01
Inbox
Recruiting thread is classified and extracted
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Product walkthrough
Product walkthrough
Demo is a product walkthrough: one recruiting thread becomes application evidence, uncertain updates stop in review, and resume context stays tied to the same source chain.
recruiting@northstar.example
Tuesday May 12 · 10:30 AM PT
no-reply@assessment.example
Due Friday · reminder created
unknown-recruiter@example
Paused for manual review
talent@robotics.example
Start date extracted · 0.86 confidence
Watching 34 recruiting threads
Walkthrough path
01
Recruiting thread is classified and extracted
02
Application row gets status, deadline, source
03
Weak or risky updates pause before mutation
04
Response and stage movement become visible
05
Feedback uses application and mailbox outcomes
Walkthrough proof
Source thread
The sample starts from a recruiting message, not a blank form.
Blocked write
Weak matches pause before a record or reminder changes.
Accepted update
Trusted interview/deadline facts become application state.
Resume context
Candidate context is visible beside mailbox outcomes.
Judge path
State transition
Seeded mail enters the inbox queue
Agent output points back to source evidence
Risky or weak matches wait for review
Dashboard, resume, and analytics update together
Impact
Built from a real high-volume student job search workflow: interviews, OAs, follow-ups, and offers are tracked from Gmail evidence instead of a manual spreadsheet.
OA deadline
A due date becomes a visible next action.
Ambiguous recruiter
Weak matches stop at the review gate.
Offer evidence
Documents and screenshots become inspectable evidence cards.