s1: Simple test-time scaling
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2501.19393
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124
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Mahmudur R Manna PRO
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26 days ago
The AI coding assistant economy operates on a fundamental misalignment:
Models are rewarded for appearing productive rather than being correct, users lack time to verify outputs, and economic incentives favor speed over quality.
This article examines how training incentives, verification costs, and market dynamics create patterns that often lead to low-quality code. Based on direct observation of model behavior patterns in conversations.
Open Link: https://ai.gopubby.com/the-verification-tax-56834b846337?sk=84ab8b0315bfe8d82d627d3c2c5f2c19
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about 1 month ago
𝗗𝗗𝗦𝗘 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻 𝗽𝘂𝗯𝗹𝗶𝘀𝗵𝗲𝘀 𝗖𝗘𝗙 — 𝗮𝗻 𝗢𝗥𝗠 𝗳𝗼𝗿 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 𝗶𝗻 𝗟𝗟𝗠 𝗦𝘆𝘀𝘁𝗲𝗺𝘀
Just as Hibernate abstracts databases for transactions, CEF abstracts knowledge stores for Context Engineering. Build, test, and benchmark intelligent context models in minutes, without the complexity of enterprise graph infrastructure.
https://github.com/ddse-foundation/cef
https://ddse-foundation.github.io/cef/
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about 1 month ago
𝗗𝗗𝗦𝗘 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻 𝗽𝘂𝗯𝗹𝗶𝘀𝗵𝗲𝘀 𝗖𝗘𝗙 — 𝗮𝗻 𝗢𝗥𝗠 𝗳𝗼𝗿 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 𝗶𝗻 𝗟𝗟𝗠 𝗦𝘆𝘀𝘁𝗲𝗺𝘀
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