WEBVTT Automatically timed original source text; AI narration; timing not manually listen-through verified.

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Institutional Considerations for Post-Quantum Bitcoin.

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Notes from a talk by Yehuda Lindell at the Post-Quantum Bitcoin Workshop at Stanford, 28 August 2026, written by Localhost Research.

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This is an AI recording.

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Find the original text and more information on btctranscripts.com.

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(Background: started in pure theoretical cryptography, then moved into industry and applied work. This talk covers concerns at Coinbase and institutionally in general.)

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What Customers Are Saying

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Customers can't distinguish signal from noise. (They want to see you in a Gartner report precisely because they can't evaluate the noise themselves.)

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Reframing the timeline question: it's not "when will quantum computers arrive?" but "with what confidence can we bound the risk in a given time range?" If you can't rule it out with ~100% confidence, there's some percentage risk the entire ecosystem collapses.

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Conclusion: if it can happen, we need to move now.

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Real-world impact already visible: investors and institutional customers are concerned enough that it's dampening involvement and investment — pulling out or not investing at all.

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The biggest risk is inaction. What customers need to see is a plan, people working on solutions, and actual solutions. Ethereum has a roadmap; Bitcoin is much harder — which is why the current activity (BIPs being published) matters so much for customer confidence.

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The Institutional Challenge: Scale and Constraints

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Many blockchains to support; many different signature schemes.

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Institutions cannot move quickly — system changes must be disclosed to regulators and some customers.

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Asset migration, operational, and security challenges all require extreme care. The stakes are enormous: custodians hold people's savings and livelihoods.

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Three ownership models to think about: self-custody / custody / non-custodial (e.g., shared custody).

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MPC and Threshold Signing in a PQ World

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MPC/threshold signing is used heavily in custodial settings to prevent single points of failure: keys split across multiple machines and three environments — cloud, employee devices, and an offline machine in a private datacenter.

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MPC is crucial to the non-custodial model — but not every signature scheme has an efficient MPC protocol.

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For lattices: with focused community effort, Lindell believes efficient MPC protocols can be built.

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For hash-based signatures: a different story.

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Plain multisig doesn't support key rotation/refresh (proactive security) — you'd have to move funds on-chain, revealing your quorum.

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(Audience: what about Shamir?) — That only covers key generation, not signing.

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Case study: MPC for SLH-DSA

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Generic approach: translate signing into a Boolean circuit. Not every hash operation needs to be private, but the count is still enormous.

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Even at 32 bytes per AND gate, you're looking at ~66 GB of communication per signing operation.

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Not feasible except in very limited contexts. Something better for hash-based schemes might exist — but it's a maybe, with low confidence.

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Potential alternative directions: MPC-in-the-head / ZK-based approaches, or other signature families.

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Bottom line: the "safest" signature scheme doesn't necessarily get you to the most secure place. Securing Bitcoin doesn't just mean securing the protocol — it means securing the keys. So: did we actually land in the optimal place?

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Stateless vs. Stateful — an Operational View

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Stateless is what institutions expect: signature is a function of key and message only. Back up the key once; sign forever, in parallel, multiple times — you don't care.

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Stateful: a mistake means big trouble. Security assumes you can verify that state storage succeeded and was never rolled back or deleted.

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Institutionally: multiple server instances operate independently. With state that must be replicated, this architecture has to completely change. The theory exists, but it's hard to implement.

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Transactions requiring multiple signatures from a single key would become sequential (or need special handling).

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"I can say from experience: we have lost sync on state." That cannot be allowed to happen here. The scary case isn't knowing you lost state — it's not knowing.

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Mitigation: hybrid schemes until Q-Day.

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There Is No Single Good Choice

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Once you look beyond the protocol to the ecosystem, everything gets fuzzy. As Ross Anderson said: "more security is less security."

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Open questions posed to the room:

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Do we have time to wait for advanced MPC?

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Should Bitcoin support many signing schemes? (E.g., 1-of-N addresses with different key types, all keys hashed until used — so a vulnerability in an unused type doesn't affect security.)

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If no solution is good for everyone, what's the impact of a solution that's good for X but bad for Y?

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If we start with stateful hash-based, do we preserve the option to move to something more advanced?

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Should we look for MPC-friendly hash-based schemes, or MPC protocols for SHRINCS-like schemes? A question for this room and the broader cryptographic community.

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Q&A

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Q: Hybrid schemes seem popular — what are the downsides?

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Additional complexity is usually the enemy. More options means the weakest link will be broken.

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Comment (audience): on Bitcoin's security model

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We should think about the security assumptions that secure Bitcoin as a whole. Introducing weaker schemes becomes an existential risk. Pragmatically some optionality may be needed, but we should not add a scheme to Bitcoin unless we're confident it will remain secure.

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Q: If a PQ algorithm ships in ~3 years, will Coinbase require both signature schemes per address to hedge against the novel scheme?

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"Whatever happens, we will support it." Bottom line: Coinbase has to support every asset. Even if Bitcoin picks something requiring 1B hash operations per signature — they'll support it. It's not pretty, but workable: e.g., invert the architecture so MPC servers encrypt their output under a PQ encryption key and feed it to an offline device for signing.

