Institutional Considerations for Post-Quantum Bitcoin.
Transcript
Notes from a talk by Yehuda Lindell at the Post-Quantum Bitcoin Workshop at Stanford, 28 August 2026, written by Localhost Research.
This is an AI recording.
Find the original text and more information on btctranscripts.com.
(Background: started in pure theoretical cryptography, then moved into industry and applied work. This talk covers concerns at Coinbase and institutionally in general.)
What Customers Are Saying
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.)
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.
Conclusion: if it can happen, we need to move now.
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.
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.
The Institutional Challenge: Scale and Constraints
Many blockchains to support; many different signature schemes.
Institutions cannot move quickly — system changes must be disclosed to regulators and some customers.
Asset migration, operational, and security challenges all require extreme care. The stakes are enormous: custodians hold people's savings and livelihoods.
Three ownership models to think about: self-custody / custody / non-custodial (e.g., shared custody).
MPC and Threshold Signing in a PQ World
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.
MPC is crucial to the non-custodial model — but not every signature scheme has an efficient MPC protocol.
For lattices: with focused community effort, Lindell believes efficient MPC protocols can be built.
For hash-based signatures: a different story.
Plain multisig doesn't support key rotation/refresh (proactive security) — you'd have to move funds on-chain, revealing your quorum.
(Audience: what about Shamir?) — That only covers key generation, not signing.
Case study: MPC for SLH-DSA
Generic approach: translate signing into a Boolean circuit. Not every hash operation needs to be private, but the count is still enormous.
Even at 32 bytes per AND gate, you're looking at ~66 GB of communication per signing operation.
Not feasible except in very limited contexts. Something better for hash-based schemes might exist — but it's a maybe, with low confidence.
Potential alternative directions: MPC-in-the-head / ZK-based approaches, or other signature families.
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?
Stateless vs. Stateful — an Operational View
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.
Stateful: a mistake means big trouble. Security assumes you can verify that state storage succeeded and was never rolled back or deleted.
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.
Transactions requiring multiple signatures from a single key would become sequential (or need special handling).
"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.
Mitigation: hybrid schemes until Q-Day.
There Is No Single Good Choice
Once you look beyond the protocol to the ecosystem, everything gets fuzzy. As Ross Anderson said: "more security is less security."
Open questions posed to the room:
Do we have time to wait for advanced MPC?
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.)
If no solution is good for everyone, what's the impact of a solution that's good for X but bad for Y?
If we start with stateful hash-based, do we preserve the option to move to something more advanced?
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.
Q&A
Q: Hybrid schemes seem popular — what are the downsides?
Additional complexity is usually the enemy. More options means the weakest link will be broken.
Comment (audience): on Bitcoin's security model
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.
Q: If a PQ algorithm ships in ~3 years, will Coinbase require both signature schemes per address to hedge against the novel scheme?
"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.