Shipping AI Solutions Without Shipping Chaos: Eval, Risk & ROI in the Real World

📅 Date: December 9, 2025, 19:30
🎟️ Speaker: Emil Gyorev – AI Transformation Lead @ myPOS
🚀 User Group: AI/ML/Big Data
🔗 https://dev.bg/groups/machine-learning/

ℹ️ About the Event:
AI demos are easy to love. AI systems in production… not always.
This talk is a practical, non-theoretical guide to what truly determines whether an AI feature succeeds once real users, real costs, and real risks enter the picture.

The session will cover:

• A simple but powerful evaluation framework:
  ✔ Task Quality
  ✔ System Quality
  ✔ Business Impact

• A clear risk taxonomy for LLM apps:
  • hallucinations
  • privacy
  • security
  • compliance
  • drift

• Lightweight monitoring and ops patterns that keep AI systems reliable over time

• A repeatable playbook that helps teams ship AI with confidence — not chaos

🚀 Includes a Q&A session with the audience.

🎟️ About the Speaker – Emil Gyorev

Emil is the AI Transformation Lead at myPOS, focused on making AI useful in contexts where “almost correct” is not good enough.
He works at the intersection of product, engineering, and operations, turning cool AI ideas into production solutions that withstand real-world customers, regulations, and CFO pressure.

He is particularly passionate about the messy middle between prototype and production: evaluation, monitoring, and operational habits that protect teams from expensive surprises.

Outside of work, he’s probably pushing his body and mind somewhere out in the wild.

🏢 Supported by:

• FactSet – global provider of analytics and technology
  🔗 https://d.dev.bg/yhe74d2x

• Iris.ai – NLP-powered scientific research assistant
  🔗 https://d.dev.bg/mr3ye595

• Valtech – global leader in experience innovation
  🔗 https://d.dev.bg/2p83raru

🎟️ Free Registration: https://d.dev.bg/bde9r9zd

✨ Organizer: DEV.BG – IT Job Board
🚀 AI/ML/Big Data Jobs: https://d.dev.bg/ffu6cnxx

🎟️ When: December 9, 2025, 19:30
✨ We look forward to seeing you!