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Design thoughtful engineering approach#8

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LopeWale merged 1 commit intomainfrom
claude/thoughtful-engineering-design-3g16f
Dec 24, 2025
Merged

Design thoughtful engineering approach#8
LopeWale merged 1 commit intomainfrom
claude/thoughtful-engineering-design-3g16f

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…ck testing

This commit introduces the core AI intelligence layer for TestAble, enabling true LLM-powered test automation with both frontend and backend testing capabilities.

New Components (backend/ai/)

engine.py - Core AI Engine

  • Proper Stagehand SDK integration using page.act(), page.observe(), page.extract()
  • Cache-first strategy with intelligent fallback to AI
  • Action execution with full metrics and reasoning
  • Async context manager for clean resource management

action_parser.py - Natural Language Parser

  • Comprehensive NL instruction parsing (20+ action types)
  • Element type detection (button, link, input, etc.)
  • Value extraction from quoted strings
  • Position extraction (first, second, last)
  • Container context extraction (within forms, modals)
  • Confidence scoring for ambiguous instructions

assertions.py - AI-Powered Assertions

  • Semantic assertion verification using AI understanding
  • Multiple assertion types: visibility, text, value, count
  • Element state verification with reasoning
  • Fluent expectation builder API
  • Fallback text verification for robustness

api_tester.py - Backend API Testing

  • Full HTTP client with request/response handling
  • JSON schema validation
  • Content verification (partial matching)
  • CRUD operation testing helper
  • Test suite execution with aggregation

test_runner.py - Test Orchestration

  • Unified runner for frontend and backend tests
  • Natural language test step parsing
  • TestCase fluent builder API
  • Suite execution with parallel support
  • Result aggregation and metrics

Updated Components

testable_client.py

  • Proper Stagehand AI integration using page.act()
  • Intelligent selector matching as fallback
  • Integration with new ActionParser module

Tests

  • Comprehensive test suite (16 passing tests)
  • Tests for all parser action types
  • Tests for type inference and configuration
  • Integration tests for full flow

This architecture enables TestAble to accurately test both frontend UI components and backend APIs, with AI-powered understanding of natural language test instructions.

…ck testing

This commit introduces the core AI intelligence layer for TestAble, enabling
true LLM-powered test automation with both frontend and backend testing capabilities.

## New Components (backend/ai/)

### engine.py - Core AI Engine
- Proper Stagehand SDK integration using page.act(), page.observe(), page.extract()
- Cache-first strategy with intelligent fallback to AI
- Action execution with full metrics and reasoning
- Async context manager for clean resource management

### action_parser.py - Natural Language Parser
- Comprehensive NL instruction parsing (20+ action types)
- Element type detection (button, link, input, etc.)
- Value extraction from quoted strings
- Position extraction (first, second, last)
- Container context extraction (within forms, modals)
- Confidence scoring for ambiguous instructions

### assertions.py - AI-Powered Assertions
- Semantic assertion verification using AI understanding
- Multiple assertion types: visibility, text, value, count
- Element state verification with reasoning
- Fluent expectation builder API
- Fallback text verification for robustness

### api_tester.py - Backend API Testing
- Full HTTP client with request/response handling
- JSON schema validation
- Content verification (partial matching)
- CRUD operation testing helper
- Test suite execution with aggregation

### test_runner.py - Test Orchestration
- Unified runner for frontend and backend tests
- Natural language test step parsing
- TestCase fluent builder API
- Suite execution with parallel support
- Result aggregation and metrics

## Updated Components

### testable_client.py
- Proper Stagehand AI integration using page.act()
- Intelligent selector matching as fallback
- Integration with new ActionParser module

## Tests
- Comprehensive test suite (16 passing tests)
- Tests for all parser action types
- Tests for type inference and configuration
- Integration tests for full flow

This architecture enables TestAble to accurately test both frontend UI
components and backend APIs, with AI-powered understanding of natural
language test instructions.
@LopeWale LopeWale merged commit 82fa677 into main Dec 24, 2025
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2 participants