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5h15h<a href="https://techhub.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#AI</a> systems that reason in natural language can expose their intentions, making Chain-of-Thought (<a href="https://techhub.social/tags/CoT" class="mention hashtag" rel="nofollow noopener" target="_blank">#CoT</a>) monitoring a promising safety lever 🔗 <a href="https://arxiv.org/abs/2507.11473" rel="nofollow noopener" translate="no" target="_blank">https://arxiv.org/abs/2507.11473</a><a href="https://techhub.social/tags/ResponsibleAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#ResponsibleAI</a>

Markus EiseleMastering Reasoning with Code: Chain of Thought Pipelines in Java Build smarter, traceable AI workflows using LangChain4j, Quarkus, and structured step-by-step logic <a href="https://myfear.substack.com/p/chain-of-thought-java-langchain4j-quarkus" rel="nofollow noopener" translate="no" target="_blank">https://myfear.substack.com/p/chain-of-thought-java-langchain4j-quarkus</a> <a href="https://mastodon.online/tags/Java" class="mention hashtag" rel="nofollow noopener" target="_blank">#Java</a> <a href="https://mastodon.online/tags/Quarkus" class="mention hashtag" rel="nofollow noopener" target="_blank">#Quarkus</a> <a href="https://mastodon.online/tags/LangChain4j" class="mention hashtag" rel="nofollow noopener" target="_blank">#LangChain4j</a> <a href="https://mastodon.online/tags/CoT" class="mention hashtag" rel="nofollow noopener" target="_blank">#CoT</a> <a href="https://mastodon.online/tags/Reasoning" class="mention hashtag" rel="nofollow noopener" target="_blank">#Reasoning</a>

Jornal de BarueriAlpha Square Mall terá programação especial de Carnaval com banda ao vivo, customização de abadás e brincadeiras gratuitas Programação acontecerá no dia 1º de março, com diversão garantida, decoração temática, recreação infantil, entre outras atividades<a href="https://flipboard.social/tags/JB" class="mention hashtag" rel="nofollow noopener" target="_blank">#JB</a> <a href="https://flipboard.social/tags/JornalDeBarueri" class="mention hashtag" rel="nofollow noopener" target="_blank">#JornalDeBarueri</a> <a href="https://flipboard.social/tags/Barueri" class="mention hashtag" rel="nofollow noopener" target="_blank">#Barueri</a> <a href="https://flipboard.social/tags/Cot" class="mention hashtag" rel="nofollow noopener" target="_blank">#Cot</a>... <a href="https://www.jornaldebarueri.com.br/cotidiano/alpha-square-mall-tera-programacao-especial-de-carnaval-com-banda-ao-vivo-customizacao-de-abadas-e-brincadeiras-gratuitas-2/?feed_id=6411&_unique_id=67bdeb5c6af87" rel="nofollow noopener" translate="no" target="_blank">https://www.jornaldebarueri.com.br/cotidiano/alpha-square-mall-tera-programacao-especial-de-carnaval-com-banda-ao-vivo-customizacao-de-abadas-e-brincadeiras-gratuitas-2/?feed_id=6411&_unique_id=67bdeb5c6af87</a>

☮ ♥ ♬ 🧑‍💻“While certainly an improvement over non-CoT models in terms of math <a href="https://ioc.exchange/tags/reasoning" class="mention hashtag" rel="nofollow noopener" target="_blank">#reasoning</a>, we're not sure we can fully trust R1 or any other model's <a href="https://ioc.exchange/tags/math" class="mention hashtag" rel="nofollow noopener" target="_blank">#math</a> skills just yet, especially when giving the model a <a href="https://ioc.exchange/tags/calculator" class="mention hashtag" rel="nofollow noopener" target="_blank">#calculator</a> is still faster.”great article on <a href="https://ioc.exchange/tags/TheRegister" class="mention hashtag" rel="nofollow noopener" target="_blank">#TheRegister</a> testing <a href="https://ioc.exchange/tags/R1" class="mention hashtag" rel="nofollow noopener" target="_blank">#R1</a> <a href="https://ioc.exchange/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#AI</a> / <a href="https://ioc.exchange/tags/CoT" class="mention hashtag" rel="nofollow noopener" target="_blank">#CoT</a> / <a href="https://ioc.exchange/tags/DeepSeek" class="mention hashtag" rel="nofollow noopener" target="_blank">#DeepSeek</a> 🧮 <<a href="https://www.theregister.com/2025/01/26/deepseek_r1_ai_cot/?td=rt-3a" rel="nofollow noopener" translate="no" target="_blank">https://www.theregister.com/2025/01/26/deepseek_r1_ai_cot/?td=rt-3a</a>>

El Mal de Nuestro TiempoPara sorpresa de nadie Trump vuelve a darnos una clase magistral involuntaria sobre lenguaje mafioso. <a href="https://paquita.masto.host/tags/COT" class="mention hashtag" rel="nofollow noopener" target="_blank">#COT</a> <a href="https://paquita.masto.host/tags/mafia" class="mention hashtag" rel="nofollow noopener" target="_blank">#mafia</a> <a href="https://paquita.masto.host/tags/Rusia" class="mention hashtag" rel="nofollow noopener" target="_blank">#Rusia</a> <a href="https://paquita.masto.host/tags/Fulton" class="mention hashtag" rel="nofollow noopener" target="_blank">#Fulton</a>

Guillaume LaforgeIf you get a chance, watch this video from Andrej Karpathy, a co-founder of <a href="https://uwyn.net/tags/OpenAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenAI</a>.He talks about <a href="https://uwyn.net/tags/LLMs" class="mention hashtag" rel="nofollow noopener" target="_blank">#LLMs</a>, how/why they work the way they work. But also covers various techniques and patterns like <a href="https://uwyn.net/tags/CoT" class="mention hashtag" rel="nofollow noopener" target="_blank">#CoT</a>, <a href="https://uwyn.net/tags/ReAct" class="mention hashtag" rel="nofollow noopener" target="_blank">#ReAct</a>, the art of <a href="https://uwyn.net/tags/PromptEngineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#PromptEngineering</a>.A wealth of information in this video, if you want to better understand how this all works.<a href="https://build.microsoft.com/en-US/sessions/db3f4859-cd30-4445-a0cd-553c3304f8e2" rel="nofollow noopener" target="_blank">https://build.microsoft.com/en-US/sessions/db3f4859-cd30-4445-a0cd-553c3304f8e2</a>

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