The Stateless Founder
STOP INTERVIEWS: USE A 90-MINUTE AI-GRADED SKILLS TEST THE PROBLEM That founder in Bangkok spent 11 hours across 5 calls in 4 time zones to hire one contractor—who ghosted after the trial project. Sound familiar? Resume screens and portfolio reviews don't tell you if someone can actually handle malformed JSON at 2 AM when you're asleep on the other side of the planet. THE SOLUTION: AI-GRADED SKILLS TESTS Replace interviews with a paid, 90-minute async skills test graded by a calibrated LLM judge with human sampling on borderlines. CORE ARCHITECTURE Golden Set Calibration * Build 6-10 test items per role: 4 happy-path scenarios, 2-3 edge cases, 1 failure-handling test * For automation builders: clean webhook payload, Euro currency with commas, missing email field, duplicate event requiring idempotency logic * Run 3-5 internal testers through the same test to calibrate rubric weights Pairwise Judging with Permutation Debiasing * Never use raw 1-10 scores—LLM judges show systematic position bias * Show candidate work vs. golden answer side-by-side: "Which better satisfies this rubric?" * Flip order and run again—if model picks same winner both times, reliable signal * If it flips, flag for human review Confidence Bands for Decisioning * Compute win rate across all items (% of time candidate beat gold standard) * Calculate 95% Wilson confidence interval around that number * Pass: lower bound above 60% * Borderline: win rate 55-65% or interval straddles 60% * Reject: below 55% with upper bound under 60% Human Sampling Protocol * Every borderline case gets human review * Sample 10-20% of clear passes (stratified by role/region) to check for model drift * Route any critical criterion failure (e.g., factual accuracy in content) to human regardless of overall score CONTENT OPS GRADING Four weighted criteria: * Factual accuracy: 35% (marked critical—auto-routes to human if flagged) * Structure: 25% * Voice adherence: 25% * Brief compliance: 15% ANTI-CHEAT WITHOUT SURVEILLANCE Required Layer: * Randomized inputs (rotate variants monthly) * Time-boxed links (portal locks at 90 minutes) * Honor statement checkbox Optional Additions: * Tab-switch logging * Basic plagiarism detection Avoid: Screen recording, keystroke logging, webcam monitoring—you're hiring async contractors, not surveilling them. FAIR PAYMENT STRUCTURE Regional Pay Bands (90-minute stipend): Content Ops: * Southeast Asia: $30 * Western Europe: $60 * US: $68 Automation Builders: * Southeast Asia: $45 * Western Europe: $83 * US: $98 Based on Upwork median rates and Automattic's $25/hour trial standard. APPEAL PROCESS * 5-day window for human re-review requests * Rubric feedback provided either way * Brand signal: "We take your time seriously enough to build transparent systems" RESEARCH FOUNDATION * Stanford SCALE Autorubric: Per-criterion rubric checks with few-shot calibration * Chatbot Arena methodology: Pairwise comparison with confidence-aware ranking * Position bias studies: 100k+ evaluation instances show systematic bias in LLM judges * G-Eval correlation: GPT-4 achieves ~0.51 Spearman with humans on summarization—good but not perfect QUALITY FLAGS & TRANSPARENCY * Log every prompt, model version, score (HELM-style reporting) * Version everything, changelog everything * Defend every decision with audit trail * 10-20% human sampling concentrated on borderlines and critical criteria THE MATH Traditional hiring: 11 hours of interviews + bad hire that costs a client AI-graded test: $400 for 10 candidates + 40 minutes reviewing 2 borderline cases The math isn't close. RESOURCES The Contractor Skills Test Pack includes: * Golden-set datasets for automation builder and content ops roles * Pairwise grader prompts with permutation logic * Rubric weights and confidence-band calculator * Human sampling SOP and anti-cheat checklist * Regional pay-band tables * Candidate-facing one-pager for Notion NEXT STEPS 1. Grab the Contractor Skills Test Pack 2. Swap in your role and stack 3. Run 3 internal testers to calibrate bands 4. Post your first test by Friday Ship it before your next visa run.
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