Compound interests retweeted
My favorite play of your HoF career, @LarryFitzgerald ?
I’m sorry as it may be your least favorite. It’s one that will NEVER make your highlight reel. But it so wonderfully captures you as a teammate and player.
For a wide receiver with more career tackles than dropped balls (an insane stat!), this one should have been your biggest.
Super Bowl XLIII. Seconds before halftime. Cardinals are on the goal line against the Steelers and about to score the go-ahead touchdown and jog into halftime with a 14-10 lead.
But…Kurt Warner’s pass to Boldin was jumped by James Harrison who starts sprinting the 100 yards to the opposite endzone.
Many of your team mates threw their hands up in frustration or begged for a flag. You spun around and started sprinting. You closed the gap, ran over 100 yards from inside your endzone to the other, and would have made the saving tackle at the goal line, BUT one of your own team mates accidentally got in your way and slowed you down.
Instead of AZ scoring 7, or at least stopping them as time expired at the goal line to avoid their 7, Harrison falls into the end zone to score and go up 17-7 at half time causing a 14 point swing in the game.
You did everything you could to help your team. You kept your head up and rallied them. You came out in the second half and fired them up, scored two touchdowns on 127 yards, including your go-ahead touchdown with 2:37 left to get AZ up 23-20.
But your defense couldn’t hold and Pitt won 27-23. That score before halftime proved to be too much to overcome, but you had an MVP worthy game on offense and almost saved your defense with a game saving and Super Bowl winning tackle of your own.
Such a metaphor for life …and often entrepreneurship. I’ve watched that play dozens of times and CEOs should use it as teaching tape for what being a team mate is all about.
Enjoy the celebrations as a GOAT in Canton, as a team mate, a friend, and in life!
youtu.be/nUTXpxNA9BIsi=ggcJZ…
Compound interests retweeted
The common story about private market investing is that it’s about companies, entry multiples, process, and stage; and while true...
...I’d argue that private market investing has actually been about finding breakthroughs in how to think about the balance sheet.
The first chapter of private market investing was on the liability side, when Henry Kravis "invented" the LBO. By expanding the liabilities a single company owed to a lender, Kravis was able to take companies private for little cash down, and provide immense value to the equity, and the GP in doing so. That vintage of firm was KKR, Apollo, and the OG PE firms.
The second chapter was on the asset side, when Mitt Romney and Bob White focused on taking a firm from its “operating enterprise value” to its “strategic enterprise value”. By leveraging their leanings from serving other companies as consultants at Bain, Bain Capital pioneered the idea of providing value directly to the operating asset side of the business by bringing expertise, best practices, and industry-wide ways of doing things that could transform companies. That "playbook era" vintage gave us Vista Equity Partners, Thoma Bravo, and the current top dogs.
We’re now entering the third chapter - where technocapital leverage takes firms from their strategic enterprise value, to their contextual enterprise value - taking advantage of both sides of the balance sheet, and building on the breakthroughs that came before.
To fund this chapter though, we need to invent better coordination technologies: xitter.gq/patinthehat0/status/20…
Compound interests retweeted
The best investors in the world will tell you there are limited places you can deploy capital (in size) for 10+ years and incur little taxable friction with high conviction.
AI powered manufacturing is one of those places and having a good management team in place mitigates idiosyncratic risk.
The future of American Manufacturing is bright🦅
Compound interests retweeted
I will continue to lay out everything on my website in report and do daily livestreams tracking all of these factors in real time
You can follow me @Globalflows and subscribe to my research with the link in my bio
If you found this thread helpful, I would appreciate it if you like and retweet the top tweet
Compound interests retweeted
I make $400K+ per month selling digital products on X and just shot a 2 hour podcast revealing:
1. my secret business methods + how it works
2. personal life + story
3. behind the scenes + advice for those starting
Like this post if you want the video.
(I'll DM it to you) must be following + retweet.
Compound interests retweeted
I mapped every AI automation opportunity across 25 industries.
10-15 pain points each. With the exact positioning, pricing range, and who to sell to.
This took me 4 years and 80+ client engagements to figure out.
A lot of AI agencies pick a niche and pray.
They don't know the actual pain points.
They don't know who the buyer is.
They don't know what these companies are already paying for broken solutions.
They don't know what the realistic project size is.
So they end up competing on price for generic "AI automation" gigs.
I've worked with marketing agencies, recruiting firms, e-commerce brands, law firms, real estate companies, healthcare practices, financial services, SaaS companies, manufacturing, construction, logistics, and more.
Every single one has 10-15 processes that are bleeding money because they're still done manually.
