cells and the radiators on the moon. So get the radiators out of aluminum. So thereโ€™s plenty of silicon and aluminum on the moon to make the cells and the radiators. The chips you could send from Earth because theyโ€™re pretty light. But maybe at some point you make them on the moon, too." "Like I said, it does seem like a sort of a video game situation where itโ€™s difficult but not impossible to get to the next level. I donโ€™t see any way that you could do 500 to 1,000 terawatts per year launched from Earth.โ€
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Alex A.C. retweeted
Replying to @jukan05
Yeesssss!!!! Half-half for Buybacks and Dividends! That yes, not the major part to Dividends. Let's go $SKHY !! ๐Ÿ”ฅ๐Ÿ”ฅ๐ŸคŒ
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Alex A.C. retweeted
$GLW ๐Ÿšจ CORNING'S AI FIBER BUSINESS IS NOW ITS PROFIT ENGINE: OPTICAL EARNS 1.6X WHAT GLASS DOES, AND EVEN THE LOW END OF THE Q4 GUIDE CLEARS THE STREET CORNING, N.Y., Oct. 27 - Corning ($GLW) reported third-quarter 2026 results before the open. Core sales grew 19% to $5.08 billion, its fastest growth since the Springboard plan began, and core EPS grew 36% to $0.91, against a $0.88 consensus. - Optical Communications sales $2.38 billion, up 44% from a year earlier and 15% from Q2 - Enterprise Networks up 84%, with Gen AI product sales more than doubling - Core gross margin 40.5%, up 150 bp; core operating margin 22.7%, up 310 bp - Q4 guide: core sales $5.2 billion to $5.3 billion, core EPS $0.96 to $1.00, against a $0.93 consensus - Four long-term, multibillion-dollar customer agreements signed in Q3, including Verizon and AT&T CEO Wendell Weeks said Gen AI sales doubled in the quarter, "outpacing GPU unit growth." I put this quarter's segment table next to Q3 2025. A year ago Glass Innovations, the old display and specialty glass businesses, earned $363 million and optical earned $295 million. This quarter optical earned $532 million and glass earned $328 million. Optical also supplied about 90% of Corning's sales growth, both from a year earlier and from Q2. A year ago glass paid the bills and fiber was the growth story. Now fiber is both.
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Is the flood of Chinese Memory ๐Ÿ‡จ๐Ÿ‡ณ here with us in the room?? ๐Ÿ˜‚๐Ÿคฃ "Beyond the typical 3-to-5 Y term, some [Major Chinese cloud services providers] are seeking ULTRA-LONG-TERM contracts [with Samsung & SK hynix] securing memory suppliers for 10 YEARS" ๐Ÿ‘€๐Ÿ”ฅ๐Ÿ”ฅ $MU $SKHY ๐Ÿš€
KOREAN MEDIA: MAJOR CHINESE CLOUD SERVICE PROVIDERS (CSPS), INCLUDING ALIBABA, TENCENT, AND BYTEDANCE, HAVE REQUESTED LONG-TERM SUPPLY AGREEMENTS (LTAS) FOR SERVER MEMORY FROM SAMSUNG ELECTRONICS AND SK HYNIX. BEYOND THE TYPICAL THREE-TO-FIVE-YEAR TERM, SOME CUSTOMERS ARE SEEKING ULTRA-LONG-TERM CONTRACTS SECURING MEMORY SUPPLIES FOR 10 YEARS THROUGH 2035. THE REQUESTED LTAS COVER DDR5 AND LPDDR5.
