SKAP Workflow: Learn → Translate → Execute

A systematic three-phase approach to building specialized web automation agents that achieve 33% better performance through domain-specific adaptation.

20-40 min total
33% improvement
Validated on MiniWoB++
LEARN
Autonomous Exploration
15-30 min

Agent systematically explores target environment to understand domain patterns

  • Initialize browser automation environment
  • Systematically interact with UI elements
  • Catalog successful interaction patterns
  • Extract domain-specific terminology
  • Record contextual observations
TRANSLATE
Skill Extraction
5-10 min

Convert exploration data into structured skills and domain expertise

  • Analyze interaction success patterns
  • Extract reusable skill templates
  • Define domain-specific expertise
  • Generate specialized agent profile
  • Create .skap.md adapter file
EXECUTE
Specialized Performance
Variable

Use SKAP adapter to guide task execution with domain expertise

  • Load specialized adapter configuration
  • Apply domain-specific context to LLM
  • Execute tasks using extracted skills
  • Validate results with domain knowledge
  • Achieve 33% better performance
Detailed Phase Breakdown
In-depth exploration of each SKAP workflow phase
Autonomous Environment Exploration
Systematic discovery of domain patterns through intelligent web interaction

Exploration Process

1
Initialize Browser
Set up Selenium/Playwright automation
2
Catalog Elements
Find all interactive UI components
3
Systematic Interaction
Click, type, navigate through interface
4
Record Observations
Capture context and outcomes

Data Collected

DOM structure and element patterns
Successful interaction sequences
Domain-specific terminology
Error states and recovery patterns
Success indicators and validation
Timing and performance patterns
Technical Implementation
Browser automation and data collection architecture
Web Automation
Selenium WebDriver
Data Collection
Structured Observations
Pattern Analysis
Success Rate Tracking
Technical Architecture & Components
Core technical components that power the SKAP workflow

Browser Automation Layer

Selenium WebDriver, Playwright integration for web interaction

Selenium WebDriver
Playwright
Chrome DevTools

LLM Integration

OpenAI GPT-4, Anthropic Claude for intelligent decision making

OpenAI API
Anthropic API
Custom Prompting

Skill Management

Dynamic skill extraction and reusable template generation

Pattern Recognition
Template Engine
Skill Registry

Performance Analytics

MiniWoB++ validation and continuous performance monitoring

MiniWoB++ Benchmark
Success Rate Tracking
Quality Metrics
Workflow Performance Metrics
Measured improvements across the complete SKAP workflow
33%
Performance Improvement
vs baseline agents
0.64
Success Rate
MiniWoB++ validated
20-40
Setup Time (min)
Complete workflow
100%
Reliability
Task completion rate

Ready to Implement the SKAP Workflow?

Follow our comprehensive implementation guide to build your own specialized web automation agents using the proven SKAP methodology.