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The Cheaper AI Model That Costs You MoreRayan Krishnan argues that broad model card scores are too coarse for companies choosing models for real work. Vals AI's benchmarks show a jagged frontier: the best model changes across finance research, tax, Excel modeling, and specific subsets such as...
Why AI Won't Replace Stock PickersJack Woodruff argues that AI will change the work around fundamental investing without removing the need for stock pickers. The central limit is human attention: investors still need to absorb information, decide what deserves time, and form a view that...
Your Agent Just Paid for Nothing: 6 Attacks on x402 PaymentsIshween Kaur explains x402 as a way for software to buy data and API responses with small on-chain payments. She maps the protocol across a buyer, seller, facilitator, and blockchain, then shows six attacks she tested in a safe environment....
Coding agents look capable in a fresh repository and come unstuck in a ten-year-old one.
A production agent can give the right answer and still refund the same customer twice, act on a stale record or quietly finish half a job.
The chat box makes users package their work into prompts, wait, inspect the answer and try again.
More context can make an agent worse.
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