Example · targeted search · fuzzy memory recall

Find the email you know exists

Fuzzy memory in, specific message out.

The prompt

Find that thread from a recruiter — something about a senior role at a fintech, sometime late last year. I can't remember the exact words. Pull the whole conversation and any attached job description.

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Candidate threads
18
Re-ranked top
5
Typical runtime
30–60 sec
Output format
Thread summary + next-step hint

The scenario

You remember a conversation. You can't remember the sender, the subject line, or the exact words they used. You just remember the shape of it — a recruiter, a role, a date range.

Gmail-style full-text search gives you 400 noisy hits. You need the one thread you're actually thinking of.

Sample output

An illustrative response. Real outputs cite actual senders, dates, message IDs, and attached files from your mailbox.

Found it

From: Elena Souza (Vaultline — Search Partner at North & Co.) Subject: "Staff Eng role — payments fintech, remote-first" Dates: Nov 6 – Nov 14 2025 (4 messages)

Thread summary

  • Nov 6 — Elena's initial reach-out. Role: Staff Software Engineer at Vaultline (payments fintech, ~60 people, Series B). Remote-first, HQ NYC. Comp band $220–260k + equity.
  • Nov 6 — You replied briefly: "Interesting, send me the JD."
  • Nov 7 — Elena sent the JD (attached: JD_SeniorStaffEng_Vaultline.pdf) and asked if Nov 12 or 13 worked for a 30-min call.
  • Nov 14 — You replied apologizing for the delay, said you'd circle back. You never did.

The JD highlights:

  • Team of 6, reporting to CTO
  • Current stack: TypeScript + Go + Postgres
  • Main focus: ledger correctness + compliance primitives

Ball is in your court — last message was yours promising to follow up.

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