The 3-3-3 System
Every batch of 10 failed prompts is evaluated by 9 experts: 3 from each tier. All work happens in our secure workbench with continuous monitoring to prevent AI contamination.
Security layers
Face detection
Every 60 seconds, we verify the expert's face is in frame. If they leave or someone else appears, the session locks immediately.
Keystroke analysis
We analyze typing patterns to detect copy-paste from AI tools. Organic human typing has distinct rhythm; AI pastes are instant.
Screen monitoring
Full screen capture ensures experts only use approved tools. Any attempt to access external AI tools results in instant lock.
UI_OVERLAY_LOCK
When a violation is detected, the workbench immediately locks. The expert can no longer see the prompt or submit work. The task is reassigned to another expert.
How 3-3-3 works
Each batch of 10 failed prompts is distributed to 9 experts across 3 tiers. This multi-tier validation ensures quality while providing comparative data.
Their corrections define the gold standard. Tier 2/3 answers are compared against them.
Proven track record. Their answers are quality-checked against Tier 1 for accuracy.
New experts building their reputation. Provides baseline comparison data.
Why continuous monitoring matters
Without monitoring, experts could use AI tools to generate corrections, defeating the entire purpose of human verification. Our Iron Dome security ensures every correction is genuinely human.
Without monitoring
- ✗ Experts use ChatGPT for answers
- ✗ No way to detect AI contamination
- ✗ Training data quality unknown
- ✗ Model learns from AI, not humans
With Iron Dome
- ✓ 100% human-generated corrections
- ✓ AI tool usage instantly detected
- ✓ Guaranteed data authenticity
- ✓ True human intelligence captured