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ALT The American AI Bargain: Socialize the Floor. Never Socialize the Upside. AI → meritocracy at unprecedented scale Automation → routine skills ↓ Credentials ≠ moat Invention + judgment + execution → nonlinear returns Protect citizens from technological displacement with a living floor. Then let inventors keep what they create. Capitalism with a safety net, not an incentive ceiling. ⬇️ One of AI’s hottest new jobs: legal engineer. Not quite lawyer. Not quite software engineer. Law + AI + business-process engineering. Comp already reaches $300K+, Big Law is building dedicated teams, and Microsoft/Nvidia are hiring. The interesting part: no JD necessarily required. AI may flatten the lawyer pyramid while massively increasing the value of people who can redesign the system.
ALT Genuine question: if AI safety isn’t about enforceable accountability, are Chinese SOEs now supposed to be more law-abiding than U.S. companies? https://x.com/mohossain/status/2101849160106262931?a=ObO-iADKxLRVllRhzwA&s=46 @andrewrsorkin @BeckyQuick ht: BofA
ALT US-China AI race: • China estimated ~3–6 months behind US frontier models • 5 Chinese firms collected >180M model messages / 5 months • DeepSeek: 800K distilled examples → math score 15%→46% • Anthropic countermeasures reportedly cut harvesting 90–99% China’s shortcut = distillation of US frontier intelligence. If US labs close the tap, China loses a cheap path to the frontier. But recursive self-improvement could eventually make the strategy obsolete. ht: TheEconomist
ALT US-China AI race: • China estimated ~3–6 months behind US frontier models • 5 Chinese firms collected >180M model messages / 5 months • DeepSeek: 800K distilled examples → math score 15%→46% • Anthropic countermeasures reportedly cut harvesting 90–99% China’s shortcut = distillation of US frontier intelligence. If US labs close the tap, China loses a cheap path to the frontier. But recursive self-improvement could eventually make the strategy obsolete. ht: TheEconomist
ALT 🇺🇸US: innovate → invest → scale. 🇨🇳China: observe → extract → Ctrl‑C. “Made in China 2.0” is the only growth model where IP theft replaces R&D and Ctrl‑C counts as capex. ⬇️ @OpenAI @AnthropicAI Accused Of Copying U.S. AI, Chinese Founders Mint Billions via Forbes https://x.com/forbes/status/2039705656639267279?s=46 ht:GS #materials #Chemicals
ALT 🇺🇸US: innovate → invest → scale. 🇨🇳China: observe → extract → Ctrl‑C. “Made in China 2.0” is the only growth model where IP theft replaces R&D and Ctrl‑C counts as capex. ⬇️ @OpenAI @AnthropicAI Accused Of Copying U.S. AI, Chinese Founders Mint Billions via Forbes https://x.com/forbes/status/2039705656639267279?s=46 ht:GS #materials #Chemicals
ALT 🇺🇸US: innovate → invest → scale. 🇨🇳China: observe → extract → Ctrl‑C. “Made in China 2.0” is the only growth model where IP theft replaces R&D and Ctrl‑C counts as capex. ⬇️ @OpenAI @AnthropicAI Accused Of Copying U.S. AI, Chinese Founders Mint Billions via Forbes https://x.com/forbes/status/2039705656639267279?s=46 ht:GS #materials #Chemicals
ALT Oil’s absurdity: Middle East exports >17mb/d, yet Brent trades near $115. China’s spot buying strains tanker capacity, Hormuz workarounds lift freight from 4–7% to 25–30% of delivered cost, and war risk adds ≈$20/bbl versus JPM’s “fair value.” Not scarcity alone, but geography, logistics and optionality.
ALT Oil’s absurdity: Middle East exports >17mb/d, yet Brent trades near $115. China’s spot buying strains tanker capacity, Hormuz workarounds lift freight from 4–7% to 25–30% of delivered cost, and war risk adds ≈$20/bbl versus JPM’s “fair value.” Not scarcity alone, but geography, logistics and optionality.
