Martin Shkreli's New Computing Firm Is Betting It Can Upend Nvidia's Business Model

“Pharma Bro” Martin Shkreli has published a elaborate bull lawsuit for photonic computing Thursday , sayinghe is present actively moving at Q/C Technologies Inc., the micro-cap steadfast helium archetypal invested successful past December.

Shkreli’s Substack essay, titled “Photonic Computing: The Final AI Hardware Frontier,” lays retired a elemental thesis: GPUs from Nvidia Corp. walk astir 99% of their clip doing 1 thing, matrix multiplication.

Trillions of dollars successful marketplace worth beryllium to marque that azygous calculation faster and cheaper.

Photonic computing uses airy alternatively of electrical signals to bash the aforesaid math.

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Shkreli argues airy tin grip these operations successful near-linear clip versus cubic clip for GPUs. On ample matrices, that quality could beryllium enormous.

Shkreli was named a strategical advisor to QCLS successful December. His spouse Chelsea Voss, a subordinate of method unit astatine OpenAI, joined the committee successful January.

If Shkreli is right, immoderate ample prediction marketplace contracts successful crypto would request to reprice.

Polymarket gives Nvidia a 61% accidental of ending 2026 arsenic the world’s largest institution by marketplace cap, and the AI bubble burst declaration sits astatine 19% by year-end , with 1 trigger being NVDA falling 50% from its all-time high.

Both markets presume GPU dominance holds.

Shkreli is betting it doesn’t. If photonic computing scales, GPU pricing powerfulness could compress.

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NVDA is trading astatine astir 25x guardant net contempt 67% EPS growth, a valuation that Bernstein’s Stacy Rasgon called historically inexpensive but 1 that inactive prices successful GPU dominance continuing indefinitely.

Even if photonics yet disrupts GPU economics, the prediction markets suggest astir cipher sees it arsenic a near-term threat.

QCLS started beingness arsenic TNF Pharmaceuticals and pivoted to photonic computing successful September 2025.

SEC filings explicitly earmarked it for “cryptocurrency infrastructure.” Repackaging a crypto pivot arsenic an AI “GPU killer” conscionable months aboriginal is simply a classical micro-cap maneuver to pursuit retail liquidity.

Trailing twelve-month nett losses beryllium astatine astir $23.4 cardinal with minimal revenue. The institution filed a $100 cardinal mixed securities support successful February.

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Shares traded astir $4.46 Thursday, up 27% connected the league but inactive down from a 52-week precocious of $44.40. Market headdress is astir $36 million.