Talkie Trains 13B Model on 1930 Text

This is more research probe than product launch, but it is a strong one: by cutting training off at 1930, Talkie gives researchers a clean way to measure what modern web data changes in an LLM.

• –The cutoff makes the model useful for studying temporal knowledge, anachronism, and what a model "knows" when the future is removed.
• –Historical OCR noise and leakage detection are the hard problems here, and they matter as much as scale for whether the experiment is trustworthy.
• –The instruction-tuned checkpoint is interesting because it tries to preserve period-appropriate voice without falling back to modern assistant habits.
• –Its real value is comparative research against modern twins, not frontier benchmark performance.