Maintenance and Updates › Glossary

Michael BrenndoerferAugust 22, 20251 min read
AI Agent HandbookAll chapters
Part 14 of 15Deployment and Operations - From Prototype to Production
Chapter 41Maintenance and Updates › Glossary
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Development Environment: A separate version of your agent used for testing changes before deploying to users. Often runs locally or on a dedicated test server.

Staging Environment: A production-like environment used for final testing before deploying to real users. Helps catch issues that only appear in production-like conditions.

Breaking Change: An update that isn't backward compatible, requiring code changes to work. For example, an API changing its response format.

Rollback: Reverting to a previous version of your agent after a problematic update. Most deployment platforms make rollbacks quick and easy.

Technical Debt: The accumulated cost of quick fixes and shortcuts that make future maintenance harder. Like financial debt, it compounds over time if not addressed.

Data Retention Policy: Rules for how long to keep different types of data. Helps manage storage costs and performance while meeting legal and business requirements.

A/B Testing: Running two versions simultaneously and comparing their performance. Useful for testing changes like new prompts or features.

Changelog: A record of what changed in each update, when, and why. Essential for understanding your agent's evolution and troubleshooting issues.