Skip to main content

FrootAI — AmpliFAI your AI Ecosystem Get Started

All Solution Plays

Play 18

Prompt Management

Medium Designed

Version control, A/B test, and rollback prompts across environments.

Manage prompts like code. Git-backed versioning, A/B testing with traffic splitting, automated quality scoring per version, rollback to any previous version. Cosmos DB stores prompt versions and experiment results. GitHub Actions CI/CD deploys prompt updates across dev/staging/prod.

Architecture Pattern

Prompt versioning, A/B testing, CI/CD, rollback, experimentation

Azure Services

Prompt FlowGit/GitHubGitHub ActionsAzure AI FoundryCosmos DB

DevKit (.github Agentic OS)

  • agent.md — root orchestrator with builder→reviewer→tuner handoffs
  • 3 agents — Prompt Mgmt Builder (gpt-4o), Reviewer (gpt-4o-mini), Tuner (gpt-4o-mini)
  • 3 skills — deploy (111 lines), evaluate (101 lines), tune (114 lines)
  • 4 prompts — /deploy, /test, /review, /evaluate with agent routing
  • .vscode/mcp.json — FrootAI MCP with OpenAI + Cosmos DB inputs + envFile

TuneKit (AI Config)

  • config/prompts.json — prompt versions, active versions
  • config/ab-test.json — A/B weights, experiment tracking
  • infra/ — Prompt Flow templates

Tuning Parameters

Prompt versionsA/B traffic weightsRollback rulesVersion scheduling

Machine evidence

FrootAI evidence lifecycle

This is an internal evidence maturity label, not third-party certification, accreditation, legal compliance, or a production guarantee. Missing or expired evidence demotes automatically; catalog claims cannot promote a play.

Designed
designed
build verified
evaluation verified

This play currently has design evidence only. A runnable scenario, endpoint evaluation, and build receipts are the next contiguous gates.

Loading architecture and cost model…

Repo Intelligence

v1

A no-clone, revision-pinned map for agents and humans. Observed evidence is separated from inferred flow so the output stays useful without pretending to be a full call graph.

Indexing bounded repository evidence…