A string of incidents involving Coldcard, Lightning and Liquid has highlighted how AI is changing the economics of finding bugs in bitcoin infrastructure. The headline notes Bitcoin’s complexity paradox, describing how layer-2 scaling solutions have become a primary focus for AI-driven efforts.
Bitcoin’s complexity paradox: How layer-2 scalers became AI's main target
Incidents involving Coldcard, Lightning and Liquid show AI affecting bug-finding economics in Bitcoin infrastructure.
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Marcus Webb · Crypto Desk · 14 Sept 2026 · 00:34 · 1 min read
This article was produced with AI assistance and edited by a Finance Review Daily journalist.
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Marcus Webb
Crypto Desk
Marcus reports on digital assets, from spot ETF flows to protocol-level developments in DeFi. He pays particular attention to how institutional adoption is reshaping crypto market structure.
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