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DevOps & QA2025-2026

SENTINEL

Universal AI-Powered Testing Platform

25
Test Types
15
Languages
70%
Time Saved

Overview

SENTINEL is an AI-powered universal testing platform that automatically generates, executes, and maintains tests across 15+ programming languages. It combines static analysis, dynamic testing, and AI-driven test generation to achieve unprecedented code coverage.

Project Stats

Duration45 days
Production Score94/100

The Problem

Software teams spend 30-40% of development time writing and maintaining tests. Manual test creation is slow, test suites become outdated quickly, and coverage gaps lead to production bugs. Most testing tools only work with specific languages or frameworks.

Our Solution

SENTINEL uses AI to understand code semantics and automatically generate comprehensive test suites. It supports 25 different test types (unit, integration, e2e, performance, security) and works across any language. The platform continuously monitors code changes and updates tests accordingly.

Technical Difficulty

Building a universal parser that understands code semantics across 15 languages was the biggest challenge. We developed a novel AST-agnostic representation that allows our AI to reason about code structure regardless of language. The Rust core ensures blazing fast performance even on million-line codebases.

Development Timeline

Project Workflow

Language Analysis

4 weeks
Tree-sitter parser integration
AST normalization layer
Semantic analysis engine
Cross-language type inference

Technologies Used

RustPythonFastAPINext.jsTypeScriptTree-sitterLLVMDockerKubernetesPostgreSQLRedis
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