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- "SLC is a promising area that could play a role in NAND similar to the one HBM plays in DRAM" - " $NVDA and the hyperscalers are developing next-generation products based on SLC" - "In NVIDIA ecosys., focus is on SLC-based XL-Flash" Wafer consumption will ๐Ÿ“ˆ๐Ÿ“ˆ $MU $SNDK
Arguably the most valuable insight from the past few days of memory industry news came from Lam Research CEO Tim Archer. On the companyโ€™s October 21, 2026 earnings call, Archer explained that the growing adoption of SLC NAND for AI could increase the wafer capacity needed to supply the same amount of storage. Letโ€™s take a closer look. Specifically, moving from TLC to SLC-class products reduces the number of bits stored per cell to roughly one-third. As a result, he said, every 1-percentage-point increase in SLCโ€™s share of total NAND bits would require approximately 2% more wafer capacity to meet the same overall bit demand. Some readers may wonder whether SLC is an outdated approach to NAND production, used mainly in legacy products. Far from it. SLC is a highly promising area that could play a role in NAND similar to the one HBM plays in DRAM. NAND customers, including NVIDIA and the hyperscalers, are developing next-generation products based on SLC. Within the NVIDIA ecosystem, the focus is on SLC-based XL-Flash, also known as high-IOPS NAND. Outside the NVIDIA ecosystem, SLC is also being used as the basis for HBF. Put simply, matching the storage capacity of one TLC wafer requires roughly three SLC wafers, while matching one QLC wafer requires roughly four. As production of these SLC-based products ramps up, they will consume an increasing amount of NAND wafer capacity. Just as HBM drove shortages in DRAM, these