Engineering Emergence: From Prompting to a New Topological Discipline?
Hugging Face Forums [Unofficial]
June 20, 2026
Yes, that formulation captures the distinction well.
I am exploring a related direction in DESi: using LLMs only where there is a genuine open solution space, while persistence, provenance, conflict handling, authority, replay, and state transitions are handled outside the model.
In that framing, PCE-like prompting remains useful, but as behavioral regulation inside the open-solution-space layer — not as the carrier of long-term epistemic continuity.
Reference:
hstre.github.io
DESi — Deterministic governance for LLM pipelines
Replay-stable. Read-only. Auditable. DESi watches LLM pipelines from the outside — and reports its own failures too.
Discussion in the ATmosphere