SyFox is an open System One decision engine. State in. Typed decisions out. No text generation. Ever. Built on Synthetic-Intelligence substrate physics — not transformers, not neural nets, not pattern matching.
State tokens inject energy into a ConceptField. The field settles through dissipative diffusion along Hebbian lanes. Typed answers are read out from the same settled field. Unknown vocabulary produces honest silence.
State tokens deposit energy onto concept nodes. Acoustic mass and source-cap keep the working set bounded.
Energy propagates along Hebbian lanes. Dissipation + cavity salience sparsify the field. Optional Miller window.
Choice, score, and noul questions read resonance from the identical settled field. Flat marginal latency.
Nothing settled above floor? Defer. Never invent an answer. Unknown words stay dark.
SyFox will never generalize like a foundation model. It sees only what you taught it — inspectable lane by lane. The trade is deliberate: narrow, fully ownable, auditable, offline, and free.
| LLM (System 2) | Jev | SyFox | |
|---|---|---|---|
| Output | prose to parse | typed values | typed values |
| Compute | token by token | one parallel pass | one settle pass |
| Can hallucinate text | yes | no (schema-bound) | no + honest silence |
| Core | transformer | trained foundation model | energy-field physics (SI) |
| Weights | billions, opaque | opaque | your lanes, inspectable |
| Runs offline | maybe | no | yes, zero dependencies |
| Cost per decision | $$ | very low | ~0 (CPU µs) |
v2.1 introduced a real 70/30 held-out split. Coverage-vs-accuracy is the headline metric. Derivation is gated so it cannot silently regress taught knowledge.
| Coverage | Accuracy | |
|---|---|---|
| 100% | 83.3% | |
| ≥70% | 90.0% | |
| ≥50% | 100% |
Tickets domain. Confident subset is trustworthy by measurement.
UTF-8 script routing across 35 families. Traction-gated character trigram bridges for typo robustness. Active-learning loop.
Real 70/30 split, coverage curve, multi-class calibration, Porter + synonyms at the boundary.
Compose + harvest, dreamer, analogs. Transactional no-regression gate with bit-exact snapshot/restore.
v3.0 rebuilt the input boundary. Pure-ASCII keeps the original path. Non-ASCII routes by Unicode script family into separate substrates. The SI core stays byte-identical.
Legitimate unseen words stay dark. Corrupted forms can recover only when ≥25% of their trigrams already exist in the fabric.
Zero dependencies. One make. Your data stays yours.