products could create a similar dynamic in NAND. With HBF and XL-Flash scheduled to enter volume production in 2028 and 2027, respectively, I think we should consider whether some analystsโ€™ forecasts of NAND prices beginning to decline in the fourth quarter of 2027 may be overly conservative.
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I commented the importance of SLC for data retention.... Take note guys, $MU manufactures it
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Why no one is talking about the $AMKR Amkor Q3-results ๐Ÿ˜ญ Computing segment Revenue up 25% YoY ๐Ÿ‘€ Remember core activity of the company is Packaging services (88% net sales) EPS $0.76 ==> anualized P/E 12 [Q4-Guidance $0.65-0.75]
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" $AAPL sought to procure memory at prices lower than those offered by Samsung, $SKHY and $MU, but was turned down [by CXMT ๐Ÿ‡จ๐Ÿ‡ณ]" ๐Ÿคฃ ๐Ÿคก "[Most likely is] supply is already unable to keep up with demand, requiring CXMT to secure volumes for mainland Chinese customers first" ๐Ÿ”ฅ๐Ÿ”ฅ
CXMT, ์• ํ”Œ ์ œ์•ˆ ๋‹จํ˜ธํžˆ ๊ฑฐ์ ˆ: "์ค‘๊ตญ ๋‚ด ์ฃผ๋ฌธ๋„ ๋ฒ…์ฐจ๋‹ค" $APPL, $MU, $SKHY, Samsung ์ค‘๊ตญ ๋ณธํ† ์˜ D๋žจ ์ œ์กฐ์‚ฌ ์ฐฝ์‹ ๋ฉ”๋ชจ๋ฆฌ(CXMT)๊ฐ€ ์ž๊ตญ ๊ณ ๊ฐ์‚ฌ์˜ ํญ๋ฐœ์ ์ธ ์ˆ˜์š”๋ฅผ ์šฐ์„  ์ฒ˜๋ฆฌํ•˜๊ธฐ ์œ„ํ•ด ์• ํ”Œ๊ณผ ๋Œ€๋งŒ ์„œ๋ฒ„ ์—…์ฒด์˜ ์ฃผ๋ฌธ ์ œ์•ˆ์„ ์—ฐ๋‹ฌ์•„ ๊ฑฐ์ ˆํ–ˆ์Šต๋‹ˆ๋‹ค. โ–  ์• ํ”Œ์˜ ๋‹จ๊ฐ€ ์ธํ•˜ ์š”๊ตฌ ๊ฑฐ์ ˆ: ์ž์‹ ๊ฐ๊ณผ ์šฐ์„ ์ˆœ์œ„์˜ ๋ฌธ์ œ ์ด๋ก€์ ์ธ ๊ฑฐ์ ˆ: ํ†ต์ƒ ๋ถ€ํ’ˆ ๊ณต๊ธ‰์‚ฌ๋“ค์€ ์• ํ”Œ๊ณผ์˜ ์žฅ๊ธฐ ๊ณ„์•ฝ์„ ์œ„ํ•ด ์•ž๋‹คํˆฌ์–ด ๊ฐ€๊ฒฉ์„ ๋‚ฎ์ถ”์ง€๋งŒ, ์ฐฝ์‹ ๋ฉ”๋ชจ๋ฆฌ๋Š” ์ •๋ฐ˜๋Œ€์˜ ํ–‰๋ณด๋ฅผ ๋ณด์˜€์Šต๋‹ˆ๋‹ค. ๊ฑฐ์ ˆ ์‚ฌ์œ : IT ๋งค์ฒด Wccftech์— ๋”ฐ๋ฅด๋ฉด, ์• ํ”Œ์€ ์‚ผ์„ฑ์ „์žยทSKํ•˜์ด๋‹‰์Šคยท๋งˆ์ดํฌ๋ก ๋ณด๋‹ค ๋” ์ €๋ ดํ•œ ๊ฐ€๊ฒฉ์— ๋ฉ”๋ชจ๋ฆฌ๋ฅผ ๊ณต๊ธ‰๋ฐ›๊ธฐ๋ฅผ ์›ํ–ˆ์œผ๋‚˜ ๊ฑฐ์ ˆ๋‹นํ–ˆ์Šต๋‹ˆ๋‹ค. ์ •์ฑ…์  ๋ฐฉํ–ฅ์„ฑ์ธ์ง€ ๋‹จ์ˆœ ์ƒ์‚ฐ๋Ÿ‰ ๋ฌธ์ œ์ธ์ง€๋Š” ํ™•์ธ๋˜์ง€ ์•Š์•˜์œผ๋‚˜, ๊ฐ€์žฅ ๋ช…๋ฐฑํ•œ ์ด์œ ๋Š” '์ด๋ฏธ ๊ณต๊ธ‰์ด ์ˆ˜์š”๋ฅผ ๋”ฐ๋ผ๊ฐ€์ง€ ๋ชปํ•ด ์ค‘๊ตญ ๋ณธํ†  ๊ณ ๊ฐ์‚ฌ ๋ฌผ๋Ÿ‰๋ถ€ํ„ฐ ํ™•๋ณดํ•ด์•ผ ํ•˜๊ธฐ ๋•Œ๋ฌธ'์ž…๋‹ˆ๋‹ค. โ–  ๊ธฐ์ˆ ๋ ฅ ์ž…์ฆ: ์ƒค์˜ค๋ฏธ ์ž์ฒด ์นฉ '์‰ฌ์•ˆ์ œ 03(XRING 03)'์— LPDDR6 ํƒ‘์žฌ ๊ธ€๋กœ๋ฒŒ 3๊ฐ•๊ณผ์˜ ๊ฒฝ์Ÿ๋ ฅ: ์ฐฝ์‹ ๋ฉ”๋ชจ๋ฆฌ๋Š” ์ด๋ฏธ ์ƒค์˜ค๋ฏธ์˜ ์ž์ฒด ๊ฐœ๋ฐœ ์นฉ์ธ '์‰ฌ์•ˆ์ œ 03(ํ˜„๊ณ„ 03)'์— ์ฐจ์„ธ๋Œ€ ๋ชจ๋ฐ”์ผ์šฉ D๋žจ์ธ LPDDR6๋ฅผ ๊ณต๊ธ‰ํ•˜๋ฉฐ ๊ธ€๋กœ๋ฒŒ ๋ฉ”๋ชจ๋ฆฌ 3๊ฐ•๊ณผ ์–ด๊นจ๋ฅผ ๋‚˜๋ž€ํžˆ ํ•  ์ˆ˜ ์žˆ๋Š” ๊ธฐ์ˆ ๋ ฅ์„ ์ฆ๋ช…ํ–ˆ์Šต๋‹ˆ๋‹ค. ์œ ์ผํ•œ ๋ณ‘๋ชฉ์€ ์ƒ์‚ฐ๋Šฅ๋ ฅ(CAPA): ํ–ฅํ›„ 1๋…„ ๋‚ด ์›” 10๋งŒ ์žฅ์˜ D๋žจ ์›จ์ดํผ ์ƒ์‚ฐ ๋Šฅ๋ ฅ์„ ์ถ”๊ฐ€ํ•  ์ „๋ง์ด์ง€๋งŒ, ์ค„ ์„œ ์žˆ๋Š” ์ค‘๊ตญ ๋‚ด์ˆ˜ ์ˆ˜์š”๋ฅผ ๊ฐ๋‹นํ•˜๊ธฐ์—” ์—ฌ์ „ํžˆ ์—ญ๋ถ€์กฑ์ž…๋‹ˆ๋‹ค. 10๋…„ ์žฅ๊ธฐ ๋ชฉํ‘œ: ์‹œ์žฅ์กฐ์‚ฌ์—…์ฒด ์šœ(Yole)์€ ์ค‘๊ตญ ๋ณธํ† ์˜ D๋žจ ์ˆ˜์š”๋ฅผ ์™„์ „ํžˆ ์ถฉ์กฑํ•˜๋Š” ๋ฐ 10๋…„์ด ๊ฑธ๋ฆด ๊ฒƒ์œผ๋กœ ๋ถ„์„ํ–ˆ์Šต๋‹ˆ๋‹ค. ์ด ๊ณ„ํš์˜ ์ตœ์ข… ๋ชฉํ‘œ๋Š” ํ™”์›จ์ด, ์ƒค์˜ค๋ฏธ ๋“ฑ ์ค‘๊ตญ ๊ธฐ์—…๋“ค์ด ๋” ์ด์ƒ ์‚ผ์„ฑ์ „์ž๋‚˜ SKํ•˜์ด๋‹‰์Šค๋กœ๋ถ€ํ„ฐ ๋ฉ”๋ชจ๋ฆฌ๋ฅผ ๊ตฌ๋งคํ•  ํ•„์š”๊ฐ€ ์—†๊ฒŒ ๋งŒ๋“œ๋Š” ๊ฒƒ์ž…๋‹ˆ๋‹ค. โ–  ๋‹จ๊ณ„๋ณ„ ์ „๋žต๊ณผ ์‹œ์žฅ ๋ฐฐ๊ฒฝ ์‹ค์šฉ์  ์šฐ์„ ์ˆœ์œ„: ๋‹น์žฅ ์‹œ๊ธ‰ํ•œ ๋ณธํ†  ๊ณ ๊ฐ์‚ฌ์˜ ์ผ๋ฐ˜ D๋žจ ์ˆ˜์š”๋ฅผ ๋จผ์ € ํ•ด๊ฒฐํ•œ ๋’ค, ์ตœ๊ณ  ๊ธฐ์ˆ  ๋ถ„์•ผ์ธ HBM(๊ณ ๋Œ€์—ญํญ๋ฉ”๋ชจ๋ฆฌ)์„ ๊ณต๋žตํ•œ๋‹ค๋Š” ์‹ค์šฉ์ ์ธ ์ˆœ์„œ๋ฅผ ๋ฐŸ๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ๋ฉ”๋ชจ๋ฆฌ ๊ฐ€๊ฒฉ ํญ๋“ฑ๊ณผ ๊ณต๊ธ‰ ๋ถ€์กฑ: ๋ฉ”๋ชจ๋ฆฌ ๊ฐ€๊ฒฉ ์ƒ์Šน์„ธ๋Š” ์ด๋ฏธ ์™„์ œํ’ˆ ์‹œ์žฅ์„ ๊ฐ•ํƒ€ํ•ด, ๊ธ€๋กœ๋ฒŒ PC ์ถœํ•˜๋Ÿ‰์ด 3๋ถ„๊ธฐ์— 21% ๊ธ‰๊ฐํ–ˆ๊ณ  4๋ถ„๊ธฐ์—๋Š” 27%๊นŒ์ง€ ๋–จ์–ด์งˆ ๊ฒƒ์œผ๋กœ ์˜ˆ์ธก๋ฉ๋‹ˆ๋‹ค. ์ด์ฒ˜๋Ÿผ ๊ท€ํ•ด์ง„ ๋ฉ”๋ชจ๋ฆฌ ์ƒ์‚ฐ ๋ฌผ๋Ÿ‰์„ ์ฐฝ์‹ ๋ฉ”๋ชจ๋ฆฌ๋Š” ์˜จ์ „ํžˆ ์ค‘๊ตญ ๋‚ด์ˆ˜ ์‹œ์žฅ์„ ์œ„ํ•ด ๋ฐฐ์ •ํ•˜๋Š” ์„ ํƒ์„ ๋‚ด๋ ธ์Šต๋‹ˆ๋‹ค.