Here's what the guide covers for each industry:
→ The top 10-15 automation pain points (ranked by ROI)
→ Who the actual buyer is (CEO, COO, ops manager, etc.)
→ What they're currently paying for manual labor or broken SaaS
→ Realistic project pricing ($5K-$60K+ depending on scope)
→ The discovery questions that unlock the deal
→ How to position yourself as the expert even if you've never worked in that industry
→ Red flags to avoid (industries and company sizes that aren't worth it)
25 industries and 300+ specific automation opportunities.
This is the cheat code for picking your niche and knowing exactly what to sell before you ever get on a call.
Like + RT + reply "NICHE" and I'll send you the full guide (Must be following so I can DM)
Compound interests retweeted
March expiry bullish, bearish or who care-ish?
Do we bounce afterwards?
Market maker positions tell a clear story about what to expect through the rest of the month..
retweet this
I'll tell you what the positions imply on today's TGIF call.
(8:15am et - see you there)
Compound interests retweeted
$SPX: As the oversold McClellan Oscillator and the breach of the lower Bollinger Band suggested, price was set for a bounce today. The index now must sustain itself above the key weekly level to validate this move.
150 likes & 30 reposts for the key weekly level.
#StockMarket
$SPX: The McClellan Oscillator has reached levels where price action begins to form a bounce, including the August 2024 Carry Trade selloff and the 2025 Tariff Crash.
#StockMarket
Compound interests retweeted
$CRDO EVENT CONTEXT AND KEY READ-THROUGHS
Credo Technology (CRDO:US) pre-announced preliminary fiscal Q3 2026 revenue of $404M-$408M, explicitly above the high end of its previously communicated $335M-$345M range. (Business Wire) The pre-announcement also raised or reaffirmed a more constructive exit-rate narrative: “sequential revenue growth in the mid-single digits” into fiscal 2027 and “more than 200% year-over-year growth” in the current fiscal year. (Business Wire) The magnitude of the Q3 revenue step-up is material for the AI-networking supply chain: the midpoint ($406M) is approximately 19% above the prior Q3 guidance midpoint ($340M) and approximately 19% above the Bloomberg consensus referenced in the source excerpt ($341.2M). (Business Wire) The company disclosed that the Q3 figures are preliminary and unaudited, and therefore subject to closing adjustments. (Business Wire) The full Q3 results and management’s detailed commentary were scheduled for March 2, 2026, implying that the current information set is a demand signal without full segment/mix disclosure. (Business Wire)
A key implication for read-through analysis is that Credo’s guidance framework has ratcheted meaningfully higher over a short interval, which improves confidence that the current AI networking build cycle is broader and more durable than a single-customer spike. In fiscal Q1 2026 commentary, Credo guided to mid-single-digit sequential growth and “approximately 120% year-over-year” revenue growth for fiscal 2026. (The Motley Fool) In fiscal Q2 2026 commentary (December 2025 call), that outlook had already moved to “more than 170% year-over-year growth” for the fiscal year. (Fintool) The February 2026 pre-announcement moved the fiscal-year growth framing again to “more than 200%.” (Business Wire) Using Credo’s reported fiscal 2025 revenue of $436.8M as the base, “more than 200%” implies fiscal 2026 revenue above approximately $1.31B, consistent with an AI-networking demand environment that is both scaling and pulling forward. (Q4 Communications)
HIGH-SPEED COPPER INTERCONNECT: AEC-LED SUBSTITUTION AND THE “RELIABILITY-FIRST” DESIGN POINT
READ-THROUGH 1: STRUCTURAL DISPLACEMENT OF SHORT-REACH OPTICS BY ACTIVE COPPER IS ACCELERATING, WITH DIRECT NEGATIVE MIX IMPLICATIONS FOR CERTAIN DATACENTER OPTICS
Supporting commentary and data points: Credo stated that AECs “have become the de facto standard for inter-rack connectivity” and are “displacing optical rack-to-rack connections up to 7 meters.” (Fintool) Credo further framed the value proposition at the current and next lane-speed nodes: “At 100 gig per lane today and 200 gig per lane tomorrow, zero-flap AECs deliver up to 1,000 times better reliability than traditional laser-based optical modules, while consuming roughly half the power.” (Fintool) The commentary also tied reliability explicitly to AI cluster economics, noting that link flaps can delay “time to stability and time to revenue” in a “100,000 GPU cluster,” and can impact uptime when “training a model costing tens of millions of dollars.” (Fintool)
Affected companies (Ticker:Country), directional impact, magnitude, and mechanism:
COHR:US, LITE:US, AAOI:US, FN:US: Directional impact negative, magnitude moderate, concentrated in short-reach intra-row and short rack-to-rack transceiver content. The transmission mechanism is substitution at the port level: where copper AEC reach and signal integrity meet the distance requirement (up to 7m per Credo), an AEC can replace a pluggable optical transceiver plus fiber patch, removing laser/photonic component content and reducing demand for certain short-reach optics SKUs. The impact should be assessed as mix-shifting rather than universally demand-destroying, because longer-reach links and higher-layer fabrics still require optics; however, a meaningful portion of high-volume “host-to-T0” and adjacent-rack topologies can be served by AECs at 800G/1.6T-class lane speeds, which may be underappreciated in optics-centric AI infrastructure narratives.