ALT Are current crude benchmarks signaling a lower bound, given Brent looks stretched at ~$102/bbl? Middle East flows are still soft, total exports hover near 20.5mbd vs. the 23mbd normal band. Crude has mostly healed (17.5mbd, 98%) while products drag (~3mbd, 58%). Western Canadian flows are structurally rising, increasingly pushing barrels toward Asia and the Gulf Coast (though still in relatively very small volumes). Venezuela’s and Iran’s charts both show China as the gravitational sink for distressed barrels, and China’s own crude stocks have slid sharply toward ~750mn bbl. Add SoH throughput ~13mbd and record freight at $1.27mm/day #EnergySecurity #oott #oilprice ht:ECL/boa/mco/jpm/SEMAFOR
ALT Are current crude benchmarks signaling a lower bound, given Brent looks stretched at ~$102/bbl? Middle East flows are still soft, total exports hover near 20.5mbd vs. the 23mbd normal band. Crude has mostly healed (17.5mbd, 98%) while products drag (~3mbd, 58%). Western Canadian flows are structurally rising, increasingly pushing barrels toward Asia and the Gulf Coast (though still in relatively very small volumes). Venezuela’s and Iran’s charts both show China as the gravitational sink for distressed barrels, and China’s own crude stocks have slid sharply toward ~750mn bbl. Add SoH throughput ~13mbd and record freight at $1.27mm/day #EnergySecurity #oott #oilprice ht:ECL/boa/mco/jpm/SEMAFOR
ALT Are current crude benchmarks signaling a lower bound, given Brent looks stretched at ~$102/bbl? Middle East flows are still soft, total exports hover near 20.5mbd vs. the 23mbd normal band. Crude has mostly healed (17.5mbd, 98%) while products drag (~3mbd, 58%). Western Canadian flows are structurally rising, increasingly pushing barrels toward Asia and the Gulf Coast (though still in relatively very small volumes). Venezuela’s and Iran’s charts both show China as the gravitational sink for distressed barrels, and China’s own crude stocks have slid sharply toward ~750mn bbl. Add SoH throughput ~13mbd and record freight at $1.27mm/day #EnergySecurity #oott #oilprice ht:ECL/boa/mco/jpm/SEMAFOR
ALT Are current crude benchmarks signaling a lower bound, given Brent looks stretched at ~$102/bbl? Middle East flows are still soft, total exports hover near 20.5mbd vs. the 23mbd normal band. Crude has mostly healed (17.5mbd, 98%) while products drag (~3mbd, 58%). Western Canadian flows are structurally rising, increasingly pushing barrels toward Asia and the Gulf Coast (though still in relatively very small volumes). Venezuela’s and Iran’s charts both show China as the gravitational sink for distressed barrels, and China’s own crude stocks have slid sharply toward ~750mn bbl. Add SoH throughput ~13mbd and record freight at $1.27mm/day #EnergySecurity #oott #oilprice ht:ECL/boa/mco/jpm/SEMAFOR
ALT US soft power meets Chinese checkbook diplomacy: five countries captured ≈80% of both powers’ foreign mining investment. DRC mining FDI ≈8% of GDP; US spend ≈$0→$15.4bn; China >$30bn. But exploration remains ≈40% below peak. Rivalry enriches incumbents ≠ solves scarcity.
ALT US soft power meets Chinese checkbook diplomacy: five countries captured ≈80% of both powers’ foreign mining investment. DRC mining FDI ≈8% of GDP; US spend ≈$0→$15.4bn; China >$30bn. But exploration remains ≈40% below peak. Rivalry enriches incumbents ≠ solves scarcity.
ALT 🇺🇸U.S. gives aid, China sends invoices; two models, one global balance sheet. https://x.com/mohossain/status/1992452381464793154?s=46
ALT What if gridlock in Washington is actually bullish for Wall Street? Political paralysis ≠ market paralysis. Historical avg annual S&P 500 total returns, 1936–2025: D President / R Congress: 9% R / R: 12% D / D: 12% R / Split: 15% R / D: 16% D / Split: 16% #RiskManagement @ennovance @mohossain www.Ennovance.com
ALT What if gridlock in Washington is actually bullish for Wall Street? Political paralysis ≠ market paralysis. Historical avg annual S&P 500 total returns, 1936–2025: D President / R Congress: 9% R / R: 12% D / D: 12% R / Split: 15% R / D: 16% D / Split: 16% #RiskManagement @ennovance @mohossain www.Ennovance.com
ALT What if gridlock in Washington is actually bullish for Wall Street? Political paralysis ≠ market paralysis. Historical avg annual S&P 500 total returns, 1936–2025: D President / R Congress: 9% R / R: 12% D / D: 12% R / Split: 15% R / D: 16% D / Split: 16% #RiskManagement @ennovance @mohossain www.Ennovance.com
