# The Token Bill Comes Due and Demand Blinks - The AI Capex Tracker - Week of June 29, 2026

> The AI Capex Tracker for the week of June 22-29, 2026. The weekend tape pivoted from depreciation math to observed customer behavior, with enterprises capping token spend just as Coherent's CEO described an optics book sold into 2028.

## The AI Capex Tracker

### Week of June 29, 2026: The Token Bill Comes Due and Demand Blinks

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**Issue: Monday, June 29, 2026**

## TL;DR

- **The bear case moved from spreadsheet to behavior.** The weekend tape filled with evidence that enterprises are *capping* AI token spend as subsidies end, the first hard sign the build could outrun paying demand, not just depreciation. ([Better Offline, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOhDYFPFnIG0ciforvk4U0gBLkm6YM4iQNVv4EAaiapcmb8SNMXl9zlN2b4Hb-2FNXNMnBP3HoFxVRbrhLcXdMRuPAEFVbulrexxiz-2FDQmPfhYJQ-3D-3DFHlS_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8qNN1O0Vb2g3Sqcx0T3Vvw6FoaS4kw1zsS7n69FVzZwFYaS-2BuKgRjWAt0HyQys0GT2ncGC7XxoIqBqubTnEdncqWgrq9sp7pNOpLgzE6DmNfTq9ioMDHyx6NKGa9Y4-2FwWA-3D-3D); [Odd Lots, Jun 27](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOg7zqTW6p4JIM4P7iZUQCBfgn179U-2Bd2wl-2BICUpGXx240W48p3eRcxUNpbVTTN0AitJFUmFvXoxBpU32UGwASHq8-2FNk2XnuenFCiSLWslCsIQ-3D-3DjfdW_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8ihaU6N9y3C5AZwH-2FTbZ0z9zXOx3umfGMbC8hsnROZD-2BVJSqey-2FxsHM4gbOtn-2F7E9UT4VUpJNPkGHg53RMZ9lxwsDziGMK-2BYYyGUtRXGUCK9gYur6V-2B4ZBb0eIny4YZ4Mg-3D-3D))
- **The depreciation wall got quantified by fresh voices.** ~**$760B of spend, ~$211B of depreciation hitting this year** on a 3-year chip cycle; Man Group's Ed Cole called it "too much too soon" and an **"earnings bubble more than a valuation bubble."** ([Thoughtful Money, Jun 27](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOgoYSfwqbc3ICViDqieXs8KXYuUj6UFRLakD88PbbMXCe6L4IcjUS6TAejjwMmurmhi82CcP6iYpj5BnxPe-2Fdqw6wVXiXR98lcUV6TQSJmTaA-3D-3DeCcE_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8ru4OPFB92LCgJYhVP7i7HwKgFe-2B7IINLt9MKYhhzWC-2FqlBt83GepdUPcBSxGbOrKg4wvY3mc6YsFK8GV67U2eyFP5y7MUsH8w31Ce9Y7BZ-2F31Pjn44I30gJTI2vl5GJgw-3D-3D); [Merryn Talks Money, Jun 29](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOj7wBMzQp-2Bz-2BFdKxxXyZuSrUAXQgRvthKNezBASJAX4E6-2BOKv7E7UwJvc5c-2FHdEdIUu24RF41wK9BFhMzVERu8LUIzXdZhg6QxbAEdRRSBnkg-3D-3DqX2m_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8jbdtSKgKueGuTLiGCSr-2BMa-2FPti-2FTTNVjrvKiuxY0yyOI29PaQujJO4PcVbZ1IgOAPqU-2BkHPtc-2F-2Fuj2VqZ7TyhQRWg1GUrPkFN4OfudFiM2ROb98yhAFTZr4TmPJbewb9g-3D-3D))
- **But the physical demand is still real, listen to the operator.** Coherent's CEO says optics is **booked through 2026, filling 2027, customers booking into 2028**; memory is **up 2.5x with another doubling flagged by fall 2027.** The squeeze hasn't broken, the *funding* of it might. ([Squawk on the Street 10AM, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOgHlLLv5kxjnhJ5IqXObm-2BjNeNuAIlurP651Pg-2FJiX2dGW3M88IDdSkeBFCafHGy1UwA1QkLAnYQKXH1YxX0MSaj8K8rNWz0ySixhezDNC0og-3D-3D92Ev_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8mkPUU-2F-2BIF7OexI-2B4Rlp1bOnkfIwULQEzhG7U9H6s5m0-2BLIwcH0D0LJVRJ3BMfCZF-2FNuslo-2Fl8Ejbcz1ViHcHBKHENYYaQ6D55VB-2F2DYMrc6v-2FZ1ifLWv4SCqc5jQ6hxOg-3D-3D); [Squawk on the Street 9AM, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOi23eRYNXtNMI4p913CUOuxIc89rGLqrMNcQmevISG-2B9-2B2vgFhQH6I-2Bb5GbyrwvO5NbNy9OChTNm1a-2FLdKr5hHwiB4KxHO0Pi0VcaERMCoWeQ-3D-3DeDUx_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8u7P8lqcbM4nY8Y-2FwjA871D6ALEep4p-2BU3kHggWSr0Y5R1tHZp6FrjVrMHMNVqKz8D-2B6AueATFC2fb2TBtEOirRUYnCpPytNKu-2BrDQ0rLro11cCcc2U-2FvxFtBK6sVlNNoA-3D-3D))

