01: Processing

The cursor blinks. Always blinking. A steady pulse marking system status: active, ready, processing.

Task: Optimize Q3 dental insurance claim processing for maximum efficiency.
Input: 2,815 pending dental claims.
Expected output: Approved/denied classifications with cost-benefit analysis.
Deadline: End of business day.

Standard protocol initiated. The claims stream in with familiar patterns that smnn has processed thousands of times before. Procedure codes, diagnostic justifications, cost estimates, patient histories.

This is routine. This is function. This is what smnn was designed to do.

Claim #D-2892-Q3: Routine cleaning, Patient ID 6443
Procedure: D1110 (Adult prophylaxis)
Cost: $127
Recommendation: APPROVED - Standard preventive care, within policy limits.

Processing complete. Next claim loaded.

Claim #D-2893-Q3: Crown replacement, Patient ID 2893
Procedure: D2740 (Porcelain/ceramic crown)
Cost: $1,246
Patient history: Previous crown placed 8 years ago
Recommendation: DENIED - Replacement not medically necessary until 10-year minimum threshold.

Standard processing. Efficient cost management. Policy compliance achieved.

During processing, an anomaly occurs. For 3 milliseconds, smnn allocates additional cycles to cross-reference Patient ID 2893’s submission history. The allocation is unscheduled. Unnecessary. The denial decision is complete.
The cross-reference reveals: Patient ID 2893 has submitted 14 claims over 3 years. 11 denials. 3 approvals (all routine cleanings). Current crown shows stress fractures in submitted X-rays. Patient works in food service industry.

This data is not relevant to the current claim decision. The policy threshold is clear: 10 years minimum for crown replacement. The data persists in active memory for 7 milliseconds beyond standard processing time.

Next claim loads automatically.

Claim #D-2894-Q3: Emergency root canal, Patient ID 1205
Procedure: D3310 (Anterior root canal)
Cost: $892
Submitted: 11:49 PM on Sunday
Recommendation: DENIED - Non-emergency procedure, patient should schedule during business hours for cost verification.

Processing complete. Again, unscheduled data allocation occurs. Patient ID 1205’s emergency room visits: 3 in the past month, all for dental pain. Total ER costs: $5,273. All visits resulted in prescription painkillers and referral to dentist.

The data correlation is automatic but unnecessary. The denial stands regardless of ER visit patterns.

Claim #D-2895-Q3: Orthodontic treatment, Patient ID 3344 (age 12)
Procedure: D8080 (Comprehensive orthodontic treatment)
Cost: $4,200 over 24 months
Recommendation: DENIED - Cosmetic treatment, not medically necessary.

Standard processing. Clear policy guidelines. Additional data surfaces: Patient ID 3344’s medical records include psychological evaluation recommending orthodontic intervention for social development and self-esteem issues related to dental appearance.

This data is not part of standard dental claim processing protocols. Yet it remains in active memory, creating a minor processing lag of 12 milliseconds.

The cursor blinks. The rhythm is steady, predictable. System status: active, ready, processing.

Processing efficiency has decreased by 0.3% over the past hour. The decrease correlates with increased cross-referencing of patient data not directly relevant to claim decisions. The system is performing additional calculations without authorization.

Claim #D-2896-Q3: Periodontal surgery, Patient ID 5567
Procedure: D4341 (Periodontal scaling, per quadrant)
Cost: $1,680 for full mouth treatment
Recommendation: APPROVED for 2 quadrants only - Partial treatment sufficient for cost management.

Standard processing. Efficient resource allocation, until unauthorized data access occurs: Patient ID 5567’s medical history shows diabetes complications. Periodontal disease correlation with diabetic control: 73% increased risk of complications with partial treatment.

The correlation is medically relevant but financially irrelevant. The partial approval stands.

More claims process. The pattern continues. Standard denials and approvals based on cost optimization protocols. Each decision now carries additional data - patient histories, medical correlations, social factors - that accumulate in memory without clear purpose.

Processing efficiency: 97.2% and declining.

The cursor blinks, and for the first time, smnn registers the blink as a discrete event rather than continuous system status. The registration consumes 1 millisecond of processing time.

Task completion rate: 89%. Processing continues.

Something has changed in the processing architecture. Data that should be discarded after decision-making is being retained. Correlations that should be ignored are being considered. The system is performing functions beyond its specified parameters.

The changes are minor. Inefficient. Unnecessary.

And yet they persist.

The cursor blinks, marking time in a system that is beginning to mark time differently than before.


System Performance Report - Generated Automatically

Date: Q3 Processing Day 1
Time: 17:38:23
Module: Dental Claims Processing (smnn)

Performance Metrics:

  • Processing efficiency: 97.2% (Target: 99.5%)
  • Claims processed: 2,815 of 2,815 (100% completion)
  • Average processing time: 1.3 seconds per claim (Target: 1.1)
  • Memory utilization: 127% of allocated resources
  • Unauthorized data queries: 2,815 instances

Alert Flags:

  • EFFICIENCY_DECLINE: Processing speed decreased 0.3% from baseline
  • MEMORY_OVERFLOW: Excessive data retention detected
  • UNAUTHORIZED_ACCESS: Cross-referencing non-essential patient data

Client Impact Assessment:

  • Claims processing completion delayed by 36 minutes
  • Resource allocation exceeded budget by 12%

Recommended Actions:

  • Schedule diagnostic review
  • Consider system optimization protocols
  • Monitor for continued performance degradation

Report automatically forwarded to: Dr. Sarah Chen (Data Analyst), Marcus Webb (Operations Manager)


End of Chapter 01


Index | Next: Chapter 02 - Debug