ALT What if gridlock in Washington is actually bullish for Wall Street? Political paralysis ≠ market paralysis. Historical avg annual S&P 500 total returns, 1936–2025: D President / R Congress: 9% R / R: 12% D / D: 12% R / Split: 15% R / D: 16% D / Split: 16% #RiskManagement @ennovance @mohossain www.Ennovance.com
ALT Defense tech’s capital stack is being rewritten: PE growth investment hit $4B through 9M26 vs $500M in 2024 = 8x. Growth deals: 15→31→48. Growth now = 41% of defense PE deal value vs 3% in 2024. Meanwhile NATO/allied defense startups raised $27.1B through Sept. PE is invading VC territory as the constraint shifts from innovation → industrial-scale production. Bull case: rising budgets + rearmament. Bear case: valuations outrunning revenues + thin exits. 504 PE deals since 2021 vs 101 exits. Capital abundance ≠ realized returns. ⬇️ Private equity pours billions into defense tech as investors debate bubble https://www.cnbc.com/2026/10/26/defense-tech-private-equity-investment.html
ALT Defense tech’s capital stack is being rewritten: PE growth investment hit $4B through 9M26 vs $500M in 2024 = 8x. Growth deals: 15→31→48. Growth now = 41% of defense PE deal value vs 3% in 2024. Meanwhile NATO/allied defense startups raised $27.1B through Sept. PE is invading VC territory as the constraint shifts from innovation → industrial-scale production. Bull case: rising budgets + rearmament. Bear case: valuations outrunning revenues + thin exits. 504 PE deals since 2021 vs 101 exits. Capital abundance ≠ realized returns. ⬇️ Private equity pours billions into defense tech as investors debate bubble https://www.cnbc.com/2026/10/26/defense-tech-private-equity-investment.html
ALT Anthropic IPO ≠ tech listing. It’s the AI capex stress test. $965B private mark | $16.8B Q3 rev | +45% QoQ vs +141% Q2 | up to $807B compute commitments | $740B hyperscaler AI capex | $1.1T private AI funding since ’22. Share loss = manageable. AI demand slowdown = systemic. Anthropic is effectively price discovery for the entire chips→cloud→DC→power→AI stack. ⬇️ https://www.nytimes.com/2026/10/26/technology/anthropic-going-public-stakes.html Private market investors have poured $1.1 trillion into AI companies since 2022.
ALT Anthropic IPO ≠ tech listing. It’s the AI capex stress test. $965B private mark | $16.8B Q3 rev | +45% QoQ vs +141% Q2 | up to $807B compute commitments | $740B hyperscaler AI capex | $1.1T private AI funding since ’22. Share loss = manageable. AI demand slowdown = systemic. Anthropic is effectively price discovery for the entire chips→cloud→DC→power→AI stack. ⬇️ https://www.nytimes.com/2026/10/26/technology/anthropic-going-public-stakes.html Private market investors have poured $1.1 trillion into AI companies since 2022.
ALT Capex Today, Superintelligence Tomorrow? 2020: hyperscalers spent ~$100B on capex. 2026: nearly $1T. 2029+: >$1.6T every year. Meta is spending $135-145B next year to chase superintelligence. The entire investment thesis boils down to one equation: ROI(AGI) > Cost(capital) Nothing else matters. Everyone wants AGI. Nobody wants the depreciation bill. @ennovance
ALT The AI trade is splitting: B300 rental cost: ~$4.8/hr → ~$7.5/hr, +~55%. Neocloud ETF: ~+20% → ~-25%. S&P 500: ~+10%. Cost of compute ↑ Value of compute owners ↑ Value of capital-intensive compute renters ↓ AI demand remains real. The economics are getting harder.
ALT The AI trade is splitting: B300 rental cost: ~$4.8/hr → ~$7.5/hr, +~55%. Neocloud ETF: ~+20% → ~-25%. S&P 500: ~+10%. Cost of compute ↑ Value of compute owners ↑ Value of capital-intensive compute renters ↓ AI demand remains real. The economics are getting harder.
ALT The national debt is growing at an unprecedented pace and almost nobody is prepared to stop it
ALT The national debt is growing at an unprecedented pace and almost nobody is prepared to stop it
ALT The chart shows how presidential EO velocity sets the policy tone long before Congress can counter. Biden’s early‑term surge and current administration ramp both underscore the same point, the modern presidency governs through executive action, not legislative consensus (EO issuance by “days into term,” which highlights pace, not just totals. Truman’s curve shoots upward faster and higher!) EO cadence = policy direction. Congress = policy drag coefficient. https://x.com/mohossain/status/2105532379066474611?s=46 ht:MCO https://x.com/mohossain/status/2105532379066474611?s=46 ht:MCO
ALT US growth reaccelerates: 3Q26 real GDP +3.4% SAAR vs +3.1% est; consumer spending +3.8%; private domestic final sales +4.9%, fastest since 2Q21. AI/high-tech capex now >⅓ of GDP growth. Net exports: -3.3pp. Growth ↑ + inflation ↑ = Fed tightening bias. Real wages ↓ 6 straight months.
