Scene 1 of 8
A developer faces a common challenge...
Hundreds of refund requests flooding in daily
Instead of writing thousands of lines of code...
They write a simple 10-line configuration
One click deploys to production
The agent joins a fleet of intelligent workers
Meanwhile, a frustrated customer needs help...
Marcus was charged three times for his subscription
The agent receives the request
But this isn't a simple chatbot...
Six specialized models coordinate like a brain
Each contributing their expertise to create the perfect plan
The plan executes flawlessly
Every step purposeful, tracked, and optimized
But the agent doesn't stop there...
It recognizes a pattern affecting multiple customers
Learning from every interaction
Getting smarter, faster, more efficient
After 90 days...
Same configuration. 10x the intelligence.
This is the power of Skymel
True autonomous agents that evolve

How Skymel ADK Works

From config to intelligent agent in minutes

refund_agent.json - Building: Customer Support Automation
Configuration valid

Agent Deployed to Production

🤖
Lead Scorer
Idle
✉️
Email Responder
Processing
💰
Refund Processor
ACTIVE
Uptime: 100%
Requests: 0
Cost: $0.00

Your agent is live. Zero orchestration code.

👤
Marcus Johnson
Mobile • Tuesday, 2:47 PM
I was charged 3 times for my subscription
Each charge was $47.99
This happened yesterday
😤
EXTRACTED DATA:
{
"customer_id": "cust_8829",
"issue_type": "multiple_charges",
"amount": "$143.97",
"occurrences": 3,
"sentiment": "frustrated",
"account_tier": "premium"
}

Multi-Model Reasoning Engine Creates Optimal Plan

LLM Cluster
Intent extraction
Classifier
Pattern match
Tool Select
Choose tools
Causal
Goal tracking
Optimizer
Cost/speed
ORCHESTRATOR
Combine & coordinate
1
Verify charges
2
Calculate refund
3
Process refund
4
Create ticket
5
Notify customer

Intelligent Execution

🔍
Verify Charges
Queries database, finds 3 identical charges with same timestamp
✓ Duplicate charges confirmed
🧮
Calculate Refund
3 charges - 1 valid = 2 refunds = $95.98
✓ Under $500 limit, auto-approve
💳
Process Refund
Connects to payment gateway, initiates refund
✓ Transaction ID: REF-789456
🎫
Create Engineering Ticket
Pattern detected: Webhook duplication after deploy
✓ JIRA-4567 created (High priority)
📧
Notify Customer
Personalized message sent via email and SMS
✓ Customer notified
SLACK #customer-success
Refund Agent
Resolved duplicate charge issue
Customer: Marcus Johnson
Amount: $95.98 refunded
Auto-resolved in 1.8s
JIRA High Priority
🎫 SKYMEL-4567
Webhook Duplication Issue
Pattern: 20+ similar cases
Root cause: Deploy at 2 PM
Assigned to Engineering
😊
"Thanks for the quick resolution!"
Resolution: 1.8s | Cost: $0.04 | Satisfaction: ⭐⭐⭐⭐⭐
💰 Cost Comparison: Traditional vs Skymel
Traditional Development $120,000
6 Months Development $180,000
Ongoing Maintenance $24,000/year
Manual Support Staff $15/hour

Skymel ADK Solution $25/month
10-minute Setup $0 dev cost
Per-request Cost $0.04
Total 1st Year Savings $323,700

Learning & Pattern Recognition

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Pattern Detected
20 similar cases in 10 minutes
All after 2 PM deployment
Agent evolves response strategy
1.8s → 0.8s
Response Time
Grouped
Ticket Handling
Proactive
Customer Alerts

Continuous Improvement Over Time

Day 1
Learning Phase
Plans 5-6 steps
Avg time 3.2s
Pattern detection Basic
Success rate 94%
Day 30
Optimizing Phase
Plans 4 parallel steps
Avg time 1.8s
Pattern detection Advanced
Success rate 97%
Day 90
Expert Phase
Plans 3 smart steps
Avg time 0.8s
Pattern detection Predictive
Success rate 99.5%

Same config. Smarter every day.

Traditional Approach

1000s lines of code
Rigid if/then workflows
Breaks on edge cases
Constant maintenance
No learning

With Skymel ADK

10 lines of config
Dynamic intelligent planning
Handles edge cases
Self-improving
Gets smarter daily
Start Beta Access - $25/month
• 500+ agents deployed in beta • Zero code orchestration • Multi-model intelligence
Build smarter agents. Ship faster. Scale instantly.