APH:US, TEL:US, MMM:US, 3665:TW: Directional impact positive, magnitude moderate-to-high for suppliers with direct exposure to high-speed copper assemblies and connectivity hardware. The transmission mechanism is increased copper interconnect attach rates per AI accelerator and per switch port at higher lane speeds, with AECs embedding active electronics plus higher-value cable assemblies. Credo explicitly acknowledged its AEC cable manufacturing reliance and scaling with partners, which strengthens the probability that the cable assembly ecosystem is a leveraged beneficiary. (Fintool)
AVGO:US, MRVL:US, NVDA:US: Directional impact mixed-to-positive, magnitude moderate. For switch/NIC silicon vendors, the shift toward active copper at short reach changes the physical-layer mix (more copper links inside the AI pod) but does not reduce the need for switch silicon; rather, it can raise the value placed on robust SerDes, PHY/retimer ecosystems, and system-level link management. Vendors with strong high-speed SerDes roadmaps and ecosystem control can benefit from the increased importance of signal integrity and link reliability at 100G/lane and 200G/lane, while vendors dependent on optics attach economics could see some near-term headwind.
Near-term trading catalysts versus longer-duration shifts:
Near-term catalysts include sympathy moves in copper connectivity and signal integrity names following Credo’s magnitude of Q3 beat and the explicit “optics displacement up to 7m” framing, which can pressure optics-exposed equities on sentiment even absent immediate order revisions. (Business Wire) Longer-duration shifts center on a structural re-partitioning of the datacenter optical TAM: optics value migrates toward longer-reach, higher-complexity links, while copper takes incremental share in the highest-volume short links as lane speeds rise and reliability becomes the gating constraint.
READ-THROUGH 2: AEC DEMAND APPEARS STRUCTURAL RATHER THAN “OPTICS-SHORTAGE” DRIVEN, REDUCING THE PROBABILITY OF MEAN REVERSION IF OPTICS SUPPLY NORMALIZES
Supporting commentary and data points: Credo stated in fiscal Q1 2026 Q&A that “if our customers can use an AEC. They will use an AEC,” and explicitly indicated that optical supply constraints would not be expected to influence that choice. (The Motley Fool) This is consistent with fiscal Q2 2026 framing that AEC adoption is driven by “step function improvement in reliability and power efficiency.” (Fintool)
Affected companies (Ticker:Country), directional impact, magnitude, and mechanism:
COHR:US, LITE:US, AAOI:US, FN:US: Directional impact negative-to-neutral, magnitude moderate. The mechanism is that a thesis that “optics supply tightness forces copper substitution” would imply reversal risk as optics capacity expands; Credo’s commentary argues the driver is intrinsic performance (reliability/power/TCO) and thus more persistent.
APH:US, TEL:US, MMM:US, 3665:TW: Directional impact positive, magnitude moderate. The mechanism is durability of copper AEC attach rates even if photonics supply increases.
Near-term versus longer-duration:
Near-term, the key is sentiment: optics names often rally on “supply easing” narratives, but this commentary suggests some share loss at short reach may persist even as supply improves. Longer-duration, the implication is a potential re-rating of copper-centric interconnect value chains as secular winners in AI pod buildouts.