ALT US growth reaccelerates: 3Q26 real GDP +3.4% SAAR vs +3.1% est; consumer spending +3.8%; private domestic final sales +4.9%, fastest since 2Q21. AI/high-tech capex now >⅓ of GDP growth. Net exports: -3.3pp. Growth ↑ + inflation ↑ = Fed tightening bias. Real wages ↓ 6 straight months.
ALT The US consumer ≠ as K-shaped as advertised. • Spending growth: ~4–5% YoY across income cohorts • Bottom 20% net worth: ~+80% since 2019 • 80–99th percentile: ~+95% • Top 1%: ~+100% Dispersion exists. But the aggregate consumer story is considerably broader than the prevailing narrative.
ALT The US consumer ≠ as K-shaped as advertised. • Spending growth: ~4–5% YoY across income cohorts • Bottom 20% net worth: ~+80% since 2019 • 80–99th percentile: ~+95% • Top 1%: ~+100% Dispersion exists. But the aggregate consumer story is considerably broader than the prevailing narrative.
ALT 𝐓𝐡𝐞 “𝐨𝐯𝐞𝐫𝐥𝐞𝐯𝐞𝐫𝐚𝐠𝐞𝐝 𝐜𝐨𝐧𝐬𝐮𝐦𝐞𝐫” 𝐧𝐚𝐫𝐫𝐚𝐭𝐢𝐯𝐞 𝐤𝐞𝐞𝐩𝐬 𝐜𝐨𝐥𝐥𝐢𝐝𝐢𝐧𝐠 𝐰𝐢𝐭𝐡 𝐭𝐡𝐞 𝐝𝐚𝐭𝐚. • Credit card debt/assets ↓ • Card debt/PCE ↓ • Personal interest payments/disposable income ~stable • Bank willingness to lend ↑ • Net charge-offs trending lower (~3.7% industry average) While nominal debt is higher, debt relative to assets, income, and spending is easing. Consumer credit is not flashing recession. 𝐓𝐡𝐞 𝐜𝐨𝐧𝐬𝐮𝐦𝐞𝐫 ≠ 𝐭𝐚𝐩𝐩𝐞𝐝 𝐨𝐮𝐭. The balance sheet remains far healthier than the headlines suggest
ALT 𝐓𝐡𝐞 “𝐨𝐯𝐞𝐫𝐥𝐞𝐯𝐞𝐫𝐚𝐠𝐞𝐝 𝐜𝐨𝐧𝐬𝐮𝐦𝐞𝐫” 𝐧𝐚𝐫𝐫𝐚𝐭𝐢𝐯𝐞 𝐤𝐞𝐞𝐩𝐬 𝐜𝐨𝐥𝐥𝐢𝐝𝐢𝐧𝐠 𝐰𝐢𝐭𝐡 𝐭𝐡𝐞 𝐝𝐚𝐭𝐚. • Credit card debt/assets ↓ • Card debt/PCE ↓ • Personal interest payments/disposable income ~stable • Bank willingness to lend ↑ • Net charge-offs trending lower (~3.7% industry average) While nominal debt is higher, debt relative to assets, income, and spending is easing. Consumer credit is not flashing recession. 𝐓𝐡𝐞 𝐜𝐨𝐧𝐬𝐮𝐦𝐞𝐫 ≠ 𝐭𝐚𝐩𝐩𝐞𝐝 𝐨𝐮𝐭. The balance sheet remains far healthier than the headlines suggest
ALT 𝐓𝐡𝐞 “𝐨𝐯𝐞𝐫𝐥𝐞𝐯𝐞𝐫𝐚𝐠𝐞𝐝 𝐜𝐨𝐧𝐬𝐮𝐦𝐞𝐫” 𝐧𝐚𝐫𝐫𝐚𝐭𝐢𝐯𝐞 𝐤𝐞𝐞𝐩𝐬 𝐜𝐨𝐥𝐥𝐢𝐝𝐢𝐧𝐠 𝐰𝐢𝐭𝐡 𝐭𝐡𝐞 𝐝𝐚𝐭𝐚. • Credit card debt/assets ↓ • Card debt/PCE ↓ • Personal interest payments/disposable income ~stable • Bank willingness to lend ↑ • Net charge-offs trending lower (~3.7% industry average) While nominal debt is higher, debt relative to assets, income, and spending is easing. Consumer credit is not flashing recession. 𝐓𝐡𝐞 𝐜𝐨𝐧𝐬𝐮𝐦𝐞𝐫 ≠ 𝐭𝐚𝐩𝐩𝐞𝐝 𝐨𝐮𝐭. The balance sheet remains far healthier than the headlines suggest
ALT 𝐓𝐡𝐞 “𝐨𝐯𝐞𝐫𝐥𝐞𝐯𝐞𝐫𝐚𝐠𝐞𝐝 𝐜𝐨𝐧𝐬𝐮𝐦𝐞𝐫” 𝐧𝐚𝐫𝐫𝐚𝐭𝐢𝐯𝐞 𝐤𝐞𝐞𝐩𝐬 𝐜𝐨𝐥𝐥𝐢𝐝𝐢𝐧𝐠 𝐰𝐢𝐭𝐡 𝐭𝐡𝐞 𝐝𝐚𝐭𝐚. • Credit card debt/assets ↓ • Card debt/PCE ↓ • Personal interest payments/disposable income ~stable • Bank willingness to lend ↑ • Net charge-offs trending lower (~3.7% industry average) While nominal debt is higher, debt relative to assets, income, and spending is easing. Consumer credit is not flashing recession. 𝐓𝐡𝐞 𝐜𝐨𝐧𝐬𝐮𝐦𝐞𝐫 ≠ 𝐭𝐚𝐩𝐩𝐞𝐝 𝐨𝐮𝐭. The balance sheet remains far healthier than the headlines suggest
ALT The healthcare divergence is getting extreme: Stocks: +20.5% vs S&P +8.8% Jobs: +2.0% vs ~flat ex-healthcare YoY employment: healthcare +2% vs non-healthcare ~0% Benefits inflation: +6.4% vs wages +3.1% Healthcare isn’t just outperforming the market. It’s increasingly propping up the labor market while becoming more expensive to provide. #ennovance @mohossain
ALT The healthcare divergence is getting extreme: Stocks: +20.5% vs S&P +8.8% Jobs: +2.0% vs ~flat ex-healthcare YoY employment: healthcare +2% vs non-healthcare ~0% Benefits inflation: +6.4% vs wages +3.1% Healthcare isn’t just outperforming the market. It’s increasingly propping up the labor market while becoming more expensive to provide. #ennovance @mohossain