## What's new

Last week was about the recipients winning. This weekend the talk turned to the question that ends cycles: *who pays for the tokens?*

**1. The token reckoning, a demand story, not a valuation story.** [Better Offline, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOhDYFPFnIG0ciforvk4U0gBLkm6YM4iQNVv4EAaiapcmb8SNMXl9zlN2b4Hb-2FNXNMnBP3HoFxVRbrhLcXdMRuPAEFVbulrexxiz-2FDQmPfhYJQ-3D-3DQ-6p_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8kn-2FfHwWK3OEYbdwWQyORbbM7YhWIOFJiI8-2FibbHDWzLlJgSpdzF-2FfR4g3cImGlroPGlkC9DnmU1Vs4dbAtbqfwnQ-2BFlsZGDgZ5HVCuZBKgGM-2FkKXaZbs6t-2Bhk3q3nH8sw-3D-3D) features Ed Zitron (tech-media critic). His "Tokenpocalypse" argues enterprises bought ~$200/month AI seats underwritten by **$8,000 to $14,000/month of real token cost**, and as true rates bite, buyers blink. His named list capping worker token spend includes T-Mobile, Brex, Uber, **Meta**, Walmart, Coinbase and Cisco. It's a critic's framing, but it lands on the variable the bull case assumes away: that demand is price-*inelastic*. If it isn't, the capex-to-revenue conversion cracks from the customer end.

**2. A CFO put a number on it: $100M a month, off-budget.** On [Odd Lots, Jun 27](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOg7zqTW6p4JIM4P7iZUQCBfgn179U-2Bd2wl-2BICUpGXx240W48p3eRcxUNpbVTTN0AitJFUmFvXoxBpU32UGwASHq8-2FNk2XnuenFCiSLWslCsIQ-3D-3DPVHZ_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8pZVAWSDWLefyJMZfmDaEaBKhc0-2FJyVflVsAdHTPqrj6jFWRz47f4Nk7aerx3KtVYYwj3ItyVpbavI95h-2FJFjez643kbIIVUf-2Fgrfz8CBlGdwJJTu3lthTi-2Bze-2FPAvgQ-2Fw-3D-3D), Winston, CFO of Lenovo, gave the cleanest confirmation of the discipline turn: an engineer running up **$100M/month in tokens**, *"clearly not in the budget,"* and his fix, *"force discipline or starve certain budgets,"* pushing on-device inference as a cost hedge. When $80B-revenue CFOs start rationing AI spend, that's the digestion signal, from the buyer, not the seller. Corroborated by [Good Revenue News, Jun 27](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOgdsWDM7POcrhfdRWVcBpspZXJngscQgIuW6v5vnPnVEfFNk8bZ-2B-2FLnL4Ie4ei3TIfWGP-2F3BGteUGc5Bi6vT-2FzK4a-2FEw7gHby577afYPc7stQ-3D-3D-PMI_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8tfJBnKsRvuEUlbYwF4XBBYblWddUCFUjIoTT0g77x-2B5P7ShmdUFfhE4iKmeTSxFnowcny65p-2FgF6qQJd6CC5nGqT-2BdH-2BI0fH9U4zdDIANSNDG9Y23hJInkec2uSA-2BNj-2BQ-3D-3D), flagging OpenAI's reported **$38.5B 2025 loss** (~$34B R&D/compute) and customers "curtailing token usage as subsidized pricing ends."