READ-THROUGH 3: CONNECTIVITY RELIABILITY HAS BECOME A FIRST-ORDER BOTTLENECK IN AI CLUSTER DEPLOYMENTS, FAVORING VENDORS WITH SYSTEM-LEVEL DIAGNOSTICS/TELEMETRY AND POTENTIALLY DISADVANTAGING COMMODITY OPTICS
Supporting commentary and data points: Credo repeatedly emphasized reliability as mission-critical and tied it directly to AI cluster deployment risk and economics. (Fintool) Credo’s “pilot, debug, and telemetry platform” was positioned as part of the system-level value proposition. (Fintool) In discussing zero-flap optics, Credo described an approach akin to a “check engine light” with link thresholds, real-time degradation sensing, and proactive action “before you see a link flap that could potentially take down the cluster entirely.” (Fintool)
Affected companies (Ticker:Country), directional impact, magnitude, and mechanism:
NVDA:US, ANET:US, CSCO:US, HPE:US: Directional impact positive, magnitude moderate. The mechanism is that networking vendors with strong software, observability, and integrated systems engineering can differentiate in hyperscale AI clusters where downtime and instability are extremely costly. A shift toward telemetry-driven reliability can increase the strategic value of end-to-end stacks (NIC + switch + OS/SDK + optics/cabling validation) and may support higher attach rates of “validated” ecosystems versus mix-and-match commodity deployments.
COHR:US, LITE:US, AAOI:US, FN:US: Directional impact mixed, magnitude low-to-moderate. The mechanism is potential vendor selection pressure: if optical links are associated with higher flap risk in certain short-to-medium reach applications, buyers may demand deeper instrumentation, tighter software hooks, and stronger warranties, which can shift share toward vendors that can offer integrated diagnostics or toward alternative media (AEC/ALC) where reliability is structurally higher.
Near-term versus longer-duration:
Near-term, this is a narrative catalyst that can shift the market’s interpretation of “AI networking bottlenecks” from bandwidth-only to reliability-plus-observability, influencing multiples across the stack. Longer-duration, it supports a fundamental shift in procurement criteria: not only bandwidth/$ but uptime/$ at 100,000+ endpoint scale.
OPTICAL INTERCONNECT AND DSPs: LONG-REACH CONTINUES, BUT THE BATTLE MOVES UP-STACK
READ-THROUGH 4: OPTICS IS NOT GOING AWAY; RATHER, VALUE IS SHIFTING TOWARD HIGHER-COMPLEXITY, LONGER-REACH LINKS, WITH DSP CONTENT AND SOFTWARE INTEGRATION GROWING IN IMPORTANCE
Supporting commentary and data points: Credo stated “significant optical DSP growth in fiscal 2026,” driven by “50 gig and 100 gig per lane deployments,” with longer-term growth driven by “200 gig per lane solutions.” (Fintool) Credo highlighted “live demos” of its “200 gig per lane Bluebird optical DSP” that drew “significant interest and extremely positive feedback.” (Fintool) Credo also stated that its zero-flap optics are “enabled by a customized optical DSP” tightly coupled with software and integrated with a “switch-level SDK.” (Fintool)
Affected companies (Ticker:Country), directional impact, magnitude, and mechanism:
MRVL:US: Directional impact mixed-to-positive, magnitude moderate. The positive mechanism is that optical DSP demand scaling at 100G/lane and migrating toward 200G/lane supports the total optical DSP TAM. The offsetting mechanism is competitive: Credo’s explicit push into customized optical DSPs and “new class” optics can challenge incumbent DSP share in targeted hyperscale designs. Net impact likely depends on whether the market expands faster than share shifts and whether incumbents retain socket leadership in high-volume module platforms.
COHR:US, LITE:US, AAOI:US, FN:US: Directional impact positive over the medium term, magnitude moderate, despite short-reach substitution. The mechanism is that as AI fabrics scale and distances increase (intra-row, inter-row, spine aggregation, and datacenter-to-datacenter), optical link counts and speeds rise. This is consistent with recent external signals of ongoing 800G demand; for example, Applied Optoelectronics announced a first volume order for 800G datacenter transceivers from a hyperscale customer to support AI datacenter growth. (AOI Newsroom) This supports the view that AEC substitution at <=7m can coexist with strong optical growth at longer reach and higher speeds.
AVGO:US, NVDA:US: Directional impact positive, magnitude moderate. The mechanism is that switch ASIC roadmaps and NIC ecosystems increasingly rely on robust optical modules for longer reach. Additionally, tighter coupling between optics telemetry and switch SDKs implies deeper vendor ecosystem control and potentially greater stickiness for integrated platform suppliers.
Near-term versus longer-duration:
Near-term catalysts include positive sympathy for optical DSP suppliers and higher-speed optics vendors if Credo’s March 2 call provides segment detail indicating that the Q3 upside was not solely AEC but also includes IC/optical ramps. (Business Wire) Longer-duration, the key shift is “optics as a system,” where telemetry, SDK integration, and preemptive failure mitigation become requirements. This raises barriers to entry and can concentrate profit pools in vendors with strong mixed-signal DSP, firmware, and software integration, potentially compressing margins for purely componentized supply chains.