ALT The healthcare divergence is getting extreme: Stocks: +20.5% vs S&P +8.8% Jobs: +2.0% vs ~flat ex-healthcare YoY employment: healthcare +2% vs non-healthcare ~0% Benefits inflation: +6.4% vs wages +3.1% Healthcare isn’t just outperforming the market. It’s increasingly propping up the labor market while becoming more expensive to provide. #ennovance @mohossain
ALT The healthcare divergence is getting extreme: Stocks: +20.5% vs S&P +8.8% Jobs: +2.0% vs ~flat ex-healthcare YoY employment: healthcare +2% vs non-healthcare ~0% Benefits inflation: +6.4% vs wages +3.1% Healthcare isn’t just outperforming the market. It’s increasingly propping up the labor market while becoming more expensive to provide. #ennovance @mohossain
ALT S&P 500 seasonality since 1928: Oct 27 historically marks the final dip. Midterm years are even more striking: ~4–5% slide from the spring peak into early Oct, then a sharp Q4 reversal. 21 of the last 23 midterms were higher 3 months after early Oct. 2026: +11% YTD by May 29, but <1% added since. Election uncertainty clearing + year-end seasonality = Santa setup. Seasonality ≠ destiny.
ALT LBO nation? Buy, borrow, die” is going mainstream. Securities-backed credit lines can reach 70%+ of stock portfolios and 80%+ against bonds/cash, with rates ~5–7%. Why sell appreciated assets and trigger 35%+ combined capital-gains tax when you can borrow instead? The catch: margin-call risk. https://www.barrons.com/articles/borrowing-against-your-securities-portfolio-054dbd61
ALT 1870s railroads: 2.24% GDP Dot-com: ~1.2% AI by 2032: 3.63% Biggest buildout of the three. History’s lesson: world-changing technology and investment bubbles aren’t mutually exclusive. ⬇️ What 150 Years of Bubbles Teach Us About the AI Boom https://www.barrons.com/articles/stock-market-bubbles-crashes-ai-history-59c90bf5
ALT 1870s railroads: 2.24% GDP Dot-com: ~1.2% AI by 2032: 3.63% Biggest buildout of the three. History’s lesson: world-changing technology and investment bubbles aren’t mutually exclusive. ⬇️ What 150 Years of Bubbles Teach Us About the AI Boom https://www.barrons.com/articles/stock-market-bubbles-crashes-ai-history-59c90bf5
ALT Ken Griffin has said investors are "almost certainly" in an AI bubble, a view others share. Folks may be interested in how you're thinking about positioning: are you net short the capex chain, or favoring pairs (long the companies monetizing AI, short those still working to realize returns)? Which catalysts are you watching for a potential reset, such as hyperscaler capex guidance, AI-lab funding and IPO windows, data-center credit spreads, or power constraints? And how are you sizing and hedging in case the cycle extends another 6-18 months? https://x.com/mohossain/status/2066352326324150736?s=46 #RiskArb #Vol $
ALT China’s state-enabled automotive excellence is bullish for consumers, brutal for incumbents and lousy for shareholders. China’s EV blitz is a global capacity shock: • Capacity ≈2× domestic sales • Exports: 1M in 2020 → 10M in 2026 • ~100 automakers at ~50% utilization • Domestic market: 30M vehicles/year • BYD SUV ≈40% cheaper than Model Y World-class products. Ruinous economics. A global knife fight funded by overcapacity.