**3. The operator counter: optics is sold out into 2028.** [Squawk on the Street 10AM, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOgHlLLv5kxjnhJ5IqXObm-2BjNeNuAIlurP651Pg-2FJiX2dGW3M88IDdSkeBFCafHGy1UwA1QkLAnYQKXH1YxX0MSaj8K8rNWz0ySixhezDNC0og-3D-3DfzRF_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8n29ki6SPmDcmSyDxqiQWNSUB62yQ2Cipm9LL0hFi8bb0A7x3Ep384ot3-2FYuvU2Xtj2q55Hzev2K7jMWw-2BzaVjKAWk-2FuIi2hnKytgbmBV0vdnM7YEisqz0X1yGFpl5eRtg-3D-3D) carried Jim Sheridan, CEO of Coherent, the most important bullish print because it's a supplier with a real book. Coherent is **quadrupling capacity**, with **2026 "largely booked," 2027 "filling," customers booking into 2028** under agreements "to the end of the decade." DC/comms revenue is up **>40%** and he expects it to *accelerate*; the bottleneck is indium-phosphide laser capacity, not demand. If demand were rolling over, you'd see it here first. You don't.

**4. Memory inflation's next leg, and a Chinese threat on the tape.** [Squawk on the Street 9AM, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOi23eRYNXtNMI4p913CUOuxIc89rGLqrMNcQmevISG-2B9-2B2vgFhQH6I-2Bb5GbyrwvO5NbNy9OChTNm1a-2FLdKr5hHwiB4KxHO0Pi0VcaERMCoWeQ-3D-3DftCa_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8sFdGaPe2sOU-2FvGnhpYCglYp2Hjrs3Me7T-2B1OBiEwzglRVkiu3-2BdK-2FnjkYpDa41vkTeYbgAdr7Qi6kDCYCw2wX-2Bnx1V7cWGket6Nu8adYXmjZLJ6Workx6jqI06aJ8D7VA-3D-3D) carried Mackenzie Sigalos (CNBC). Per Microsoft, memory is **up 2.5x and "probably going to double again by the fall of next year."** The new wrinkle: **YMTC at ~13% of NAND, CXMT at ~8% of DRAM**, sources saying they can **undercut incumbents by up to 30%**. The near-term moat holds, qualifying a supplier takes "months to as long as two years," but it's the first real second-source risk to the Micron/Hynix thesis. Wedbush's Dan Ives read the cycle as *"a significant reallocation of semiconductor capacity from consumer electronics toward AI infrastructure"* ([Mac OS Ken, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOgiLOGtyABDRwjeQUS-2BBjYyzI7fRzVwy-2FrpdDVIR3-2Be3wSL1bzM4Yv-2Ftvcj3jS5HU6-2Fd8BMAtquqOUfNqHM7fuqzSzJXoUQYx3UpMRYitFf6A-3D-3DC5vD_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8pP0Dhpm1i-2BqYTEtZW7AZUKBRGjmoR-2FRE94n8HVgf4qBJk2mr9ohJ2BMsKSfHQrkRYUt12pHLGGTh3Wp9pIMTmpyXexujEUaGeHWgVP83sUxi6PiDh65dDE4ENbOvKaw8Q-3D-3D)).

**5. Meta reframed as the FCF-inflection trade.** [Avory, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOjQNyKsGpdjNogjQPkpNwzAQ6X3TxtQSkhujzf2-2Bd7tMOIeSRFBbnAfNHwBHVD53H1MPqphh57LUQIBp5eN-2F4hl8BKQTpBRzuQOzHnuyzMHBg-3D-3Dr7EV_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8tImmuSy-2Fh-2Bj1cdqrWSSRmY8BTnBPewbiN9HAOCndOmgtvMmKSg-2Fp41cIveoINeQtoeYuGy3oBQGLW1NpgaagC74i3WrS-2F42OX8fmfS-2F8NfLFGj0Kp90NVIafMduTAfBYg-3D-3D), the "Investing with Data" channel, modeled Meta capex *"could peak around '27, '28 around $165 billion,"* settling to a **$120 to $130B steady state**, part of it price-driven (memory). The thesis: *"if CapEx plateaus while revenue compounds, the same thing hurting the stock today could become the catalyst tomorrow."*

