This week
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Updated through the day. Every headline links straight to the source. The two lines underneath are ours.
This is the first real audit of LLM-to-DeFi safety and the numbers are damning. Current prompting methods fail hard at preventing price slippage exploits. Koan-Safe moves the needle substantially. If you're shipping natural-language DeFi agents, you have a starting template here and clear evidence you need it.
This is real infrastructure solving a genuine problem in DeFi: how to price credit risk without a credit bureau. The dual-scope approach (stablecoin basket vs all transfers) is clever and accounts for spendable liquidity as distinct from holdings. If you're building a lending protocol or risk engine for on-chain activity, this deployed system shows what works at scale. The signal is that on-chain underwriting is maturing past pattern matching.