Shape of total transparency on verifiable public-domain data. Not frontier scale.
| Release | Tokenizer | Data |
|---|---|---|
| ttllm-nano | char | PG PD |
| ttllm-nano-v2 | BPE | PG PD |
| ttllm-nano-v3 | char | 6× PG PD |
| ttllm-nano-v4 | char | 6× PG PD |
Each ships code, data card+hashes, dense checkpoints, metrics, ttlink, stream, Merkle seals, scorecard.