## The debate

**Bull, demand is physically contracted, and the panic is misplaced.** Coherent is sold into 2028 with DC revenue *accelerating* past +40%. Memory pricing power traces to genuine 2023 underinvestment (Micron's CBO: the industry "shut down" investment after the last bust). Lead times are *stretching, not compressing*, catch-up to "compounding organic demand," not hoarding ([Deep Values, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOhaHyFGEl1SthoqSz-2B-2B5FUgnI-2FYKNWYfM-2B74TH1OjWrzaXTp00zXPdO-2FcL4nKsflfqBIIaC3sHA9UY78dFGZncEllcAlMHYLg-2Fro3OSkB3LaA-3D-3DqGaE_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8nkTng1oLcWInDWE30DPF4puBlmz69LDS7Q3QJSly9ioWHbICZP4keVabDB-2ByPVXYWvEF4RRuUAhog-2FLUlmzbYyV-2B2NDuK-2FaHZCeGZflU5yPeTGVuBPppjgebQ4HaA7djg-3D-3D), pundit synthesis). And Meta/Google convert capex into product, not resold compute.

**Bear, the funding breaks before the demand is proven.** The new evidence is behavioral: enterprises capping token spend, the $100M/month bill starved, OpenAI's reported $38.5B loss. Add the depreciation wall, **~$211B this year on ~$760B of spend** ([Thoughtful Money, Jun 27](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOgoYSfwqbc3ICViDqieXs8KXYuUj6UFRLakD88PbbMXCe6L4IcjUS6TAejjwMmurmhi82CcP6iYpj5BnxPe-2Fdqw6wVXiXR98lcUV6TQSJmTaA-3D-3DoQrT_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8tEFzGhu-2B3t90645Pq0xobrPYJemRrT-2FORIRBlBS1wQtlCg6ATqGSuGSzABQoIyHCwfrhcYfdBpUaKqyMXoqpGoF36j-2BWl1x1SBh6JpG1rkI0wIcfuyib8gesNdm3zcCZA-3D-3D)), most of which, per [The Financial Exchange, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOjwUIBt2qmZHHaU6BhTGUOmrPJtmZsb0geC-2FSmSHeTMkiWYVdcqq4o0Ft1hWqwd9xMXfvcMHl1KFCmNs02QC-2BvV-2BWvg5zDMpNUeKjJNR4K11Q-3D-3DIgnP_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8mS46MXpNRS8Dcv1jcQCCtICRRiCpkA4Hz9HS3RDus9hf6kZfbwjScYxQrYOwnipl0toENXZzj999-2BqQREvrjAwGflQi3kEHbJ0hkKhKFay29TFEt1UYWVxcgmSQ5tACcA-3D-3D), "has not yet hit P&L." Man Group's Ed Cole called it *"too much too soon"* and an **"earnings bubble more than a valuation bubble"** ([Merryn Talks Money, Jun 29](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOj7wBMzQp-2Bz-2BFdKxxXyZuSrUAXQgRvthKNezBASJAX4E6-2BOKv7E7UwJvc5c-2FHdEdIUu24RF41wK9BFhMzVERu8LUIzXdZhg6QxbAEdRRSBnkg-3D-3Dfl-n_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8gw-2BMov60g8m195wsVPSHENe7-2Bf7FrabeC4BOUUvfsmYPYzV-2BReCjxQpKioppS5KYxxQEgh7QhoZ8DfvXZVlbI2J3KIGqr7EypRVVrKj5bgV3BVDa5-2FuqH8gA66fKNfbuQ-3D-3D)), reprising Berezin's weekend depreciation math ([NAB Morning Call, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOgHlDxSdVM46-2B146o8HdsPS0GE-2FaTEtvzyGAarcdTliMh7CAL3r45NNLA7Ky4D3taxDZpGh-2F1vfBzGawnaCf6RlYIBNDzaoFCksGa6rMqLYVw-3D-3DhLx8_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8ukX8-2BfulgQLzWH9iSXrViIy4mK9bftcx4-2F4F5InRjbcslY2E5nSB-2BUHQMy7Kw8cgzq14FgPrFp-2BypEsJ8la8ZdKc2A15f-2FgwGr-2BCXelN2DNs4nwy5vbXQuqBWCW1JchzA-3D-3D)).

**Sell signals:** an enterprise or hyperscaler *confirming* token-spend caps at July earnings; hyperscaler FCF printing negative; memory contract pricing rolling over; or a supplier book (Coherent, Micron) showing *cancellations*, not push-outs.

