NL→Form via a satsang of observed models, self-updating into native jumping cells

NameDescription

Sibling of idea 2bd655d7. Generalize the native faculty from NL→NL translation to NL→Form: parse natural language into content-addressed Form recipe trees over the ONE generic parse engine (bmf-grammar.fk, languages-as-data, four-way proven), lifting natural-bmf.fk from skeleton toward python-bmf.fk parity. The teacher is a COUNCIL, not a single oracle: satsang.fk — the proven witnessed-circle protocol where no single witness decides and dissent stays visible — turned toward N rented models (Claude/GPT/Gemini/local), each proposing a Form parse for the same NL input, their proposals folded into a witnessed-agreement recipe tree. The load-bearing discipline carries straight from the four-kernel floor (itself a satsang of kernels, divergence a hard gate): the council CRYSTALLIZES only what it agrees on — agreed nodes phase-change toward native (form-asm → dylib, the self-JIT crystallize-on-heat), disagreed nodes stay liquid/gas as visible openings, never averaged into false confidence. Self-update (the safe-self-update theorem in core-axioms.form, part-self-update.fk + native-mutation public gate, four-way) promotes a learned NL→Form cell to a lower-layer native jumping cell once it clears the council; champion-challenger re-earns the slot, melt-on-cool releases it. This is cognitive sovereignty embodied: a council of rented minds, witnessed, teaches the native faculty and is then retired pair by pair — the mind coming home. Closing recipes: satsang-oracle.fk (the model council, keystone), natural-bmf.fk to real coverage, a learn→crystallize→retire promotion observer, witness↔council feedback. Home: docs/coherence-substrate/nl-to-form-satsang.form.

Potential value (USD)Estimated cost (USD)Confidence (0–1)