MSQUARE ENGINEERING STUDIO
AI Engineering × Quality Engineering

We build.
We test.
We deliver.

A focused engineering team helping startups and businesses turn ideas into working digital products, integrate AI into existing workflows, and validate software with rigorous QA before it reaches users.

verified The Build + Verify Advantage
AI
QA
DEV

Dedicated small team with direct senior engineering & QA expertise.

smart_toy AI Engineering
verified_user Quality Assurance
settings_suggest Automation
terminal Backend & APIs
WHAT WE DO

Complete software. Zero compromises.

We combine AI engineering, custom software development, robust automation, and specialized quality assurance to deliver dependable products.

Primary Specializations
Supporting Capabilities & Validation
code

Software Engineering

Turn ideas and requirements into reliable, maintainable backend systems, REST APIs, database-backed web applications, and MVPs.

Python · Flask · FastAPI · SQL · MySQL · Streamlit
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Automation

Automate repetitive technical and business workflows. Automated regression suites, API automation, CI/CD, and Python workflow scripts.

Selenium · Playwright · Pytest · Postman · Jenkins
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Vibe-Code QA & Audit

Vibe-coded an app with Cursor or AI? It looks cool, but is usually vulnerable to edge cases, auth leaks, and concurrency bugs. We battle-test it.

Python · Pytest · Security · Gemini · Playwright
devices

UI/UX & Frontend

Design and implement clean, responsive interfaces that make digital products intuitive. Landing pages, SaaS dashboards, and interactive interfaces.

HTML · CSS · JavaScript · Responsive UI · Animations
handshake OUR CORE PROPOSITION

Build it. Test it. Ship it.

Unlike traditional development-only teams, we combine software engineering and rigorous quality assurance from day one—giving you production-ready digital products with quality built in.

Integrated Delivery Pipeline
01. IDEA
02. PLAN
03. BUILD
04. TEST
05. FIX
06. VALIDATE
07. DEPLOY
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1. Engineering

  • Application development
  • Custom AI & RAG integration
  • Robust REST APIs
  • Workflow automation
  • Production deployment
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2. Quality

  • Test case & scenario design
  • Automated UI & API testing
  • Edge-case & stress identification
  • Full regression test suites
  • Actionable bug reports
rocket_launch

3. Delivery

  • Fully tested, working application
  • Clean documentation & guides
  • Deployment to hosting (Render/Cloud)
  • Complete code & asset handover
  • Post-launch stability validation
bolt TRENDING AUDIT SERVICE

Vibe coded your application?
We make it battle-tested & bulletproof.

AI coding tools (Cursor, Claude, v0, Lovable, Replit) make building feel effortless and look slick. But vibe-coded apps are notoriously fragile—riddled with unhandled edge cases, client-side secret leaks, broken database logic, and silent failures when real traffic hits. We rigorously test, secure, and stabilize your vibe-coded code before users break it.

security Auth, Secret & API Leak Audit
troubleshoot Edge-Case & Logic Fuzzing
psychology LLM Prompt & Guardrail Testing
fact_check Deterministic Pytest/E2E Suites
Turn prototype code into production resilience
Vibe vs. Battle-Tested Reality Check
❌ Unchecked "Vibe" Prototype High Risk
  • • 0 unit or integration tests
  • • Leaked API keys / client-side auth bypass
  • • Silent hallucination & data corruption
  • • Crashes under concurrent traffic spikes
🛡️ MSquare Battle-Tested 100% Verified
  • • Backfilled Pytest & Playwright test suites
  • • Sanitized auth, secrets & RBAC enforcement
  • • Hardened prompt injection guardrails
  • • Stress-tested for production SLA
TECHNOLOGY SPECIFICATION

Practical, production-proven tools.

Carefully selected technologies mapped specifically to our AI, Software, and Quality Engineering practices.

psychology

AI & Machine Learning

Python PyTorch TensorFlow Scikit-learn Gemini API LangChain LangGraph Hugging Face ChromaDB FAISS
RAG, LLMs & ML Pipelines
fact_check

Quality & Testing

Selenium Playwright Appium Katalon Postman Newman JMeter Pytest Cucumber (BDD) JIRA
Automation, API & Performance
database

Software & Backend

Python Flask FastAPI SQL MySQL JavaScript HTML / CSS Streamlit
APIs, Microservices & Data
cloud_sync

DevOps & Deployment

GitHub Actions Jenkins Maven Git / GitHub Render Gunicorn
CI/CD, Workflows & Hosting
DELIVERABLES

Real deliverables. Real validation.

AI Validation Gemini + Pytest
AUTOMATED TEST SYNTHESIS

AI-Driven Test Generator

Tooling leveraging Gemini, Streamlit, Pytest, and Python to autonomously parse source code and synthesize deterministic test suites with edge-case coverage.

Python Gemini API Pytest Streamlit
AI Engineering ChromaDB + LangChain
HYBRID VECTOR SEARCH

Document RAG & Q&A Engine

Practical RAG engine indexing enterprise documents with semantic embeddings, hybrid ChromaDB vector retrieval, and strict citation guardrails.

Python ChromaDB LangChain FastAPI
QA & CI/CD Playwright + Postman
CONTINUOUS REGRESSION

Full-Stack QA Suite

Continuous UI and API test automation pipeline integrated with GitHub Actions, Postman Newman, and automated bug logging into JIRA.

Playwright Postman Newman JIRA
Direct Collaboration with Core Engineers

From idea to production, with quality built in.

Let's build your AI features, backend software, and automated quality testing suites with zero compromise.

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