ALT China’s state-enabled automotive excellence is bullish for consumers, brutal for incumbents and lousy for shareholders. China’s EV blitz is a global capacity shock: • Capacity ≈2× domestic sales • Exports: 1M in 2020 → 10M in 2026 • ~100 automakers at ~50% utilization • Domestic market: 30M vehicles/year • BYD SUV ≈40% cheaper than Model Y World-class products. Ruinous economics. A global knife fight funded by overcapacity.
ALT China’s state-enabled automotive excellence is bullish for consumers, brutal for incumbents and lousy for shareholders. China’s EV blitz is a global capacity shock: • Capacity ≈2× domestic sales • Exports: 1M in 2020 → 10M in 2026 • ~100 automakers at ~50% utilization • Domestic market: 30M vehicles/year • BYD SUV ≈40% cheaper than Model Y World-class products. Ruinous economics. A global knife fight funded by overcapacity.
ALT China’s state-enabled automotive excellence is bullish for consumers, brutal for incumbents and lousy for shareholders. China’s EV blitz is a global capacity shock: • Capacity ≈2× domestic sales • Exports: 1M in 2020 → 10M in 2026 • ~100 automakers at ~50% utilization • Domestic market: 30M vehicles/year • BYD SUV ≈40% cheaper than Model Y World-class products. Ruinous economics. A global knife fight funded by overcapacity.
ALT 41% of US market cap is now concentrated in the AI Big 10. Historical bubble peaks: 🚂 63% Railroads 🇯🇵 44% Japan 🌐 41% TMT 📈 40% Nifty Fifty What’s different? Semis aren’t just driving prices. They are 19% of index weight but 35% of earnings growth. Momentum is fundamental until it isn’t ht:BofA/Barclays #RiskManagement $ @ennovance
ALT 41% of US market cap is now concentrated in the AI Big 10. Historical bubble peaks: 🚂 63% Railroads 🇯🇵 44% Japan 🌐 41% TMT 📈 40% Nifty Fifty What’s different? Semis aren’t just driving prices. They are 19% of index weight but 35% of earnings growth. Momentum is fundamental until it isn’t ht:BofA/Barclays #RiskManagement $ @ennovance