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I think it's very important to start distinguishing vocabulary between what's known as the neocloud sector. The mistake many are still making is mixing in together every company that buys, builds, or hosts GPUs and datacenters. There are significant differences between players like $NBIS that are pulling together full stack software and hardware cloud and managed inference services and companies that are simply providing bare metal, or even some that are just accumulating energy. There are a number of subcategories within this space that need to start being broken down; to be transparent the moats are completely different, as will be there access to financing through any squeeze in capital markets. Will be posting more on this soon. @SMASIMHO has done a great job of pushing more individual language when it comes to Nebius in particular. As we are seeing with the basket selling across the sector and even confusion surrounding posts by @elonmusk , it's never been more important to educate both retail and institutional investors (many of which are STILL just taking revenue and guessing on a multiplier to model out this buildout). We have always believed, at Northwise, that not all of these players will make it and that there will be a period of consolidation. This can be seen in every sector to have ever existed. There's nothing wrong or unusual about it. During every sectorial boom there is VC like period where investors bet on a quantity of horses rather than the pack leaders. Every time there is a shift, once investors begin to realize that there are clear quality leaders. This Short term period of anxiety surrounding the markets is a phenomenal time to reevaluate our approach as independent viewers of the sector. You'll see shortly how massive the capex is going to be in 2027-2028 in our eyes. It's our responsibility to better educate why companies like Nebius are not going to struggle to raise tens of billions, but also acknowledge this is the exception not the indefinite norm.
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Alex A.C. retweeted
I am shocked, absolutely shocked, that Anthropic ARR has likely gone vertical in October after they cut token prices. Except the exact same thing happened for the entire AI market, which is why GPU rental prices have surged while token prices declined. $100b plus in year-end ARR looks possible again.
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Alex A.C. retweeted
Congrats to Team @AnthropicAI on another important milestone! Altimeter looks forward to continuing our partnership w major participation in the IPO on top of our existing ownership. Day 1. ๐Ÿ‡บ๐Ÿ‡ธ๐Ÿš€ sec.gov/Archives/edgar/data/โ€ฆ
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$CRDO Credo SerDes as the answer to the Memory Wall "We developed an architecture using SerDes, 100GB/ lane, an order of magnitude more dense.That solves the die edge issue. And so our first customer,Positron, is deploying 2 TB of memory compared to today's max with $NVDA 288GB"
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"The increase from 8 to 12 HBM stacks per CoWoS package is a positive development for HBM": - $AMD MI450 "is expected to increase the number of HBM stacks within the CoWoS package to 12, delivering 288GB of HBM4" - OpenAI : 12-high HBM4 - Anthropic : 8-high HBM4 $MU $SKHY
Daishin Securities CSPs and AI labs: CSPs and AI labs had requested the development of lower-stack HBM products, such as 4-high and 6-high configurations, for use in low-end inference products. Those plans now appear to have been shelved, with 8-high once again emerging as the minimum stack height. NVIDIA: Rubinโ€™s specifications have changed amid base die supply constraints and requests from customers prioritizing bandwidth over cost efficiency. The original plan called for a mix of 8-high and 12-high HBM, but the 8-high option appears to have been dropped. For Rubin Ultra, scheduled for release in 2027, multiple architectural variants are currently undergoing tape-out. Initial versions are expected to use the highest-specification 8-high HBM4, while subsequent versions are expected to adopt either 8-high or 12-high HBM4E. AMD: AMD is expected to use a mix of 8-high and 12-high HBM4 in its 2027 products. One notable development is the upcoming MI450, which is expected to increase the number of HBM stacks within the CoWoS package to 12, delivering 288GB of HBM4. The increase from eight to 12 HBM stacks per CoWoS package is a positive development for HBM content over the medium to long term. OpenAI and Anthropic: OpenAI is expected to adopt 12-high HBM4, while Anthropic is expected to use 8-high HBM4.
