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olj scout

Job discovery and triage with custom code and Jev.

job discovery pipeline

PassNeeds scoringValidFailedStart syncFetch Latest / RebuildCollect listingsParse & deduplicateRole prefilterEmployment type + dutiesDiscardRolemismatchRead full detailsCheck source statusClosedExcludefrom feedScore needed?New, stale, or changedReuseFreshdecisionRulesRolesPrefsTagsJev evaluationFull description + explicit rubricsRole fit · 0–4Preference fit · 0–4Dealbreakers · probabilityOne request per jobBounded scoring poolValidate resultsTyped scores+ probabilitiesUnscoredFailed /no keyCache & rank50/50 role + preferenceFresh scores firstReview jobsInspect fit detailsChoose what to pursue

Code filters listings and fetches full descriptions. Jev evaluates meaning against role, preference, and dealbreaker criteria, reducing reliance on fragile keyword rules. Code validates decisions, then caches and ranks jobs for review, reusing fresh scores. Jev is designed for fast, low-cost decisions (TypeSafe benchmarks).

in use

  1. Enrich & score

    Fetch full descriptions and evaluate eligible jobs.

    OLJ Scout sync progress showing job enrichment and scoring

  2. Ranked results

    Browse cached jobs ordered by fit score.

    OLJ Scout dashboard with ranked job listings, fit scores, and review controls

  3. Fit details

    Inspect role fit, preference fit, and dealbreaker signals beside the posting.

    OLJ Scout job detail showing the original description and AI fit details