ALT The AI boom has produced trillion-dollar winners, but little evidence of broad corporate payoff. AI remains a Mag 7 story, not an economy-wide story: • revenue/employee is up for the Mag 7 but flat for the S&P 493; • profit margins are up for the Mag 7 but flat for the S&P 493; • AI/token spending remains concentrated among a small cohort of VC-backed firms; and • productivity growth shows no meaningful AI boost. AI adoption ≠ AI monetization. Until AI lifts revenue growth or margins outside tech, its macroeconomic impact will remain limited. #Capex #RiskManagement #AGI #AI #Tech @ennovance
ALT The AI boom has produced trillion-dollar winners, but little evidence of broad corporate payoff. AI remains a Mag 7 story, not an economy-wide story: • revenue/employee is up for the Mag 7 but flat for the S&P 493; • profit margins are up for the Mag 7 but flat for the S&P 493; • AI/token spending remains concentrated among a small cohort of VC-backed firms; and • productivity growth shows no meaningful AI boost. AI adoption ≠ AI monetization. Until AI lifts revenue growth or margins outside tech, its macroeconomic impact will remain limited. #Capex #RiskManagement #AGI #AI #Tech @ennovance
ALT The AI boom has produced trillion-dollar winners, but little evidence of broad corporate payoff. AI remains a Mag 7 story, not an economy-wide story: • revenue/employee is up for the Mag 7 but flat for the S&P 493; • profit margins are up for the Mag 7 but flat for the S&P 493; • AI/token spending remains concentrated among a small cohort of VC-backed firms; and • productivity growth shows no meaningful AI boost. AI adoption ≠ AI monetization. Until AI lifts revenue growth or margins outside tech, its macroeconomic impact will remain limited. #Capex #RiskManagement #AGI #AI #Tech @ennovance
ALT The AI boom has produced trillion-dollar winners, but little evidence of broad corporate payoff. AI remains a Mag 7 story, not an economy-wide story: • revenue/employee is up for the Mag 7 but flat for the S&P 493; • profit margins are up for the Mag 7 but flat for the S&P 493; • AI/token spending remains concentrated among a small cohort of VC-backed firms; and • productivity growth shows no meaningful AI boost. AI adoption ≠ AI monetization. Until AI lifts revenue growth or margins outside tech, its macroeconomic impact will remain limited. #Capex #RiskManagement #AGI #AI #Tech @ennovance
