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feat: add /outcome command to record application results and close the calibration loop (#54)
/setup Path A already mines documents/applications/<company>_<role>/ (job_posting.md, submitted drafts, outcome.md) to calibrate 04-job-evaluation.md and surface STAR candidates - but nothing in the workflow systematically writes those folders, so the calibration machinery only runs for users who hand-maintain the archive. /outcome closes the loop: it writes the data /setup reads. How it works: - Identifies the application from job_search_tracker.csv (by argument, or by listing open applications); applications made outside the workflow get a new tracker row - Records progress updates (interview stages, offers) and resolutions using the exact status enum documents/README.md documents, plus one additive value: in_progress, for open applications between updates. /setup's calibration only draws conclusions from final statuses - Archives the submitted cv_draft.tex / cover_letter.tex (copy, never move; existing archived files are never overwritten - the archive is what was actually submitted) and fetches job_posting.md from the tracker's source URL while it is still alive; a dead URL gets a user-pasted copy or an explicit unavailable stub, never a reconstruction - Updates the tracker row's status and notes; never restructures the CSV - After 3+ resolved outcomes (or a repeating pattern), points the user back to /setup Path A - /outcome writes data, /setup interprets it, and this command never edits framework or profile files itself - Idempotent: re-running appends stages and dated notes, never duplicates folders, rows, or history Also aligns the outcome.md status enum across docs: setup.md Step A3 listed hired/rejected/no_response/interview_only while documents/README.md already had offer_declined; both now carry the full enum including in_progress. documents/applications/** and the tracker are already gitignored, so all recorded data stays personal. Docs: README (commands list, file tree), documents/README.md (/outcome cross-reference and in_progress semantics), one-line handoff at the end of /apply Step 6.
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@@ -99,8 +99,9 @@ This runs the full workflow: evaluate fit, draft CV + cover letter, review with
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## Other commands
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`/setup`, `/scrape`, and `/apply` form the core workflow. Five more commands extend it once your profile is in place:
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`/setup`, `/scrape`, and `/apply` form the core workflow. Six more commands extend it once your profile is in place:
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- **`/outcome`** records what happened to an application - interview stages, offers, rejections, silence. It archives the submitted CV, cover letter, and posting text into `documents/applications/<company>_<role>/`, keeps `outcome.md` in the format `/setup` Path A parses, and updates the tracker. Once a few applications resolve, it points you back to `/setup` to calibrate the fit framework from what actually got interviews.
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- **`/rank`** bridges `/scrape` and `/apply`: it batch-scores all newly scraped postings against the fit framework (parallel agents fetch each posting and score the five evaluation dimensions) and returns a ranked shortlist with honest per-job strengths and gaps. Deal-breakers veto, deadlines get urgency flags, dead postings get marked expired. Pick a number and it hands off to the full `/apply` workflow.
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- **`/expand`** enriches your profile by scanning public sources you've already linked in it (GitHub repos, portfolio site, Kaggle, Google Scholar) and looking up syllabi for named courses and certifications. Discovered competencies are added to your profile with a source tag. Useful right after `/setup` to surface skills that documents alone don't make explicit.
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- **`/upskill`** analyzes the gap between your profile and your tracked job postings (or a single posting via `/upskill <URL>`). Produces a prioritized heatmap of skill gaps and a learning plan with web-searched study resources and time estimates. Useful for career planning between applications.
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@@ -122,6 +123,7 @@ ai-job-search/
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│ │ ├── add-template.md # /add-template register custom LaTeX templates
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│ │ ├── add-portal.md # /add-portal generate a job-portal search skill for your market
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│ │ ├── rank.md # /rank triage scraped jobs into a ranked shortlist
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│ │ ├── outcome.md # /outcome record application results, archive materials
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│ │ └── reset.md # /reset wipe profile data or documents folder
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│ ├── skills/
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│ │ ├── job-application-assistant/ # Core application skill
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