Public Traces Demo

This is the optional public-trace path in the repo. It demonstrates the implemented Hugging Face adapters and shows how public rows become normalized observations and rolled work units.

GAIA Messages

Run:

uv run wl demo hf-gaia --project-dir .workledger/hf-gaia --open-report

This demo uses the gaia adapter and shows:

• raw messages in
• normalized observations
• a few rolled WorkUnits
• preserved Hugging Face lineage refs

By default this demo does not run wl classify.

Artifact:

• GAIA demo report
• Dataset: smolagents/gaia-traces

smoltrace Spans

Run:

uv run wl demo hf-smoltrace --project-dir .workledger/hf-smoltrace --open-report

This demo uses the smoltrace adapter and leans into native span hierarchy:

• trace_id + spans ingestion
• duration and cost totals preserved
• rollup from many spans to understandable work

Artifact:

• smoltrace demo report
• Dataset: kshitijthakkar/smoltrace-traces-20260130_053009

Before / After

The important change is not better observability. It is normalization plus rollup, with WorkUnit as the main output.

If you want policy output after running a public demo, run classification explicitly:

uv run wl classify --project-dir .workledger/hf-gaia
uv run wl report --project-dir .workledger/hf-gaia