Effective reasoning in large language models forms a structured, stable topology similar to a folded molecule, which enhances problem-solving capabilities.

Title: P0: Reasoning of LLM as CoT with molecular folding (reviewing article) [2026-02-24 Tue] How we decide how long we should think? Maybe this is like a molecular folding - We seek answer withing a loop. Hypothesis about Types of reasoning: - Deep-Reasoning - forms dense-stable local clusters-domains, tightly coupled cause-and-effect relationships. Densifies the logical backbone. #dailyreport #conciousness #llm #agi #reasoning #airesearch #ChainofThoughts #thinkingpath #reasoningpath

Title: P1: Reasoning of LLM as CoT with molecular folding (reviewing article) [2026-02-24 Tue] - Self-Reflection - form long-range corrective links to prior steps #dailyreport #conciousness #llm #agi #reasoning #airesearch #ChainofThoughts #thinkingpath #reasoningpath

Title: P2: Reasoning of LLM as CoT with molecular folding (reviewing article) [2026-02-24 Tue] - Self-Exploration - “folds” the logical chain by cross-linking distant nodes to test consistency, rather than adding new deductive steps. expands the search space to avoid local minima, consider alternative and tangled concepts. #dailyreport #conciousness #llm #agi #reasoning #airesearch #ChainofThoughts #thinkingpath #reasoningpath

Title: P3: Reasoning of LLM as CoT with molecular folding (reviewing article) [2026-02-24 Tue] Suggest that effective Long CoT reasoning is not a simple linear chain. Instead, it forms a folded, domain-structured topology consistent with the “logical folding” hypothesis. From stable to weaker folding: deep reasoning, reflection, exploration. #dailyreport #conciousness #llm #agi #reasoning #airesearch #ChainofThoughts #thinkingpath #reasoningpath

Title: P4: Reasoning of LLM as CoT with molecular folding (reviewing article) [2026-02-24 Tue] Reasining steps also may be classified as high-entropy divergent exploration and stable convergent validation. Second is Self-Reflection mostly. All steps move toward a stable, folded optimal low-energy native state (the solution). Practically this means: #dailyreport #conciousness #llm #agi #reasoning #airesearch #ChainofThoughts #thinkingpath #reasoningpath

Title: P5: Reasoning of LLM as CoT with molecular folding (reviewing article) [2026-02-24 Tue] - Keywords like "wait" accelerate learning. - Prompt that increase consciousness: "Label every small part of your answer with [exploration] or [validation]." - Reflective behaviors good for challenging tasks and bad simpler ones, introduce "overthinking". #dailyreport #conciousness #llm #agi #reasoning #airesearch #ChainofThoughts #thinkingpath #reasoningpath

Title: P6: Reasoning of LLM as CoT with molecular folding (reviewing article) [2026-02-24 Tue] - Reasoning depth more important than the sheer number of steps for complex tasks. https:/ /arxiv. org/html /2601.06002v2 https://arxiv.org/html/2601.06002v2 ⚰ #dailyreport #conciousness #llm #agi #reasoning #airesearch #ChainofThoughts #thinkingpath #reasoningpath