--- title: "#cot articles | Hashnode" description: "Explore 7 articles tagged #cot on Hashnode. Tutorials, guides, and how-tos from the community." url: "https://hashnode.com/tag/cot" --- Tag # #cot 7 posts · 0 followers [a21ai](https://hashnode.com/@a21ai) · [Oct 29](https://hashnode.com/posts/defending-hidden-chain-of-thought-cot-traces-against-adversarial-reasoning-injection-and-step-level-laundering/6ae8b456499d48019added12) ### [Defending Hidden Chain-of-Thought (CoT) Traces Against Adversarial Reasoning Injection and Step-Level Laundering](https://a21ai.hashnode.dev/defending-hidden-chain-of-thought-cot-traces-against-adversarial-reasoning-injection-and-step-level-laundering?utm_source=hashnode&utm_medium=feed) Foundation models—scaling test-time compute (TTC) via reinforcement-learned reasoning chains, Process Reward Models (PRMs) 15 min read · [a21ai.hashnode.dev](https://a21ai.hashnode.dev/defending-hidden-chain-of-thought-cot-traces-against-adversarial-reasoning-injection-and-step-level-laundering?utm_source=hashnode&utm_medium=feed) [Kshitiz Acharya](https://hashnode.com/@imxitiz) · [Jul 10](https://hashnode.com/posts/beyond-chain-of-thought/6a513baf32a4b16bec92831f) ### [Beyond Chain-of-Thought](https://blog.kshitizsharma.com.np/beyond-chain-of-thought?utm_source=hashnode&utm_medium=feed) An architectural perspective on Chain-of-Thought, reasoning budgets, inference runtimes, and the future of machine intelligence. 10 min read · [blog.kshitizsharma.com.np](https://blog.kshitizsharma.com.np/beyond-chain-of-thought?utm_source=hashnode&utm_medium=feed) [Wonkyung Lee](https://hashnode.com/@outliner) · [Aug 23, 2025](https://hashnode.com/posts/llm-cot-is-chainofthought-reasoning-of-llms-a-mirage-a-data-distribution-lens/68a9a7926b894cb6eedc37a5) ### [LLM의 CoT 추론이 사실은 진정한 논리적 추론이 아닐수도?!?! - Is Chain‑of‑Thought Reasoning of LLMs a Mirage? A Data Distribution Lens](https://outlinerai.hashnode.dev/llm-cot-is-chainofthought-reasoning-of-llms-a-mirage-a-data-distribution-lens?utm_source=hashnode&utm_medium=feed) 논문 원본 링크: https://arxiv.org/pdf/2508.01191 관련 뉴스 https://www.aitimes.com/news/articleView.html?idxno=201660 논문 요약 1. 연구 목적과 배경 Chain‑of‑Thought(CoT) 프롬프트는 LLM이 문제 해결 전에 인간처럼 중간 추론 과정을 표현하게 하여 성능을 향상시키는 기술입니다. 하지만 이러한 CoT가 실제 논리적 추론인지, 아니면 훈련 데이터의 패턴을... 2 min read · [outlinerai.hashnode.dev](https://outlinerai.hashnode.dev/llm-cot-is-chainofthought-reasoning-of-llms-a-mirage-a-data-distribution-lens?utm_source=hashnode&utm_medium=feed) [Saif](https://hashnode.com/@sak2k-bio) · [Aug 15, 2025](https://hashnode.com/posts/the-ais-inner-monologue-unlocking-self-reflection-with-chain-of-thought/689f37bb16c5fbc9828c3ab9) ### [​🤖 The AI's Inner Monologue: Unlocking Self-Reflection with Chain-of-Thought](https://gpt-is-just-like-you.hashnode.dev/the-ais-inner-monologue-unlocking-self-reflection-with-chain-of-thought?utm_source=hashnode&utm_medium=feed) Chain-of-Thought is actually pretty cool! 4 min read · [gpt-is-just-like-you.hashnode.dev](https://gpt-is-just-like-you.hashnode.dev/the-ais-inner-monologue-unlocking-self-reflection-with-chain-of-thought?utm_source=hashnode&utm_medium=feed) [Saif](https://hashnode.com/@sak2k-bio) · [Aug 14, 2025](https://hashnode.com/posts/beyond-hello-ai-a-deep-dive-into-prompting/689da7be9288e8ab5d8ee4cb) ### [Beyond "Hello, AI": A Deep Dive into Prompting 💡](https://gpt-is-just-like-you.hashnode.dev/beyond-hello-ai-a-deep-dive-into-prompting?utm_source=hashnode&utm_medium=feed) In this article, Prompting is Demystified! 3 min read · [gpt-is-just-like-you.hashnode.dev](https://gpt-is-just-like-you.hashnode.dev/beyond-hello-ai-a-deep-dive-into-prompting?utm_source=hashnode&utm_medium=feed) [Vidya Sagar Mehar](https://hashnode.com/@VidyaSagarMehar) · [May 31, 2025](https://hashnode.com/posts/crafting-ai-personas-with-system-prompts-and-cot-building-hitesh-choudharys-digital-twin/683b3842ec9a04d33ff0f291) ### [Crafting AI Personas with System Prompts & CoT: Building Hitesh Choudhary’s Digital Twin](https://vidyasagar.hashnode.dev/crafting-ai-personas-with-system-prompts-and-cot-building-hitesh-choudharys-digital-twin?utm_source=hashnode&utm_medium=feed) build AI chatbot, system prompt GPT, AI persona with memory, Hitesh Choudhary bot, OpenAI GPT-4o-mini, chatbot Python example 6 min read · [vidyasagar.hashnode.dev](https://vidyasagar.hashnode.dev/crafting-ai-personas-with-system-prompts-and-cot-building-hitesh-choudharys-digital-twin?utm_source=hashnode&utm_medium=feed) [1](https://hashnode.com/posts/crafting-ai-personas-with-system-prompts-and-cot-building-hitesh-choudharys-digital-twin/683b3842ec9a04d33ff0f291)