Latest research updates, technical insights, and explorations into AGI emergence through semantic traversals.
January 14, 2026 • Jerry Zhang
A comprehensive review of the Interstella project's research trajectory, from manifold hypothesis validation to geometric navigation frameworks for controllable LLM emergence.
Read MoreJanuary 12, 2026 • Jerry Zhang
Computable Emergence Engineering represents Interstella's core vision: transforming AI capability emergence from alchemy into engineered geometric navigation through semantic manifolds.
Read MoreJanuary 12, 2026 • Jerry Zhang
Rigorous analysis of whether LLM semantic spaces satisfy manifold assumptions, with empirical evidence showing sentence-level embeddings are significantly more manifold-like than token-level embedd...
Read MoreJanuary 12, 2026 • Jerry Zhang
A proof-of-concept framework using proxy manifold learning techniques to explore and control semantic traversal in LLMs, demonstrating controllable 'semantic jumps' via extreme hybrid prompts.
Read MoreJanuary 12, 2026 • Jerry Zhang
Interstella项目最新研究发布：通过代理几何方法探索LLM语义空间，首次提供可控涌现路径的实证证据，为AGI工程化奠定理论基础。
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