Atlas · GenAI 2026

Prompt Management

Prompt registry & CI/CD (versioning, A/B, rollback)

conceptPeak: 2024Prompt OpsAI consensus: 2/3

Prerequisites

hardPrompt Engineering
You can only version and test prompts once you understand what makes a good prompt and how to evaluate changes
mediumGit
Prompt versioning borrows patterns from code version control — Git literacy makes the analogy concrete
mediumA/B Testing
A/B testing prompts requires experimental design skills — statistical significance of prompt changes

Zaharia et al. (2024) 'The Shift from Models to Compound AI Systems' — Berkeley blog; frames prompt CI/CD as part of compound systems

Anthropic Opus

Prompty jak kod: wersjonowanie, A/B, rollback. Warunek stabilnosci production systems

OpenAI Deep Research

Prompty jak kod (zmiany, review, testy) [OA#26]

Google Deep Think

Kontrola wersji, testowanie i wycofywanie zmian [G#40]