Examples

A daily run, start to finish

$ careeros daily

The pipeline discovers across your enabled providers, deduplicates, applies hard constraints, gates, evaluates the survivors, thresholds into Apply and Consider tiers, writes resumes and cover letters for Apply-tier jobs, drafts application answers, renders a zero-cost report, and appends rows to your Sheet. Cached stages are reused silently.

Re-running the same day

If nothing changed, a re-run costs zero AI calls — every stage hits the cache. This is safe to do anytime, for example after fixing a credential.

$ careeros daily   # unchanged inputs → all cache hits

Preparing for an interview

When a job becomes real, generate a deep report. It expands the existing evaluation with fresh company and role research — it never re-scores the job. It always publishes its output to Drive and your Sheet at the end.

$ careeros prep 3f2a9c1b

Applying to a below-threshold job

Want to apply to a Consider-tier job, or one the batch couldn't read automatically? Draft its answers on demand, using your own logged-in browser or by pasting the questions.

$ careeros apply 3f2a9c1b

Verifying a new provider before trusting it

Discovery ships with ats-dataset enabled by default today, but the registry is built to run several sources side by side — see providers/README.md's "Adding a provider" section. Before wiring a new one into daily, force it in isolation and inspect its real output shape.

$ careeros discover --provider my-provider --dry-run --limit 3   # shape check
$ careeros discover --provider my-provider --limit 30            # real cost check