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Rejection Reframer

Rejection hurts. It's also data, and most people waste it — they feel bad for a day, then apply to the next job using the exact approach that just got them rejected. The Rejection Reframer treats every 'no' as a debugging session: what didn't work, why, and what changes for the next application.

What this skill does

The single biggest mistake job seekers make after rejection is treating it as a verdict rather than a data point. One rejection is noise. Three rejections at the same stage, for the same kind of role, is signal — and signal has a clear next action. This skill separates the two and refuses to let you spiral on the noise or ignore the signal.

The diagnosis is stage-specific because the failure modes are stage-specific. A rejection at the resume-screen stage usually means an ATS or keyword problem, sometimes a targeting problem — and the fix is the resume, not your interview skills. A phone-screen rejection points at salary misalignment, a weak 60-second pitch, or a bungled "why us" answer. An interview-round rejection means your answers lacked specificity, or a culture gap emerged, or someone else had a sharper case study. A final-round rejection is usually a close call between strong candidates, and the fix is closing strength plus relationship maintenance — final-round rejections become future offers more often than people realise.

The reframe is honest, not toxic. The skill won't tell you "everything happens for a reason" or "you dodged a bullet." It will tell you that most rejections are about fit and timing rather than worth, that one company's decision involves a small number of people on one specific day, and that the pattern matters more than the individual no. It will also tell you when there is a pattern — and what to do about it — instead of letting you keep applying with the same materials.

The output includes the analysis, a feedback-request email engineered to actually get a response (gracious, specific in its ask, leaves the door open for future roles), a rejection-tracker template so patterns become visible after five entries, and a concrete list of changes for the next application. Not platitudes. Things you do differently on Monday.

When this triggers

  • ·You just got rejected and you're about to fire off the next application with the same materials
  • ·You've been rejected at the same stage three times and can't see the pattern
  • ·You got a one-line rejection and want to ask for feedback without sounding bitter
  • ·You made it to the final round, lost it, and have no idea what to do differently
  • ·You're in active search mode and need a system for tracking rejections so patterns become visible

Example

Trigger

User: 'Got rejected after the final round for a PM role at [SaaS company]. Third final-round rejection this quarter. No feedback. I'm spiralling.'

Output

First: three final-rounds is good signal, not bad signal. You're getting picked over the resume pile. The fix is later in the funnel, not earlier. Pattern test (need your input): were the three roles all PM at similar-stage SaaS? Were the rejections all after a case study or take-home? That changes the diagnosis. Most likely culprits at final-round (in order): · Closing weakness — did you explicitly say you wanted the role and ask about next steps? · Internal candidate or referral they kept warm · One specific moment in the case where your answer lacked depth they got from another candidate Feedback request email (gracious, specific, keeps the door open): [drafted, 90 words] Next-application changes: 1. Build 3 PM case-prep stories with metrics 2. Practise the close out loud 3. Track next 5 rejections in the format below

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What you get

  • 190-line SKILL.md, ready to drop into ~/.claude/skills/
  • Tested through 3 Karpathy-loop iterations (versions v1.0.0 → v1.3.0)
  • Triggers automatically when relevant — no command to remember
  • Lifetime updates as the skill is refined further

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