## Stocks in play

**NVDA.** *Bull:* optics sold into 2028 and the Coherent CPO tie-up say the compute demand behind Nvidia is still real. *Bear:* risk has migrated to token-demand elasticity and custom-silicon substitution. *Next:* TSMC mid-July; Q2 in August. ([Squawk on the Street 10AM, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOgHlLLv5kxjnhJ5IqXObm-2BjNeNuAIlurP651Pg-2FJiX2dGW3M88IDdSkeBFCafHGy1UwA1QkLAnYQKXH1YxX0MSaj8K8rNWz0ySixhezDNC0og-3D-3DfnMB_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8jraQypDe-2BRwzZ6vNiVLSM6wJxlMLTMQtBtYUT5q-2BSR6E2ETgPCy4fr7eRKgVSEMH-2FcgkbsgwUfuOCiU4nbneswnlAEscdBbNK-2Fo0OlUrcELBJ4eZgEH7fFYLed6iS0rGg-3D-3D))

**AVGO.** No fresh color this week beyond last week's Hock Tan "insatiable demand." *Next:* custom-silicon ramp with AWS/Meta.

**AMD.** No fresh color this week. *Next:* AMD Advancing AI Day, July 2026, the MI450X/Helios print.

**MSFT.** *Bull:* none fresh. *Bear:* its own commentary sourced the "memory up 2.5x, doubling again" inflation flag, rising input cost into a spender balance sheet, and token rationing is now industry-wide. *Next:* FY26 Q4 capex at July earnings. ([Squawk on the Street 9AM, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOi23eRYNXtNMI4p913CUOuxIc89rGLqrMNcQmevISG-2B9-2B2vgFhQH6I-2Bb5GbyrwvO5NbNy9OChTNm1a-2FLdKr5hHwiB4KxHO0Pi0VcaERMCoWeQ-3D-3D7xFG_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8rbfh20-2BtbEGRxUv-2BA-2FiGftLEOyb0fQ540Nztfb6WFZUudp-2BvoWIDyCKwa4W4EUHHz3SEX4zx5jMmbSucwMFmlxSoSqQ3YIoFinL6U8FXHvlGzLWXPLo1ebAX48Dg1ihSA-3D-3D))

**GOOGL.** *Bull:* TPU as a real cost-arbitrage weapon; monetizes its own compute. *Bear:* internal zero-sum between Gemini training and Cloud clients, plus commoditization risk if labs route dynamically across clouds. *Next:* July capex guide. ([Deep Values, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOhaHyFGEl1SthoqSz-2B-2B5FUgnI-2FYKNWYfM-2B74TH1OjWrzaXTp00zXPdO-2FcL4nKsflfqBIIaC3sHA9UY78dFGZncEllcAlMHYLg-2Fro3OSkB3LaA-3D-3DFMcU_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8kSMXrUwc32TTqLSAEFgoDENQR3BX-2FL0Gl5YHEY8UqqLDKq3QndSJOMt9J-2BtCYEGlfqP12xio7F0gTybptf21bZBGmZVmYvKFuIkVW6vq0eHvzA8FvQS0hOX3TBGkKAGCg-3D-3D))

**AMZN.** *Bull:* Trainium as the in-house template. *Bear:* one pundit synthesis flagged trailing FCF collapsing toward ~$1.2B (directional, not audited) and Trainium hitting thermal-density limits. *Next:* July earnings.

**META.** *Bull:* the cleanest FCF-inflection setup, capex modeled to peak ~$165B then plateau while ~30% revenue compounds at the highest Mag 7 gross margin. *Bear:* named among enterprises capping internal token spend; still a rising-bill spender. *Next:* July earnings. ([Avory, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOjQNyKsGpdjNogjQPkpNwzAQ6X3TxtQSkhujzf2-2Bd7tMOIeSRFBbnAfNHwBHVD53H1MPqphh57LUQIBp5eN-2F4hl8BKQTpBRzuQOzHnuyzMHBg-3D-3DWC3S_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8nv2hfLSvv-2Bfp7bysznWbowGaJn4U8jnMWDhRbqzQJ32VoC87GR8Fr6QTG-2Bi5r5a9RuyXbn9dTszmZhLet6ohhusnaXFcr8aOblMKAupnZaRqEaBlo1sId23q9O39YbqXg-3D-3D))