READ-THROUGH 5: CO-PACKAGED OPTICS (CPO) TIMELINES FOR HIGH-VOLUME HOST-TO-T0 LINKS MAY BE MORE DELAYED THAN SOME MARKET EXPECTATIONS, SUPPORTING CONTINUED DEMAND FOR PLUGGABLES AND CABLED SOLUTIONS
Supporting commentary and data points: Credo stated that co-packaged optics has been discussed for years and requires solutions to “pitfalls” including “reliability, serviceability, maintenance, cost.” (Fintool) Credo further stated that “from that host-to-T0 connection perspective” reliability is “top of the list,” and that it does “not see that moving to CPO anytime soon.” (Fintool)
Affected companies (Ticker:Country), directional impact, magnitude, and mechanism:
COHR:US, LITE:US, AAOI:US, FN:US: Directional impact positive, magnitude moderate. The mechanism is that delayed CPO adoption extends the lifecycle of pluggable optics and cabled solutions, supporting module volumes and giving more time for the 800G-to-1.6T transition to play out in discrete optics rather than being abruptly cannibalized by co-packaged architectures.
AVGO:US, MRVL:US, INTC:US, NVDA:US: Directional impact mixed, magnitude low-to-moderate. These firms have varying exposure to CPO enablement (switch ASICs, optical I/O, silicon photonics, advanced packaging). The mechanism is timing: a slower transition can delay certain CPO-driven TAM opportunities and push monetization further out, while sustaining near-term demand for conventional switch and optics ecosystems.
APH:US, TEL:US, MMM:US, 3665:TW: Directional impact positive, magnitude low-to-moderate. The mechanism is that if host-to-T0 remains cable/pluggable dominated for longer, demand persists for high-speed copper assemblies (AEC) and potentially near-term ALC developments.
Near-term versus longer-duration:
Near-term, this is a positioning catalyst: expectations embedded in some CPO-adjacent equities may be too aggressive, while pluggables and cable ecosystems may warrant a longer runway. Longer-duration, CPO is not negated; it is framed as contingent on serviceability and reliability economics. The key read-through is not “CPO fails,” but “CPO adoption in the highest-volume short links remains uncertain and likely later than peak sell-side narratives.”
SWITCHING FABRICS, RETIMERS, AND SECURITY FEATURES: MORE DOLLARS PER PORT
READ-THROUGH 6: ETHERNET RETIMERS AND FEATURE-RICH PHY LAYERS ARE GAINING STRATEGIC IMPORTANCE IN AI SERVER AND SWITCH FABRICS, SUPPORTING INCREMENTAL SILICON CONTENT PER PORT
Supporting commentary and data points: Credo stated that Ethernet retimers “remain important in both traditional switching fabrics and fast-growing AI server segment,” and explicitly highlighted “MACsec encryption, gearbox functionality, and rich software programmability” as valued features. (Fintool)
Affected companies (Ticker:Country), directional impact, magnitude, and mechanism:
AVGO:US, MRVL:US: Directional impact positive, magnitude moderate. The mechanism is higher attach rates and value capture in the physical layer as lane speeds and security requirements rise. MACsec inclusion increases silicon complexity and can pull additional IP and hardware into the datapath at the edge and within leaf/spine fabrics, supporting ASP and margin for vendors with integrated, validated solutions.
ANET:US, CSCO:US, HPE:US: Directional impact positive, magnitude low-to-moderate. The mechanism is that system OEMs can monetize higher-performance, secure, and programmable fabrics, especially where hyperscalers and “neo-clouds” are deploying AI clusters with stringent reliability and security constraints. Credo’s narrative indicates that PHY/retimer sophistication is becoming a procurement differentiator rather than a commodity.
Near-term versus longer-duration:
Near-term catalysts include peer earnings and guidance that confirm elevated demand for retimers/PHY and secure Ethernet in AI pods. Longer-duration, the implication is that AI networking spend may inflate “dollars per port,” not just “ports per GPU,” as security and manageability features become baseline expectations at scale.
