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Tech & Protocols · 2 min read

a16z Crypto Unveils Aerie to Accelerate Post-Quantum Signature Aggregation

The lattice-based SNARK aggregates over 50,000 Falcon signatures per second on consumer hardware, challenging Ethereum's hash-based roadmap.

Editorial oversight: Julian Mercer, Chief Editor
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At a glance

What happened
a16z crypto released Aerie on Oct. 16, a lattice-based SNARK aggregating more than 50,000 Falcon post-quantum signatures per second on a laptop.
Why it matters
The framework bypasses complex recursive proving pipelines required by hash-based designs, potentially cutting validator bandwidth and node operating costs.
Who is affected
Proof-of-stake blockchain developers, validator node operators, and hardware wallet manufacturers.
What's next
Expansion of Aerie to support ML-DSA signatures and hybrid lattice-elliptic curve constructions.
Primary source
a16z crypto: Fast post-quantum signature aggregation with lattice SNARKs

Key points

  • a16z crypto launched Aerie, aggregating over 50,000 Falcon-512 lattice signatures per second on an Apple M4 Max laptop.
  • The framework compresses signatures to 42 bytes each, avoiding the recursive SNARK pipeline planned in Ethereum's leanVM design.
  • Aerie supports NIST-standardized Falcon signatures, with future updates planned for ML-DSA and hybrid signature models.

Venture firm a16z crypto released Aerie on Oct. 16, a lattice-based SNARK designed to aggregate post-quantum signatures at speeds exceeding 50,000 per second on a single laptop 1. The framework presents an alternative to the hash-based post-quantum cryptography designs currently pursued across major proof-of-stake networks 1.

Proof-of-stake blockchains rely on signature aggregation to manage large validator sets 1. While networks like $ETH use BLS signatures to compress tens of thousands of validator approvals into single group elements per slot, BLS lacks quantum resistance 1. Post-quantum signatures are between 10 and 100 times larger than legacy elliptic-curve signatures, creating potential throughput bottlenecks and raising node operating expenses without effective aggregation 1. In benchmark tests conducted on an Apple M4 Max laptop without GPU acceleration, Aerie aggregated 32,768 Falcon-512 signatures in 0.65 seconds, compressing the data down to roughly 42 bytes per signature with a single-core verification latency of 54 milliseconds 1.

Challenging Hash-Based Approaches

The prevailing approach in the Ethereum post-quantum cryptography roadmap pairs hash-based signatures with hash-based SNARKs, relying on the leanVM zero-knowledge virtual machine to recursively merge proofs in batches of approximately 900 signatures 1. That design targets 1,000 signatures per second for 2026 1. According to a16z crypto, recursive proving adds systemic bug risk and leaves proof security unestablished under the random oracle model 1. By utilizing Akita—a polynomial commitment scheme developed alongside LayerZero Labs—and sum-check techniques, Aerie enables a single node to generate an entire slot's proof directly without intermediate recursion 1.

Aerie targets Falcon, a lattice-based signature scheme selected by NIST for standardization under FN-DSA 1. While Falcon previously faced implementation hurdles on hardware wallets due to floating-point math and memory footprints, recent refinements have reduced Falcon-512 signing requirements to 11 kilobytes of RAM 1. The research team indicated ongoing development to support ML-DSA and hybrid post-quantum signatures, as networks like Solana evaluate Falcon adoption and Algorand maintains it in production 1. At the time of writing, $BTC traded at $81,424 and $ETH stood at $2,435.

Sources

  1. [1] Fast post-quantum signature aggregation with lattice SNARKs — a16z crypto, October 16, 2026

Written by Basis Desk's newsroom system from the primary sources above and machine-verified against them before publication. Market figures marked "at the time of writing" come from live exchange data. Report an error: corrections@basisdesk.news · corrections policy.

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