ECOSYSTEM

Collective Intelligence

You're not fighting alone. Every client's experience becomes everyone's immunity.
One lesson. Permanent immunity. Network-wide.

The Intelligence Flywheel

More clients - More scenarios - More experiences - Smarter system - Better results - More clients

1

One Client Teaches

Manually demonstrate a correct operation once. The system permanently remembers the UI signature + correct click method.

2

Write to Cloud

Correction experience auto-reports to cloud. Filtered - no phone numbers, URLs, or user data included. Privacy first.

3

Consensus Activate

3+ different devices (including 2+ registered 7+ days) report same signature - activates network broadcast. Bad experience never spreads.

4

Everyone Benefits

Next time any device meets the same UI, auto-applies the learned action. One lesson, permanent immunity for the entire network.

Five Lines of Defense

We built a fortress around your data. Bad experiences can't get in, can't spread, can't survive.

01

Upload Filtering

Signature authentication + per-device daily rate limit + format whitelist validation. Bad experiences never make it to the cloud.

02

Consensus Activation

3+ different devices (2+ registered 7+ days) must report the same signature + action before network broadcast activates.

03

Closed-Loop Verification

After cloud experience is referenced, auto-reports effectiveness. If failure rate > 50% with sample >= 10, auto-removes.

04

Skill Safety Grading

Skills containing command execution pass dangerous command blacklist static review. High-risk content is rejected.

05

Snapshot Rollback

Cloud daily snapshots retained for 30 days. Local one-click disconnect from cloud experience layer. Can clear, can rollback.

How Teach It Once Works

Zero-code correction. One demonstration. Permanent memory. Network-wide benefit.

Encounter a Problem

RPA Agent encounters a new UI or pop-up it doesn't recognize. The step fails.

  • Self-healing engine attempts auto-fix (3 layers)
  • If all layers fail, execution stops
  • Execution report shows failed step with screenshot
FAIL

Demonstrate the Fix

Click "Teach It" in the execution report. Manually perform the correct action once.

  • System records UI signature + correct click coordinates
  • Creates a "correction experience" entry
  • Immediately applies to current device
FIX

Share to Cloud

Correction experience auto-uploads to cloud (filtered - no PII). Enters pending state.

  • Upload filtering validates format
  • Waits for consensus from other devices
  • Once 3+ devices confirm - activates network-wide
SYNC

Network Immunity

Every device in the network now knows how to handle this UI. No one else needs to teach it again.

  • Auto-applies on matching UI signature
  • Reports effectiveness for closed-loop verification
  • If effectiveness drops, auto-removes
SAFE

The Network Effect

Every new client makes the system smarter for everyone.

INF
Scenarios Covered
6h
Sync Interval
30d
Snapshot Retention
5
Defense Lines

Join the Collective Intelligence Network

Your experience becomes everyone's advantage. Their experience becomes yours.

Contact @aking9138 on Telegram