READ-THROUGH 7: AI NETWORKING PORTS AND INTERCONNECT SCALE ARE EXPANDING FASTER THAN PREVIOUSLY IMPLIED, WHICH IS A BROADER POSITIVE FOR SWITCH ASIC AND NETWORK INTERFACE SUPPLIERS
Supporting commentary and data points: Credo stated that the strongest quarterly results “reflect the continued build-out of the world's largest AI training and inference clusters,” and that these are “no longer measured in tens of thousands of GPUs” but in “hundreds of thousands and soon millions.” (Fintool) The company also noted that “reliability, power efficiency, signal integrity, latency, reach, and total cost of ownership have all become mission-critical,” implying that connectivity spend scales with both node count and complexity. (Fintool)
Affected companies (Ticker:Country), directional impact, magnitude, and mechanism:
NVDA:US: Directional impact positive, magnitude high. The mechanism is that larger clusters require proportionally more switching, NICs, and high-speed interconnect. Networking revenue sensitivity increases if customers adopt higher-radix Ethernet fabrics (including Spectrum-X-like architectures) and if time-to-stability is a gating constraint, supporting demand for validated networking stacks.
AVGO:US, MRVL:US: Directional impact positive, magnitude high-to-moderate. The mechanism is increased switch ASIC unit volumes and faster transitions to higher-speed silicon (800G and eventually 1.6T class) driven by expanding AI fabrics. The Credo pre-announcement is an incremental confirmation of AI-networking demand strength, with a plausible read-through to broader “AI infrastructure BOM” acceleration. (Business Wire)
ANET:US, HPE:US: Directional impact positive, magnitude moderate. The mechanism is that hyperscalers and AI datacenter operators are expanding back-end networks and switch racks, which Credo described as an AEC application in production. (Fintool) Equipment suppliers with strong AI cluster switching portfolios typically benefit when connectivity spending is pulled forward.
Near-term versus longer-duration:
Near-term, Credo’s Q3 beat can act as a cross-sector risk-on catalyst for AI networking equities if interpreted as a broad hyperscaler capex acceleration rather than a share shift. Longer-duration, the scale framing implies a multi-year runway for port growth and a sustained cycle of lane-speed upgrades.
SCALE-UP INTERCONNECT AND PCIe/CXL ECOSYSTEM: COMPETITIVE PRESSURE AND TAM EXPANSION
READ-THROUGH 8: PCIe GEN6/GEN7 SCALE-UP CONNECTIVITY IS MOVING FROM “OPTIONAL” TO “HIGH-VOLUME,” BENEFITING RETIMER ECOSYSTEMS WHILE INCREASING COMPETITIVE INTENSITY
Supporting commentary and data points: Credo stated that its “PCIe retimer and AEC families are also progressing on plan,” with “PCIe design wins in fiscal 2026” and “meaningful production revenue in fiscal 2027.” (Fintool) In Q&A, Credo indicated scale-up entry targeted at “PCIe Gen 6 solutions,” with PCIe Gen 7 “128 gigabits per second per lane” already “absolutely a conversation,” and discussed “200 gig per lane” as an emerging direction that would still leverage “the same IEEE SerDes.” (Fintool)
Affected companies (Ticker:Country), directional impact, magnitude, and mechanism:
ALAB:US: Directional impact mixed, magnitude moderate. The positive mechanism is TAM growth: as scale-up fabrics expand within AI pods (GPU-to-switch, GPU-to-GPU, rack-scale and row-scale), retimer demand increases. The negative mechanism is competitive: Credo is positioning into PCIe retimers and scale-up with a “retimers and AECs simultaneously” strategy, which can create pricing pressure and share risk for incumbent retimer suppliers.
AVGO:US, MRVL:US, AWE:GB: Directional impact positive-to-mixed, magnitude low-to-moderate. The mechanism is increased demand for high-performance SerDes IP and mixed-signal expertise as protocols converge on higher lane rates. However, vendor competition can compress margins if solutions become more standardized over time.
NVDA:US, AMD:US: Directional impact positive, magnitude low-to-moderate. The mechanism is that as scale-up networks proliferate, accelerator platforms increasingly require ecosystem support for PCIe Gen6/Gen7 and potentially alternative scale-up protocols, which can affect platform design, attach ecosystems, and validation costs.
Near-term versus longer-duration:
Near-term catalysts are limited until PCIe revenue contribution becomes visible, but the Q3 pre-announcement and ongoing AI cluster scaling can lift sentiment for the scale-up connectivity cohort. Longer-duration, the primary shift is that scale-up connectivity is likely to become a higher-volume portion of the AI infrastructure BOM, increasing the importance of retimers, cables, and potentially near-package optics.
