Improve resume tailoring: deterministic skills, cleanup, keyword retention - #92
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ArchieChelle wants to merge 1 commit into
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Improve resume tailoring: deterministic skills, cleanup, keyword retention#92ArchieChelle wants to merge 1 commit into
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…ntion - Render the TECHNICAL SKILLS section deterministically from the profile's skills_boundary instead of trusting the LLM to echo the list back (it was silently dropping curated skills). Guarantees every category and entry appears, with a label override so "ux_methods" renders as "UX Methods". - Drop skill categories the LLM leaves empty and unfilled "Tech | Dates" subtitle placeholders so they no longer render on the resume. - Add a KEYWORDS rule so JD-relevant terms already present in the base resume (methods, tools, frameworks) are preserved rather than genericized away. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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Problem
The tailor prompt trusted the LLM to echo the profile's curated skills list back verbatim in the TECHNICAL SKILLS section — it was silently dropping entries. Empty skill categories and unfilled "Tech | Dates" subtitle placeholders were also rendering on the resume, and JD-relevant terms already present in the base resume (methods, tools, frameworks) were getting genericized away instead of preserved.
Fix
skills_boundaryinstead of trusting the LLM, guaranteeing every category/entry appears (with a label override soux_methodsrenders as "UX Methods").Scope
Single file:
src/applypilot/scoring/tailor.py.