Alma 1
Constitutional memorization and routing modelAlma 1 proved that Northfall could build the complete model path from random weights: tokenizer, transformer, reviewed corpus, training loop, and deterministic evaluation.
- What it does well
- Identity, boundaries, short conversation, honest limits, and exact constitutional responses.
- Honest limit
- It memorizes and routes taught patterns. It is not a general-language model and should not pretend to know untaught facts.
- Parameters
- 59.3 million
- Architecture
- 12 layers · 8 heads · 640 width
- Context
- 128 tokens
- Tokenizer
- 256 raw-byte tokensSimple by design for a small reviewed corpus.
- Current checkpoint learned
- 448 reviewed pairsThe historical Alma 1 corpus later grew to 478 pairs across 21 parts; it is not the new Constitution curriculum.
- Evaluation
- 69 / 69 foundation433 / 448 exact full-corpus reproduction in the production run.