← Back
Szilárd Széll Talk #1
Finland

Szilárd Széll

DevOps and AI Adaptation Lead at Eficode

Connect on LinkedIn
Talk at Quality Land 2026

Old Problems of New Agents: Oracles and Communication

Agentic software development promises tenfold efficiency gains. But replacing the development process with autonomous agents is far from trivial — especially from a quality assurance perspective.

Two fundamental challenges remain: the communication problem and the oracle problem. In current development, effective communication between customers, developers, testers, and operations is key to delivering value. That challenge does not disappear when AI agents enter the conversation — it intensifies. Understanding how to communicate with agents, craft effective prompts, and provide sufficient context becomes a critical skill.

The oracle problem — determining what the correct output should be when there is no clear ground truth — is equally pressing. Strategies such as human-in-the-loop validation, retrieval-augmented generation, and model fine-tuning can help, but each comes with trade-offs.

This presentation examines how communication and oracle challenges affect software development today, and how to design agentic processes that deliver high-quality outcomes.