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Bytedance just dropped a paper that might change how AI thinks.
Literally.
They figured out why LLMs fail at long reasoning — and framed it as chemistry.
The discovery:
Chain-of-thought isn't just words. It's molecular structure.
Three bond types:
• Deep reasoning = covalent bonds (strong, unbreakable)
• Self-reflection = hydrogen bonds (flexible, context-aware)
• Exploration = van der Waals (weak, ever-present)
Why most AI "thinking" sucks:
Everyone's been imitating keywords — "wait," "let me check" — without building the actual bonds.
It's like copying the shape of a protein without the atomic forces holding it together.
Bytedance proved: structure emerges from training, not prompting.
The fix: Mole-Syn
Their method doesn't just generate text. It synthesizes stable thought molecules.
Results: better reasoning, more stable RL training.
Bytedance is treating AI reasoning like organic chemistry — and it works....


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