GLASSBOX
Moving beyond the "Black Box" of AI. Sentinel V2 provides absolute transparency into autonomous reasoning, self-healing circuits, and multi-agent synergy.
The Multi-Agent Core
Distributed intelligence working in serial synchronization.
Navigator Agent
Uses Playwright + Gemini Flash Vision to scan the DOM and screenshots. Decomposes instructions into atomic sub-goals and executes browser actions.
Story Extractor
Analyzes the journey log (.json) and synthesizes human-readable BDD Gherkin Feature files. Bridges the gap between AI actions and QA documentation.
Data Generator
Infers semantic meanings from discovered form fields. Autonomously generates realistic JSON test data profiles (Personas) for Data-Driven Testing.
Code Generator
The final phase. Generates strongly-typed Page Object Models (POM) and Playwright Spec files following industry-leading SOLID principles.
Continuous Integration & Continuous Reasoning
Sentinel doesn't just run tests; it learns. Our Epistemic State Engine ensures that every execution builds upon the last, preventing regression in reasoning.
Epistemic Session Chaining (CICR)
Preserves cookies, auth tokens, and session state across runs. Allows the AI to resume from the last page reached without re-logging in.
Self-Healing xAI Circuit
When a click or fill fails, Sentinel triggers an immediate RCA (Root Cause Analysis). It analyzes overlaps or missing elements visually and proposes a fix in real-time.
Epistemic RAG Knowledge Graph
A centralized journal of every 'Heal' encountered. If a selector is fixed once, it's remembered globally. Future runs inject these learnings directly into the LLM context.
"Epistemic decoupling allows the Navigator-LLM to iterate on selectors without losing the objective-state."
The ROI of Autonomy
Every autonomous step taken by Sentinel represents direct value brought back to the engineering organization.