T1-R2 ecosystem
Artifact: A file the run wrote, so the result is not only a memory.
Git
HTTP
JSON
unit tests
A Python script can later call a local runner or a cloud API with the same JSON shape.
The same notebook becomes the capstone log.
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
- Python 3 tutorial vendor last checked 2026-10
- Python.org community community last checked 2026-10
- Git reference vendor last checked 2026-10
- Python (programming language) — Wikipedia wikipedia last checked 2026-10
- Git — Wikipedia wikipedia last checked 2026-10