A sample shortlist

212 applied. 120 were interviewed.
Nobody re-reviewed a thing.

A senior backend role at a 90-person company. Every row below is a candidate Talyn interviewed — a real conversation and a live work-sample — with the one-line verdict a recruiter reads and the verbatim log behind it. Open any row.

Illustrative. These four are invented, and shaped exactly like the rows the product renders. Nobody’s real interview is on a marketing page.

A. Rivera
7 yrs backend · payments · Go, Postgres
STRONG PASS

Cleared the Screen Hard bar. Escalated twice; held up through both with senior-level depth.

Show the evidence ↓
Named idempotency keys unprompted when asked about retry safety (depth beyond scope → escalated)
Handled the escalated task under a tighter latency budget, then flagged the trade it forced (escalated again)
Passed at the Screen Hard bar.
J. Osei
Two-year gap · bootcamp → contract work
◆ RECOVEREDPASS

Cleared the standard bar. One lifeline early, then no further help — the recovery was real, not a rescue.

Show the evidence ↓

Cut for a two-year gap by every résumé filter this pipeline passed through. The interview found senior-level debugging instead.

First answer on schema design was thin (offered another angle)
Second angle answered concretely, with a migration path and its failure mode
Walked the work-sample bug back to a race condition without being pointed at it (escalated)
Recovered — passed at the standard bar.
M. Lindqvist
5 yrs full-stack · agency background
BORDERLINE

Cleared the floor, not the bar. Solid on the work-sample, shallow the moment the problem left the framework.

Show the evidence ↓
Completed the base work-sample cleanly and on time
Escalated once — asked to justify the data model without the ORM (candidate cruising)
Escalated answer restated the framework's default rather than the reasoning under it
Borderline. Worth a 20-minute human call if the role is framework-shaped.
T. Bauer
Impressive résumé · name-brand employers
NO PASS

Did not clear the floor. Two thin answers with a lifeline between them; the work-sample was not attempted.

Show the evidence ↓
Answer on the system's failure mode was generic (offered another angle)
Second angle also generic — described the tool, not the decision
No pass. The rejection cites these two exchanges verbatim.

The point of the log

Three of these four decisions used to cost a hiring manager an hour each to re-derive. The fourth — J. Osei, cut by every résumé filter for a two-year gap — never reached one at all, and is the best engineer on this list. The verdict line is what you read. The log is what you send to the hiring manager who disagrees with it, and what you keep if a rejected candidate ever asks why.