fix: restore Optional import and enrich UI candidate identity from us… - #1
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…er directory - candidate_profiles.py: restore `from typing import Optional` (its removal during UI integration caused a NameError at import, crash-looping the API) - candidate_mapping: overlay stubbed user directory (name/role/department/ location/manager) onto candidate attributes, joined on user_uuid, so the Shortlist and Deep Dive UI contracts show real names instead of UUIDs - add user_directory stub router (profile + HRIS blocks per user) - LLM now produces match_score; strengths/gaps are required-skill names; readiness_factors pinned to the fixed 5 (Skill Match, Performance, Learning Agility, Leadership Potential, Risk of Regret); synthesis max_tokens=4096 - matching: log per-user retrieval ranking for visibility Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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…er directory
from typing import Optional(its removal during UI integration caused a NameError at import, crash-looping the API)