Title-lookalike matching collapses a multi-hat career into whichever single
job-title box sounds closest, then searches only inside that box. /setup
Section 9 now asks about the function before collecting search titles,
search-queries.md says to organize priority categories by function with title
variants under each, and 04-job-evaluation.md's Experience dimension matches on
the function and nature of work performed (framework_version 1.2.2 -> 1.2.3).
From discussion #327's field report and calibration example.
Nothing in the framework checks a posting's language requirements
against what the candidate actually speaks. It is not one of the five
Scoring Dimensions in 04-job-evaluation.md, it is not checked in
/scrape's Step 3 fit assessment, and it is not a field in /rank's JSON
output - even though /apply's Step 1 already extracts a posting's
required language generically, with nowhere to report a mismatch to.
This adds a Language Gate, structured like the existing Eligibility
Gate (read the posting, classify against profile data, hard-stop on a
real mismatch), built on a new structured Languages table in CLAUDE.md
/ 01-candidate-profile.md. /setup now asks for it directly (Path C), or
infers it from a CV/LinkedIn export (Paths A/B - LinkedIn exports
already carry a self-rated Languages section).
The gate compares a posting's stated language requirements against
that table with three outcomes:
- Requires a language not declared at all -> hard FAIL, never
presented.
- Requires a higher level in a language that is declared (e.g. "fluent
English" against a declared B1/B2) -> FLAG, not an auto-reject -
scored and drafted normally, with the gap surfaced so the candidate
judges it themselves (a "fluent" bar reads very differently from a
strict employer vs. one that's flexible on it).
- Requires a language at or below the declared level -> clean PASS.
Wired through the three places that need it: /scrape (Step 3), /rank
(new language_gate/language_note fields alongside the existing
location veto - both are now persisted to seen_jobs.json, not just
used transiently to decide one run's shortlist), and /apply (Step 1's
language extraction now has somewhere to report to).
Out of scope, deliberately: this does not touch the free-form
Deal-breakers list or how it's used elsewhere (e.g. Scoring Dimension
4's relocation check) - that's a separate question this change takes
no position on.
Validated with two live-testing passes against real, unfetched
postings (not fabricated text) across 3 portals and 3 market languages
(Danish, German, Spanish/Argentina): 8/8 postings gated correctly in
the first pass, including ambiguous real-world wording ("you
communicate well in English") a rigid rule would have gotten wrong. A
second pass, run specifically to force a hard-FAIL case, found one
(a Danish posting requiring the ability to read Danish) and confirmed
it persists correctly and would be excluded from /rank's shortlist.
Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com>
Adds a work-authorization eligibility dimension to 04-job-evaluation.md: whether the candidate is legally permitted to hold the role (citizenship/PR/visa requirements) as a hard filter, distinct from permit-timing. Country-agnostic, quotes the requirement source verbatim, treats silence as not-permission, and surfaces to the user rather than silently dropping. framework_version bumped 1.0.0 -> 1.1.0.
By @LeoWinston-9596 (split from #199). Note: the referenced /setup 'second gate' permit-timing collection isn't wired yet - a natural follow-up.
* Add framework_version markers to assistant skills and implement CI version guard and update checker
* Address review feedback: update ci.yml based on latest upstream, gate CI version guard to upstream repo, and remove non-ASCII characters from check_upstream_updates.py
197281t-ship-it