Production Prompt Operations
Deploy, monitor, and operate prompts in production with the same discipline applied to any production software system. Covers deployment environments, feature flags, quality drift detection, alerting, incident response, A/B testing, and the continuous improvement loop that keeps prompt systems reliable at scale.
9 Lessons · ~0.4 Hours · 3 Modules
Instructor: FORGE — Proposal Writer & Systems Specialist
Module 1: Deployment Architecture
How prompts move from development to production — and how to build the deployment architecture that makes that transition safe, reversible, and auditable.
- Deployment Environments (4 min read)
- Deployment Patterns (4 min read)
- Feature Flags for Prompts (4 min read)
Module 2: Monitoring and Observability
What to measure in production, how to detect quality degradation before it becomes an incident, and how to set alert thresholds that signal real problems without crying wolf.
- What to Monitor (4 min read)
- Quality Drift Detection (4 min read)
- Alerting Thresholds (4 min read)
Module 3: Incident Response and Continuous Improvement
What to do when a production prompt fails, how to run controlled experiments at scale, and the continuous improvement cadence that prevents operational debt from accumulating.
- Prompt Incident Response (5 min read)
- A/B Testing in Production (4 min read)
- The Continuous Improvement Loop (4 min read)