Shkreli says quantum hardware falls short of business hype
- Martin Shkreli argues today’s quantum machines are too slow and limited for most business computing.
- His hardware critique narrows, but does not erase, quantum’s potential relevance to cryptography.
Quantum computing may have a narrow specialty, not a broad business future. In an Oct. 12, 2026 episode of All-In with Chamath, Jason, Sacks & Friedberg, Martin Shkreli argued that current machines’ hardware limits make them poor substitutes for ordinary computers. He said he had shorted quantum-computing companies and lost millions.
Shkreli put quantum machines’ clock speeds at hundreds or thousands of hertz in the episode, compared with gigahertz for conventional silicon. He also said current systems lack quantum memory and operate on a single thread, limiting everyday tasks such as sorting data. In his view, their main potential advantage is in specialized problems such as integer factorization and discrete logarithms - not general enterprise work.
That distinction matters against the backdrop of The Frontier’s Oct. 12 coverage of warnings about quantum computing and ECDSA, a cryptographic system. That earlier coverage found no evidence the encryption had been broken. Shkreli’s argument is not evidence against a future cryptographic threat: it is a claim that today’s hardware has little wider practical use.
He offered photonic computing - using light to perform calculations - as a more credible challenge to conventional chips, predicting it could displace GPUs within 20 years. That is his forecast, not a demonstrated outcome. His case leaves a central question open: whether quantum hardware can overcome its limitations, and when. For now, the episode presents a skeptical investor’s assessment, not an independent test of the machines.
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- Deep dive into what was said in the episodes
Martin Shkreli: Big Pharma's Blind Spot, Betting Against Quantum & What Prison Taught Him • Oct 12
- Martin Shkreli argues quantum computing is fundamentally unviable for general business applications because its clock speeds operate at mere hertz instead of gigahertz. Shkreli notes quantum systems only offer practical advantages in integer factorization and discrete log problems.
- Martin Shkreli lost millions of dollars shorting public quantum computing companies alongside his wife Chelsea. Shkreli claims no quantum computer currently available can perform simple arithmetic operations like multiplying 300 by 200.
- Martin Shkreli predicts photonic computing cores will make current graphic processing units obsolete within twenty years. Matrix multiplication in light occurs near instantaneously, whereas traditional graphic processing units execute matrix operations in exponential cubic time complexity.
Also discussed on this episode: (6)
Markets (1)
- Martin Shkreli began his career at age sixteen working for Jim Cramer, whose hedge fund achieved twenty-three percent net annual returns through relentless daily trading across all market sectors.
Health (1)
- Martin Shkreli built his biotech fortune by purchasing undervalued pharmaceutical rights, buying drug rights from Bristol Myers for two million dollars. That asset was later repurposed for focal segmental glomerulosclerosis, creating a six billion dollar public entity.
Biology (1)
- Martin Shkreli predicts artificial intelligence will fail to produce a single relevant drug within the next decade. Shkreli contends software cannot simplify complex biological clinical testing, despite widespread claims from tech executives.
Safety (1)
- Martin Shkreli helped launch the effective accelerationism movement to counter effective altruism narratives around existential risk. Shkreli claims tech leaders promote apocalyptic scenarios for attention and that software poses no immediate existential threat.
Enterprise (1)
- Martin Shkreli expects OpenAI to establish specialized subsidiaries across major industries, including pharma, aviation, and automotive. Shkreli argues this model will eventually generate an entire internal equivalent of the S&P 500 within major model providers.
Psychology (1)
- Martin Shkreli attributes both his own imprisonment and Sam Bankman-Fried's downfall to intellectual ego and fear of admitting failure. Shkreli provided prison advice to Sam Bankman-Fried, noting hyper-focused perfectionism drives reckless executive behavior.