READ-THROUGH 9: ACTIVE LED CABLES (ALC) AND ROW-SCALE TOPOLOGIES IMPLY A POTENTIAL SECOND WAVE OF MEDIA SUBSTITUTION OUT TO 30m, WHICH COULD BE A LONG-DATED HEADWIND FOR CERTAIN OPTICS CATEGORIES
Supporting commentary and data points: Credo stated that ALCs “can reach up to 30 meters” and are “ideal for row scale scale-up networks,” with sampling in fiscal 2027 and “initial revenue ramping in fiscal 2028.” (Fintool) Credo also asserted that ALC TAM could be “up to 10 times” scale-out connections and that ALC TAM could be “double the AEC TAM.” (Fintool)
Affected companies (Ticker:Country), directional impact, magnitude, and mechanism:
COHR:US, LITE:US, AAOI:US, FN:US: Directional impact negative long-duration, magnitude potentially high but timing uncertain. The mechanism is that if ALC becomes a viable, reliable, power-efficient alternative for 10m-30m links, it could encroach on portions of the optical transceiver TAM that are currently assumed to be structurally optical. The timing (fiscal 2028 ramp per Credo) makes this more of a strategic monitoring item than an immediate financial impact driver.
APH:US, TEL:US, MMM:US, 3665:TW: Directional impact positive long-duration, magnitude potentially high if ALC reaches scale. The mechanism is expanded “active cable” adoption across longer distances and increased connection counts in row-scale topologies.
Near-term versus longer-duration:
Near-term, this is primarily a narrative and option value; it can influence how long-duration optics TAM is underwritten in valuation frameworks. Longer-duration, the shift could be meaningful if micro-LED based ALC meets reliability and cost targets and is adopted by hyperscalers at scale.
$CRDO (Bloomberg) -- Credo Technology reported preliminary revenue for the third quarter that beat the average analyst estimate.
PRELIMINARY THIRD QUARTER RESULTS
Prelim revenue $404 million to $408 million, estimate $341.2 million (Bloomberg Consensus)
COMMENTARY AND CONTEXT
"Looking towards the end of fiscal year 2026 and into fiscal 2027, Credo expects sequential revenue growth in the mid-single digits leading to more than 200% year-over-year growth in the current fiscal year"
News release announcing the third quarter fiscal year 2026 financial results will be disseminated on March 2
NOTE
For Bloomberg Consensus estimates used in this story see: CRDO Equity MODL
Shares rise 10% in post-market trading to $136.00 on 28,485 shares traded
15 buys, 1 hold, 0 sells
Compound interests retweeted
2025 US family office compensation snapshot
CEO & CIO (dual role)
Cash base: $755k
Cash bonus: $1,077k
Additional incentive: $755k
Total: ~2,587k
Chief Investment Officer
Cash base: $864k
Cash bonus: $958k
Additional incentive: $864k
Total: ~$2,686k
Managing Director / Director of Investments
Cash base: $363k
Cash bonus: $291k
Additional incentive: $363k
Total: ~$1,017k
source: Heidrick & Struggles 2025 Family Office Compensation Survey
Compound interests retweeted
Jeffrey Epstein was paying $10,000/month for SEO services to cover up his crimes.
And not to make this weird, but…
The same stuff he paid for is what companies *currently* use to make 10s to 100s of millions of dollars.
Here is exactly how the scheme worked:
Among the e-mails that came out recently were some between Epstein and his SEO service providers.
Basically, he was paying roughly $10,000 per month for search suppression and reputation control.
The tactics outlined in those emails are uncomfortable to read, but they also reveal how search systems actually work.
Epstein's reps attempted to:
Control Wikipedia because it sat at the top of the results
Create multiple standalone sites to manufacture alternative narratives
Push positive and neutral coverage up with links
Flood the index with adjacent entities and similar names
Manipulate images, headlines and associations
Starve negative pages of reinforcement while amplifying others
The strategy itself is revealing because it is literally used today by companies that are generating many millions of dollars.
He was using these tactics for evil, obviously, but brands use it for... good? I guess? Or at the very least nowhere near as bad.
AI search works the same way as traditional search, but is less forgiving in a lot of ways.
ChatGPT, Perplexity, Gemini and Google AI Overviews synthesize patterns.
They ask questions like:
Which brands are consistently mentioned?
Which explanations repeat across sources?
Which entities appear together?
Which narratives reinforce each other across the web?
What actually works now is a slightly cleaner and obviously more ethical version of what those old tactics were attempting.
Clear entity definition.
Consistent explanations.
Distributed reinforcement.
Structured, extractable content.
Today, the brands that do really well are the ones that:
Publish comparison driven content that defines the category
Control how their product is explained
Reinforce the same language across multiple trusted domains
Give AI systems clean answers they can safely reuse
Stay fresh, consistent, and boring in the best possible way
This is also why AI visibility is volatile.
