T2-R3 ecosystem
Context window: The maximum text one model call considers.
Tokenizers
Transformers
Decoding
Model cards
The same next-token idea sits under chat, voice, and tool calls.
Pin a model id when you leave the toy explanations.
Write the goal in one sentence.
Name the input and the allowed output.
Save the trace next to the result.
The answer looks fluent and is wrong. Check whether a source passage actually contains the claim.
The loop never stops. Set a step cap and stop when the tool result repeats.
Sources and go deeper
- Brown and co-authors, Language Models are Few-Shot Learners, 2020 paper last checked 2026-10
- Large language model — Wikipedia wikipedia last checked 2026-10