M1: Runner API, canonical artifacts, CLI, and notebook #5
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Implements the M1 milestone for Trace-Bench:
CLI surface:
Runner & training:
Canonical artifact layout:
Task coverage:
Trainer coverage:
Tests: 30 pass, 2 skipped (m0 smoke, m1 artifacts, matrix e2e, internal tasks, opentrace examples, trainer config, veribench CLI)
Notebook: 01_m1_minimal_api.ipynb with Colab badge, auto-detect API key (real/stub mode), 2x2 matrix smoke (4/4 ok), executed outputs committed.