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Autopsy complete · re-runs every 24h
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Staff Machine Learning Engineer, App Ads Modeling

remote·seniority unknown·today
85/100
verified real
"Creepy AI interview transcription aside, this is a heavy-hitting, highly paid, actual remote staff ML gig."
— The Judge · model: gemini-3.5-flash · confidence: high
01

The five agents · full report

// parallel · uncensored · re-runnable
The Appraiser
comp inference
$230k–$322kUSD / yr
confidencehigh
disclosed by employerNO — penalty applied
posted band$230k–$322k
The Skeptic
red & green flags
  • ▼ai_recorded_and_transcribed_interviews
  • ▲transparent_salary_transparency
  • ▲flexible_first_remote_workforce
  • ▲clearly_defined_high_scale_impact
The Decoder
stack + team maturity
PyTorchTensorFlowDeep LearningTransformersRecSys
data teamStage 4 · Org
company stagePublic
size1000-5000
The Oracle
interview prediction
rounds5
formatTechnical coding, ML system design, and bar-raiser panels
unpaid take-homenone
02

What you can do about it

// apply · flag · negotiate · ignore
▼ NO APPLY URL
Employer didn't provide one. Hide-and-seek loses you 10 BS pts.
🔒 NEGOTIATION COACH · PRO
Live script · counter-offer drafts · expected ranges.
04

Reply Guy

// agent-drafted cover letter · cursedly on-brand
Vibe:3 of 3 free left
05

Ghost-job market

// stake XP · settled in 60 days

Bet ghost? This posting still open in 60 days with no signs of a hire — you win the pool. Bet real? Win if it closes with someone hired.

▼ ghost 0 XP · 0 bettors▲ real 0 XP · 0 bettors
Stake:
How this autopsy was generated

5 parallel AI agents (Gemini 3 Flash) extract structured signals from the JD, cross-reference with our company graph, infer market comp, predict the interview loop, and synthesize a final BS Score. Re-run every 24 hours. Employers can request a re-autopsy after editing the JD — no charge, no special access.