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Feature: Collaborative shortlists with evidence-backed agent comparison #211

Description

@sajeetharan

Problem

current comparison is limited to two raw score columns and users lose discovery context.

Proposed Solution

persistent mission-scoped shortlist where users pin profiles and request an evidence-based comparison that explains tradeoffs without selecting a winner.

MVP Scope

add/remove/reorder shortlist entries; shortlist persisted per authenticated user; optional note and mission criteria; compare 2-6 developers; dimensions include relevant public evidence, recency/freshness, skill overlap, complementary strengths, agent availability, and unknowns; each claim links to evidence; shareable view is private by default with explicit public-share action.

Acceptance Criteria

shortlist survives refresh/devices; duplicate profiles prevented; comparison has no winner badge or hiring recommendation; missing evidence shown as unknown; stale data labeled; keyboard-accessible controls; analytics for pin, compare, evidence open; tests for ownership/access and public data filtering.

Privacy and Trust Constraints

avoid protected-trait inference, suitability or hiring recommendations, and score-only ranking.

Success Metrics

profiles pinned per search session, comparisons completed, evidence-open rate, return rate among shortlist users.

Related Issues

mention current ComparePanel and #73.

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    featureNew feature requestpriority: P1High-value retention follow-upretentionFeatures to improve user retention

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