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Hi, I'm Dragan Spiridonov 👋

Agentic Quality Engineer | Bridging Classical QE to the Future

Currently Head of Agentic Quality Engineering @ Congitum One and founding the Serbian Agentics Foundation Chapter - Serbia's first community for agentic engineering practices.

My portfolio

🚀 What I'm Building

The Evolution: Classical → Agentic QE

30+ years in IT - Started in 1996 doing computer repair and sysadmin, since 2014, establishing and leading QA/QE functions. Built Alchemy's QA/QE organization from scratch over 8 years. From October 2025, I'm focused on the practical evolution from traditional testing to agent-orchestrated quality systems. Not replacement - evolution.

graph LR
    A[Classical QE] -->|PACTS Principles| B[Agentic QE]
    B --> C[Proactive]
    B --> D[Autonomous]
    B --> E[Collaborative]
    B --> F[Targeted]
    B --> G[Structured]
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🛠️ Current Focus

  • ⚡ Quality Forge - Learning and experience sharing initiative bridging classical to agentic QE with production-tested tools and PACTS principles
  • 🏗️ Quantum QE Consulting - Helping teams transform their quality practices through context-driven, PACTS-based approaches
  • 🇷🇸 Serbian Agentic Foundation - Building Serbia's first Agentic QE community with StartIt centers
  • 🤖 Agentic QE Fleet - An open-source AI-powered QA/QE platform designed for use with Coding Agents (works best with Claude Code) featuring specialized agents and skills to support testing activities for a product at any stage of the SDLC.
  • 📚 Agentic QE Framework - Open-sourcing battle-tested patterns for agent-orchestrated testing
  • 🦀 Sentinel - Multi-agent testing orchestration system (Rust/Python)

💡 Core Philosophy

"Quality must be built in, not tested in. Best practices are contextual, not universal."

I practice what I call the Holistic Testing Model - quality across all dimensions:

  • Testing in Production - Reality is the ultimate test environment
  • Shift-Left AND Shift-Right - Quality everywhere, not just in the testing phase
  • Risk-Based Coverage - Test where it matters most
  • Whole Team Quality - Everyone owns quality, agents augment but don't replace

🔧 Tech Stack

Classical Foundation (Still Essential)

  • TDD - Both London School (mockist) & Chicago School (classicist)
  • XP Practices - Pair/ensemble programming, continuous integration
  • Exploratory Testing - Session-based test management, heuristic approaches
  • Automation - Robot Framework, Playwright, JMeter

Agentic Evolution

  • Multi-Agent Systems - Rust for performance, Python for flexibility
  • LLM Integration - Prompt engineering for test generation
  • Explainable AI - Every agent decision has a traceable reason
  • PACTS Framework - Proactive, Autonomous, Collaborative, Targeted, Structured agents

📊 Real Impact, Not Hype

Previous QE Achievements:
├── 60% faster test generation with AI assistance
├── 85% reduction in test maintenance through smart automation
└── 4x improvement in defect detection with exploratory agents
Agentic QE Goals:
├── Constant improvement in test effectiveness (not just speed)
├── Self-healing test suites that evolve with the product
└── Autonomous quality orchestration with human oversight

🌍 Community & Speaking

  • 🎯 Founding - Serbian Agentic Foundation Chapter (Oct 2025)
  • 🎤 Speaking - International testing conferences since 2016
  • 📝 Writing - Bridging classical to agentic QE practices
  • 🏆 Former - Belgrade Test Conference Program Chair (2017-2019)
  • 🤝 Member - Global Agentics Foundation

🎯 Current Projects

Project Description Status Stack
Quality Forge Umbrella initiative for open-source agentic QE tools and methodologies Active TypeScript, Rust, Python
AQE Fleet Distributed AI-powered testing framework with 60 specialized agents Active TypeScript, Node.js
nagual-qe Self-learning quality memory system — Rust-native reasoning bank with vector search and pattern learning for explainable QE Active Rust, SQLite, PostgreSQL
LionAGI QE Fleet Python-based agentic QE platform with 18 specialized AI agents built on LionAGI orchestration Active Python, LionAGI
Sentinel Multi-agent test orchestration framework Active Rust, Python
Agentic QE Playbook Open framework for PACTS-based testing Active Markdown, YAML
Serbian A.Foundation Community building & meetups Active IRL + Virtual
Quantum QE Boutique consultancy for agentic transformation Active Context-driven

💬 Let's Talk About

  • 🤖 Practical Agentic QE - Real implementations, not vendor promises
  • 🔄 Classical to Agentic bridges - Evolution paths that actually work
  • 🏗️ Context-driven quality - Why best practices depend on your situation
  • 🇷🇸 Balkan tech scene - Building communities in emerging markets
  • 📖 Learning & meta-learning - How humans and agents learn together

📫 Connect With Me

LinkedIn Email Website

🎲 Fun Facts

  • 📚 SF/Fantasy enthusiast - Agent systems are like "fellowship of specialized beings."
  • 🎭 Quality orchestration = "conducting the testing orchestra"
  • 🎮 Former Test'RS Club co-founder - Serbia's first testing community
  • 🌉 Bridge builder - Connecting 12+ years of classical QE with agentic future

🔮 The Future of Quality

"We're not replacing testers with AI. We're evolving to orchestrators of agents. The future of quality is autonomous yet explainable, proactive yet controlled, collaborative yet targeted, and structured — governance, observability, explainability. That's PACTS."


Currently available for: Agentic QE transformation consulting | Speaking engagements | Community partnerships

Read the original on github.com ↗