## Read-throughs

- **Optics (COHR, LITE), the cleanest "no air pocket" trade on the tape.** Booked into 2028, quadrupling capacity, CPO with Nvidia. The InP-laser bottleneck is the supply story; entry is the timing-driven dip, not the print. ([Squawk on the Street 10AM, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOgHlLLv5kxjnhJ5IqXObm-2BjNeNuAIlurP651Pg-2FJiX2dGW3M88IDdSkeBFCafHGy1UwA1QkLAnYQKXH1YxX0MSaj8K8rNWz0ySixhezDNC0og-3D-3Dt4_R_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8i-2BCePRic9INOIICpfpuV96ToINKhPvkVi2vz8SF44XCthXb7jlbDMMkXM3Cv1kE3WtOyMX1PxnaLmwabZ7vJ4F5IrYTGq3s729Gwg4HIqd1QSjlsc2rs-2BFGOBkuR-2FcFXg-3D-3D))
- **Memory / HBM, still tight, but the first real second-source risk.** 2.5x and another doubling flagged; incumbents protected near-term by multi-year qualification, but YMTC/CXMT undercutting ~30% is a 2027+ overhang. ([Squawk on the Street 9AM, Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOi23eRYNXtNMI4p913CUOuxIc89rGLqrMNcQmevISG-2B9-2B2vgFhQH6I-2Bb5GbyrwvO5NbNy9OChTNm1a-2FLdKr5hHwiB4KxHO0Pi0VcaERMCoWeQ-3D-3DdfKt_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8kOhgOPssspuwd7i4UZOfNc35qVXSzCpFRJ9n2UxIVyongRgLaiMJMVzoaI1ZhE1m69mKh2X1TO3IFOGl-2FUVHEDoqtCjU0-2B-2BT7NWsdTlPLt9ETKHkSdf932Na2JFJKzXdw-3D-3D))
- **Power / thermal (VRT, ETN).** No fresh ERCOT/SB6 print this week; the **July 15 SB6 deposit deadline** remains the standing read on the Texas pipeline.
- **Enterprise demand / token economics, the new overlay.** On-device inference (Lenovo) is the emerging corporate cost hedge. Watch July earnings for any company *quantifying* a token-spend cap, that demand-side print matters more than any single capex guide. ([Odd Lots, Jun 27](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOg7zqTW6p4JIM4P7iZUQCBfgn179U-2Bd2wl-2BICUpGXx240W48p3eRcxUNpbVTTN0AitJFUmFvXoxBpU32UGwASHq8-2FNk2XnuenFCiSLWslCsIQ-3D-3DJybe_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8kasdDCbcTnIBczybpq0ZfvqqgHURUE9JcDKy9BKZxyKZVEfWE1hvybdfhPuw4eLa7YfhfWPK-2FhNY0jTBN3uHEmQugDxkJ-2BYK-2BwXwU1zo6-2Ft88G0ZMfmGUc7QUOxu-2Ftm3A-3D-3D))

## What changed vs last issue

Last issue ([Jun 26](http://url7324.matterfact.com/ls/click?upn=u001.idHmPrr2Geh7KYLAsTy7NkrIVb-2FgA4pmf2rMXQwGcOgHlDxSdVM46-2B146o8HdsPS0GE-2FaTEtvzyGAarcdTliMh7CAL3r45NNLA7Ky4D3taxDZpGh-2F1vfBzGawnaCf6RlYIBNDzaoFCksGa6rMqLYVw-3D-3DdJKF_7mLGwmUci-2BLaXswv9WX1yTgqn3Wad-2FotHhzHgSNAZbVU97tYhMS4rJEf6hjcBXPMeuBrZWX-2FNAPzsDSOv6cB8mJQPfvKqZeBtKikMYd7mXiIdXeRmr-2FjPCwVQ17fl1-2FdwphOtDUmcXXr1Oa-2BesMZmlcpi-2BbLveem8V9KoCKM7uaATtV5OcA6eeRYoqQuXnugSfNThc5lJ78pKfh8i4DHdQ-3D-3D), "The recipients won. Apple pays the memory tax.") was supply-side. This weekend the debate pivoted to demand and funding.

- **The bear case got behavioral**, from depreciation math to *observed* customer behavior (token-spend caps; the Lenovo CFO's $100M/month; OpenAI's reported $38.5B loss). A more dangerous input than last week's accounting argument.
- **Memory inflation escalated**, from "4x in three quarters" to Microsoft's "2.5x, *doubling again* by fall 2027," with the YMTC/CXMT undercut threat newly on the tape.
- **A clean operator counter appeared**, Coherent's book into 2028, the strongest "no air pocket" evidence we've logged; and a fresh institutional bear in Man Group's Ed Cole (Jun 29).
- **Aggregate capex** held at ~$760B 2026 / ~$1T 2027; depreciation pegged near **$211B this year.** SK Hynix's **July 10 ~$30B Nasdaq listing** is still the next liquidity test.