If you stop reinforcing your narrative, the system replaces you.
Now, to be clear: what Epstein was trying to do was hide reality, whereas what modern SEO and AI Search Optimization does is teach systems what is real.
Big difference.
But yeah, all in all, interesting stuff.
Traditional AI search has always been about controlling what the system believes about an entity.
AI search has made that even more visible.
Anyway, if you want to learn how to do this the right way and get your brand mentioned inside ChatGPT and Google AI answers within the next 30 days, RT this + follow me + reply “AI SEO”
You must do all three for the DM.
Compound interests retweeted
You can't do anything with five, Greg. Five's a nightmare.
Oh, yeah. Can't retire. Not worth it to work. Oh, yes, five will drive you un poco loco, my fine feathered friend.
The poorest rich person in America. The world's tallest dwarf.
The weakest strong man at the circus.
Compound interests retweeted
I went to a conference of over 100+ people selling digital products, each person making 7 to 9 figures per year (in Miami)
I've never felt so behind and broke even tho im making millions already
people were making millions with ebooks and courses on a variety of topics/niches: Ecom, Tik Tok shop, websites, etc
never been so inspired and motivated to grow more :)
I've gathered some secret business methods including :
1) how they're getting millions of views per week
2) converting those views into $3K+ sales daily
3) how to automate the entire thing and build systems
4) breakdown example of posts and products sold
5) show you how many sales, sales calls, entire funnel
6) case studies : how complete beginners scaled to $100K+ per month within 8 months with the right methods
7) and how you can get started :)
comment "HOW" if you want this
must be following + retweet to receive
Compound interests retweeted
Mike Green (@profplum99) and I rarely agree on anything, but this piece he wrote is a must-read for every person in business or finance.
One of those things you read and then can't unsee what you learned.
yesigiveafig.com/p/part-1-my…
Compound interests retweeted
Replying to @RolandForTexas
You are a taker, not a maker. All you’ve done your whole life is take from the makers of the world.
The zero-sum mindset you have is at the root of so much evil. Once you realize that civilization is not zero-sum and that it is about making far more than one consumes, then it becomes obvious that the path to prosperity for all is just let the makers make.
Regarding Tesla, the reality is that I have been given nothing.
However, if I lead Tesla to become the most valuable company in the world by far and it stays that way for 5 years, shareholders voted to award me 12% of what is built. Anyone who wants to come along for the ride can buy Tesla stock.
If Tesla “merely” becomes a $1.999 trillion dollar company, I get nothing. This is a great deal for shareholders, which is why they voted so overwhelmingly to approve this, for which I am immensely grateful.
And they did so by a margin far more than you won your political seat.
Compound interests retweeted
.@SenWarren and @SenAmyKlobuchar: you are failures.
You failed to derail the electoral success of one of our great allies in Latin America, President @JMilei. He won in a landslide with the poorest members of society voting for economic freedom—a notion anathema in particular to the Senate’s resident American Peronist, Senator Warren.
You failed to reopen the government, preventing our Administration’s efforts to get aid to American farmers, as well as our planned activation of the Farm Credit Agency to assist our farmers with next year’s crops.
As the attached photo demonstrates, @POTUS is in Asia showing what successful American leadership looks like. Today’s announcement after his meeting with President Xi will be a resounding victory for our great farmers.
While I know it will be soul-crushing for you, please re-focus your staff away from writing incoherent letters to myself and others, and instead work towards opening the government.
If you decide to further add to your legacy of failure by voting to keep the government closed over the upcoming Thanksgiving holiday, ruining the number one travel day for American families, you should both be ashamed.
P.S. I am happy to inform you both that the Argentine economic bridge has now turned a profit for the American people. While “profit” is a private sector word that you may both be unfamiliar with, I would urge you to look past your previous experience working alongside the Biden Administration’s autopenned efforts to bankrupt the US government.
Compound interests retweeted
Dear Investor,
Humanoid Robotics is getting real - planned IPOs, #Tesla ( $TSLA) manufacturing plant for Optimus been green lit, @Figure_robot capitalizing itself for mass production of 100k units over next 4 yrs…Do you know how to get good exposure?
We’ve done a 65 page deep dive mapping all the players, explaining the products, breaking down the bill of materials and considering which stocks are poised to win at the early stage.
#humanoidrobotics #IPOAlert #investing
To get the report:
1. Follow me (so I can DM you)
2. Like and retweet
3. Reply here with "Robot" so I can follow you up with the link.





































