Debug

Debug: triage a stuck or failed Fireworks training run.

Debug is read-only by default. Do not create jobs, upload data, or spend without an explicit handoff to configure and a new approved plan.

Entry routing

Signal	Route
New training or approved retry	configure
Unclear method, data, or starting example	research
Failure, stall, bad quality, resume, or serving issue	stay in debug

Research owns the welcome-entry question and its privacy notice. Route a vague first message there instead of asking a second welcome question.

Attribution and privacy

Reuse the run's FIREWORKS_SESSION_ID. If none exists, create one UUID. Set:

export FIREWORKS_CLIENT_SOURCE="fireworks-training-skill/2.2.0"

Record entry_skill: debug in the private run manifest. Before the first structured question, show ../fireworks-training/references/telemetry-notice.md.

Check firectl skill-journey record --help once. When available, record only registered IDs through ../fireworks-training/references/telemetry.md. If it is unavailable or the user opts out, keep local run state and continue.

Never send raw errors, customer prose, credentials, datasets, or paths as journey telemetry.

Triage

1. Read references/triage-paths.md.
2. Ask one category question: job state, error, quality, resume/checkpoint, or deploy/serving.
3. Stop and wait for the answer.
4. Follow the ordered read-only checks for that category.
5. Use the detailed carrier references listed below.

Three-strike rule

After three failed hypotheses on the same issue:

1. Stop guessing.
2. Build an escalation bundle with UTC timestamps, resource IDs, model and shape, CLI and SDK versions, cookbook commit, retry history, evidence, and what was ruled out.
3. Redact credentials and customer data.
4. State what the evidence supports and what remains unknown.

Handoff

1. Route to configure only when the user wants a new or retry run.
2. Route to research when the starting example or method is wrong.
3. On resolution without new spend, record debug_resolved and stop.

Progressive references

Need	Reference
Triage categories	references/triage-paths.md
Error catalog	../fireworks-training/references/error-reference.md
Resume and idempotency	../fireworks-training/references/run-state-and-reporting.md
Deployment proof	../fireworks-training/references/deploy-and-troubleshoot.md
Journey telemetry	../fireworks-training/references/telemetry.md

Interaction rules

1. Use AskQuestion one question at a time, then stop.
2. Use plain customer language.
3. The category question uses its five registered options.
4. Do not retry or create resources from debug.