autoclaude/example at master · henryaj/autoclaude · GitHub

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      451 +
      452 +        # Interleave and shuffle
      453 +        import random
      454 +        all_ids = [r[0] for r in male_sample] + [r[0] for r in female_sample]
      455 +        random.shuffle(all_ids)
      456 +
      457 +        # Insert with order
      458 +        for i, cid in enumerate(all_ids):
      459 +            db.execute('INSERT INTO validation_sample (comment_id, sample_order) VALUES (?, ?)', [cid, i])
      460 +
      461 +        db.commit()
      462 +
      463 +    return existing
      464 +
      465 +
      466  @app.route('/validate', methods=['GET', 'POST'])
      467  def validate():
      468      """Spot-check validation interface for LLM classifications."""
      469      db = get_db()
      470
      471 +    # Ensure we have a stratified sample
      472 +    get_or_create_validation_sample(db, target_per_gender=100)
      473 +
      474      # Handle POST (save blind validation - direction only)
      475      if request.method == 'POST':
      476          comment_id = request.form.get('comment_id')
     ...
      490
      491          db.commit()
      492
      434 -        # Redirect to next comment (with same filters)
      435 -        gender = request.form.get('filter_gender', '')
      436 -        direction = request.form.get('filter_direction', '')
      437 -        tone = request.form.get('filter_tone', '')
      438 -        return redirect(f'/validate?gender={gender}&direction={direction}&tone={tone}')
      493 +        # Redirect to next
      494 +        return redirect('/validate')
      495
      496      # GET: Show validation form
      497      gender_filter = request.args.get('gender', '')
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