Cost of Quantum-Resistant Bitcoin Transactions Plummets Nearly 80% in One Week
AI models including Anthropic Opus 5 and OpenAI GPT-6 Astra lead the optimization race as StarkWare urges a soft fork for lasting protection

A week-long open competition has slashed the estimated cost of building a quantum-resistant Bitcoin transaction from roughly $320 to about $67 in GPU compute, according to StarkWare, Yukon Research, and Eigen Labs, who jointly organized the Quantum-Safe Bitcoin Optimization Challenge.
The contest was designed to stress-test how far outside developers and machines could push optimization on a cryptographic construction StarkWare originally deployed to mainnet. That first transaction, confirmed last month, demanded approximately 3,100 GPU-hours to produce. Within seven days of open competition, the community had gutted that figure.
At its core, the quantum-safe construction sidesteps Bitcoin’s conventional signature scheme by substituting a specially crafted hash where a signature would normally appear. The catch is that only about one in 70 trillion hash outputs meets the required format, so solvers must cycle through inputs repeatedly until one lands in the narrow acceptable window. That search is entirely local — it runs on a participant’s own graphics card before anything ever touches the blockchain — which is why the expense shows up as a GPU bill rather than a network fee.
The speed gains were staggering. A core verification benchmark climbed from 146 million candidate checks per second to over 820 million per second on a single NVIDIA RTX 4090. Organizers promoted 62 distinct improvements across two competition tracks, each shaving time and cost from the brute-force process.
What makes the results striking is who drove them. The fastest records were set by developers leveraging large language models, with Anthropic’s Opus 5 and Fable 5.1 claiming the top positions, followed by OpenAI’s GPT-6 Astra, Grok 4.6, and Kimi. The pattern suggests that AI-assisted code generation is becoming a meaningful accelerant in cryptographic optimization — not just for Bitcoin, but for any field where massive search spaces must be navigated efficiently.
StarkWare was quick to impose reality checks on the headline numbers. The $67 figure is an estimate pegged to stated hardware assumptions, not a fixed market price, and it will shift whenever a new record is set. The company also emphasized that these transactions do not, by themselves, make Bitcoin quantum-proof. The construction produces nonstandard outputs that must be transmitted directly to a miner, and it protects only coins whose public keys have not yet appeared on-chain — a significant limitation given that spending from an address inherently reveals that key.
The broader stakes center on “Q-Day,” the still-hypothetical moment when sufficiently powerful quantum computers could execute Shor’s algorithm and crack the elliptic-curve cryptography that underpins Bitcoin wallet security. While that threshold remains years away, the crypto industry is no longer treating it as theoretical. Coinbase has reportedly begun developing post-quantum custody frameworks, and the wider blockchain sector is watching whether Satoshi-era coins — billions of dollars worth of bitcoin sitting in addresses with exposed public keys — will need emergency migration protocols.
StarkWare’s own position is that its construction, however elegant, is a bridge rather than a destination. A network-wide soft fork, likely requiring a formal improvement proposal, miner signaling, and broad consensus from nodes and exchanges, remains the only path that would protect every Bitcoin holder uniformly. The competition’s real contribution may be demonstrating that the computational barrier to building these alternative transactions is falling fast enough to buy time for the harder governance work ahead.
The Quantum-Safe Bitcoin Optimization Challenge remains open, and organizers have indicated they will continue updating their public dashboard as new solver records emerge.