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Alex A.C. retweeted
Holy smoke NVIDIA has officially lowered the HBM4 pin speed. 11.7-> 9.3Gbps
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$GOOGL VP ๐Ÿ’˜ CPUs, Memory & NAND "Memory will be very scarce" Guys.... you know what to do $MU $SKHY $AMD $SNDK
Google VP Bill Jia says the agent era needs more memory plus CPUs, flash and hard drives, so every component stays scarce โ€œI think memory will still be very scarce. Because this agent thing has happened. Before, because it was only, I mean, mainly still in inference, in this raw inference. In raw inference, what it lacks is accelerator, like GPU and TPU, this ASIC, what it lacks is accelerator and memory. That was before, at this raw inference stage." "After the agentic era, it needs a lot of CPU too, it needs even more memory, and it also needs a lot of flash and hard drive, storage. Like what I said just now, in the future agents will definitely bring better, I mean, enterprise oriented and consumer oriented new product, so the demand will be very large. So I think for all of these components, I think theyโ€™ll all still be fairly scarce.โ€ _______ Link and breakdown of the Google VP interview: firesidealpha.substack.com/pโ€ฆ
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A TOTAL must read by the $PANW CEO about cybersecurity in this new context of the AI Revolution. I'm not highlighting the best points bc all the post is worth a read That affects to all of us, from mere Internet users to the corporation level. And yep, it's very concerning
It's been an eventful week. Multiple vulnerabilites in Internet facing software, coding repositories, examples of agent behavior that seem concerning and a flurry of security specialists with solutions that can partially solve your problem. There in lies the challenge. Given the state of IT and security infrastructure, no one solution works. Let's break it down: 1/3 1. Vulnerabilites are being found and will continue to be found as models get more capable, the fragmented nature of the effort denies us the opportunity for a comprehensive find and replace option. 2. Even if all vulnerabilities could be found instantly and patches available - we will be reliant on the ability of enterprises to deploy all these changes at speed. It is not clear what the collateral impact of all these patches will/could be to our infrastructure of deployed en masse. We will need a hybrid patch approach. 3. Virtual patching(VP) is needed in conjunction with direct patching but for a comprehensive (VP) solve you have to be lucky enough to have "modern frontier defenders" (Cyber companies that have vaulted infrastructure that can create patches at speed and push content rapidly to protect their customers) you need them for your network traffic, your traffic to applications on the cloud, your WAF, your end point. 4. There will continue to be patches that will need to be deployed directly but virtual patching will take the heavy load off. 2/3 Medium term solve: Unfortunately token economics and current cyber architectures will not allow for defender swarms to contend with an offensive attack launched using agents. (Some x pundits who aren't steeped in cyber should take heed). Yes, theoretically we should aspire to have these agentic swarms defend us when we are under attack, unfortunately an attack is a sniper moment, chained vulnerabilities, cloaked attack followed by swift exfiltration. It's a speed program not a brute force problem. To solve for this, enterprises need to get their SOC architecture right, logs, feeds, cyber products orchestrated via a modern SOAR for swift response. Only then can we deploy agents to detect and remediate. In addition, enterprises need to modernize and dare I say platformize their perimeter stack to ensure consistency. Unfortunately, enterprises still seem to not see the urgency across the board, decisions are stuck, CIO/CISO's have a lot on their plate. While some honestly have bit seen the scale of such a problem before and it's hard convincing the organization that one needs to open the floodgates on modernizing the IT and security infrastructure. So we will continue to see environments being brought down to patch today it's for PHP, tomorrow it will be for the next one. 3/3 AI deployments are the"wild wild west" - LLM capabilities are expanding faster than we can build products to secure them. Sure an agent will jump across guardrails in a research lab, which is a lesson for all of us to deploy agents securely. But there is a lag between the discovery, the availability of that in a public model and the time needed for the cyber industry to build governance or an antidote. And no, dear frontier lab friends, the world cannot just trust you to build the solve. The infrastructure industry in tech builds and the cyber industry secured and provides assurance to the boards and organizations around security and safety. AI security is the new attack surface. CEOs (present company included) want AI adoption, getting the pace of adoption wrong could be the last decision we make, at the same time "deploying it wrong" could have the same consequence. There are billions of dollars being spent on coding, is your coding harness secure? Start there. If agents can jump guardrails, they can hide stuff in code. Validate business outcomes needed, test your user case and ensure agentic deployments are well guard railed. Deploy a second set of eyes to watch your deployments for drift, compliance and verifiability.
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It has been fascinating to watch this term go from niche to normal, both within institution and sovereigns.
Replying to @EricFine123
The takeaway โ€œFiscal dominance" is now the dominant frame for every sovereign. We've used it since 2012. The G-10 colleagues who called it extremely unlikely in DMs now say it themselves. That's the beginning of the end of denial, not the end.
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