ALT Where the Jobs Are Isn’t Where the Value Is: A Tale of Sectoral Imbalance. 𝐂𝐨𝐧𝐬𝐭𝐫𝐮𝐜𝐭𝐢𝐨𝐧, 𝐞𝐝𝐮𝐜𝐚𝐭𝐢𝐨𝐧, 𝐠𝐨𝐯𝐞𝐫𝐧𝐦𝐞𝐧𝐭, 𝐡𝐞𝐚𝐥𝐭𝐡𝐜𝐚𝐫𝐞, 𝐚𝐧𝐝 𝐫𝐞𝐬𝐞𝐚𝐫𝐜𝐡 𝐩𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐯𝐢𝐭𝐲 𝐡𝐚𝐯𝐞 𝐚𝐥𝐥 𝐡𝐢𝐭 𝐚 𝐰𝐚𝐥𝐥. 𝑊𝑖𝑙𝑙 𝐴𝐼 𝑓𝑖𝑛𝑎𝑙𝑙𝑦 𝑑𝑒𝑙𝑖𝑣𝑒𝑟 𝑟𝑒𝑎𝑙 𝑝𝑟𝑜𝑑𝑢𝑐𝑡𝑖𝑣𝑖𝑡𝑦 𝑔𝑎𝑖𝑛𝑠 𝑛𝑒𝑥𝑡 𝑦𝑒𝑎𝑟. 𝑎𝑛𝑑 𝑙𝑖𝑓𝑡 𝐴𝑚𝑒𝑟𝑖𝑐𝑎𝑛𝑠’ 𝑙𝑖𝑣𝑖𝑛𝑔 𝑠𝑡𝑎𝑛𝑑𝑎𝑟𝑑𝑠 𝑠𝑢𝑠𝑡𝑎𝑖𝑛𝑎𝑏𝑙𝑦? https://x.com/mohossain/status/1977935692551332307?s=46 #AI #job #productivity #wage #gdp #m2 #fedrate #AI #job #productivity MoHissain @ennovance #job #wage #innovation #hospital #healthcare #education
ALT Where the Jobs Are Isn’t Where the Value Is: A Tale of Sectoral Imbalance. 𝐂𝐨𝐧𝐬𝐭𝐫𝐮𝐜𝐭𝐢𝐨𝐧, 𝐞𝐝𝐮𝐜𝐚𝐭𝐢𝐨𝐧, 𝐠𝐨𝐯𝐞𝐫𝐧𝐦𝐞𝐧𝐭, 𝐡𝐞𝐚𝐥𝐭𝐡𝐜𝐚𝐫𝐞, 𝐚𝐧𝐝 𝐫𝐞𝐬𝐞𝐚𝐫𝐜𝐡 𝐩𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐯𝐢𝐭𝐲 𝐡𝐚𝐯𝐞 𝐚𝐥𝐥 𝐡𝐢𝐭 𝐚 𝐰𝐚𝐥𝐥. 𝑊𝑖𝑙𝑙 𝐴𝐼 𝑓𝑖𝑛𝑎𝑙𝑙𝑦 𝑑𝑒𝑙𝑖𝑣𝑒𝑟 𝑟𝑒𝑎𝑙 𝑝𝑟𝑜𝑑𝑢𝑐𝑡𝑖𝑣𝑖𝑡𝑦 𝑔𝑎𝑖𝑛𝑠 𝑛𝑒𝑥𝑡 𝑦𝑒𝑎𝑟. 𝑎𝑛𝑑 𝑙𝑖𝑓𝑡 𝐴𝑚𝑒𝑟𝑖𝑐𝑎𝑛𝑠’ 𝑙𝑖𝑣𝑖𝑛𝑔 𝑠𝑡𝑎𝑛𝑑𝑎𝑟𝑑𝑠 𝑠𝑢𝑠𝑡𝑎𝑖𝑛𝑎𝑏𝑙𝑦? https://x.com/mohossain/status/1977935692551332307?s=46 #AI #job #productivity #wage #gdp #m2 #fedrate #AI #job #productivity MoHissain @ennovance #job #wage #innovation #hospital #healthcare #education
ALT Where the Jobs Are Isn’t Where the Value Is: A Tale of Sectoral Imbalance. 𝐂𝐨𝐧𝐬𝐭𝐫𝐮𝐜𝐭𝐢𝐨𝐧, 𝐞𝐝𝐮𝐜𝐚𝐭𝐢𝐨𝐧, 𝐠𝐨𝐯𝐞𝐫𝐧𝐦𝐞𝐧𝐭, 𝐡𝐞𝐚𝐥𝐭𝐡𝐜𝐚𝐫𝐞, 𝐚𝐧𝐝 𝐫𝐞𝐬𝐞𝐚𝐫𝐜𝐡 𝐩𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐯𝐢𝐭𝐲 𝐡𝐚𝐯𝐞 𝐚𝐥𝐥 𝐡𝐢𝐭 𝐚 𝐰𝐚𝐥𝐥. 𝑊𝑖𝑙𝑙 𝐴𝐼 𝑓𝑖𝑛𝑎𝑙𝑙𝑦 𝑑𝑒𝑙𝑖𝑣𝑒𝑟 𝑟𝑒𝑎𝑙 𝑝𝑟𝑜𝑑𝑢𝑐𝑡𝑖𝑣𝑖𝑡𝑦 𝑔𝑎𝑖𝑛𝑠 𝑛𝑒𝑥𝑡 𝑦𝑒𝑎𝑟. 𝑎𝑛𝑑 𝑙𝑖𝑓𝑡 𝐴𝑚𝑒𝑟𝑖𝑐𝑎𝑛𝑠’ 𝑙𝑖𝑣𝑖𝑛𝑔 𝑠𝑡𝑎𝑛𝑑𝑎𝑟𝑑𝑠 𝑠𝑢𝑠𝑡𝑎𝑖𝑛𝑎𝑏𝑙𝑦? https://x.com/mohossain/status/1977935692551332307?s=46 #AI #job #productivity #wage #gdp #m2 #fedrate #AI #job #productivity MoHissain @ennovance #job #wage #innovation #hospital #healthcare #education
ALT Where the Jobs Are Isn’t Where the Value Is: A Tale of Sectoral Imbalance. 𝐂𝐨𝐧𝐬𝐭𝐫𝐮𝐜𝐭𝐢𝐨𝐧, 𝐞𝐝𝐮𝐜𝐚𝐭𝐢𝐨𝐧, 𝐠𝐨𝐯𝐞𝐫𝐧𝐦𝐞𝐧𝐭, 𝐡𝐞𝐚𝐥𝐭𝐡𝐜𝐚𝐫𝐞, 𝐚𝐧𝐝 𝐫𝐞𝐬𝐞𝐚𝐫𝐜𝐡 𝐩𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐯𝐢𝐭𝐲 𝐡𝐚𝐯𝐞 𝐚𝐥𝐥 𝐡𝐢𝐭 𝐚 𝐰𝐚𝐥𝐥. 𝑊𝑖𝑙𝑙 𝐴𝐼 𝑓𝑖𝑛𝑎𝑙𝑙𝑦 𝑑𝑒𝑙𝑖𝑣𝑒𝑟 𝑟𝑒𝑎𝑙 𝑝𝑟𝑜𝑑𝑢𝑐𝑡𝑖𝑣𝑖𝑡𝑦 𝑔𝑎𝑖𝑛𝑠 𝑛𝑒𝑥𝑡 𝑦𝑒𝑎𝑟. 𝑎𝑛𝑑 𝑙𝑖𝑓𝑡 𝐴𝑚𝑒𝑟𝑖𝑐𝑎𝑛𝑠’ 𝑙𝑖𝑣𝑖𝑛𝑔 𝑠𝑡𝑎𝑛𝑑𝑎𝑟𝑑𝑠 𝑠𝑢𝑠𝑡𝑎𝑖𝑛𝑎𝑏𝑙𝑦? https://x.com/mohossain/status/1977935692551332307?s=46 #AI #job #productivity #wage #gdp #m2 #fedrate #AI #job #productivity MoHissain @ennovance #job #wage #innovation #hospital #healthcare #education