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Show HN: AutoThink – Boosts local LLM performance with adaptive reasoning
386 points by codelion | 62 comments
Show HN post introducing AutoThink, a technique that adaptively allocates thinking tokens by query complexity and uses steering vectors to improve local LLM reasoning.
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Deep learning gets the glory, deep fact checking gets ignored(rachel.fast.ai)
549 points by chmaynard | 134 comments
Rachel Thomas blog post on how a high-profile Nature paper using a Transformer to predict enzyme functions contained many errors that received far less attention than the original result.
LLMs use a surprisingly simple mechanism to retrieve some stored knowledge(news.mit.edu)
336 points by CharlesW | 121 comments
MIT News article on research showing LLMs often retrieve stored facts via simple linear functions, and a technique to probe what a model knows about subjects.
Loyal workers are selectively and ironically targeted for exploitation(sciencedirect.com)
341 points by ck45 | 219 comments
Abstract page for a Journal of Experimental Social Psychology paper finding that loyal workers are selectively targeted for exploitation by managers.
Belgium legalises ethical hacking(law.kuleuven.be)
394 points by jruohonen | 57 comments
A KU Leuven CiTiP blog post discussing Belgium's new legal framework legalising ethical hacking and whether it threatens or helps cybersecurity.
AI will make formal verification go mainstream(martin.kleppmann.com)
782 points by evankhoury | 394 comments
Martin Kleppmann blog post predicting that AI will bring formal verification with proof assistants like Rocq, Isabelle and Lean into mainstream software engineering.
What a Hacker Stole from Me(mynoise.net)
355 points by wonger_ | 106 comments
A myNoise blog post by founder Stéphane describing a hacker's attack on the myNoise website, first via code-injection attempts and then a different strategy.