incorrect byte-level claim.

README.md

@@ -20,10 +20,9 @@ Brought to you via @ContextReq - Built, tested and trained within 24 hours! (exc
 
 # Notio-3.7M-RNN-v1
 
-A deliberately minimal **char-level language model** (3.7M params, 2-layer GRU) trained on TinyStories.
-Notio's core idea: the model learns **only the binary u8 token-id stream** — all human-readable
-"english/symbols" rendering happens at runtime through a decoder that maps special tags
-(`<spc>`, `<nwl>`, `<bos>`, `<eos>`...) to their effects and drops them from display.
+A deliberately minimal character-level language model (3.7M params, 2-layer GRU) trained on TinyStories, using a curated 109-token vocabulary: 8 boundary/whitespace tags, 94 printable ASCII characters, and 7 smart punctuation marks.
+
+Notio's core idea: the model sees only token ids — a u8 stream, one byte per id — and all human-readable "english/symbols" rendering happens at runtime through a decoder that maps special tags (<spc>, <nwl>, <bos>, <eos>…) to their effects and drops them from display. The stream is byte-sized, not byte-level: it models the 109 curated characters above, not all 256 raw byte values.
 
 > **Status:** v1 Found the floor at 24k steps @ 0.679 val.