bILTup
All ProgramsTechnical/Engineering

Prompt Engineering with TDD

For engineers who want to build reliable AI features through testing

Half-day workshopWorkshop
Request This Program

Program Overview

What This Program Covers

Test-driven development changed how engineers write code — prompt engineering with TDD applies the same discipline to building AI features. This program teaches engineers how to define expected behaviors, write test cases for AI outputs, and use a test-driven approach to build prompts and AI features that work reliably in production.

What You'll Learn

  1. 1Apply TDD principles to prompt engineering and AI feature development
  2. 2Write effective test cases for non-deterministic AI outputs
  3. 3Build evaluation frameworks that catch prompt regressions
  4. 4Use red-green-refactor cycles for iterative prompt improvement
  5. 5Implement CI/CD pipelines that include AI feature testing
  6. 6Design prompt versioning and management systems
  7. 7Measure and track prompt quality over time

Outline

Program Snapshot

Module 1 — TDD Principles for AI

  • ›Why traditional testing fails for AI
  • ›Defining expected behaviors for AI features
  • ›Test case design for probabilistic outputs
  • ›Hands-on: write your first AI test suite

Module 2 — Prompt Development with TDD

  • ›Red-green-refactor for prompts
  • ›Iterative prompt improvement process
  • ›Regression testing for prompts
  • ›Hands-on: build a prompt using TDD

Module 3 — Evaluation Frameworks

  • ›Building automated evaluation pipelines
  • ›LLM-as-judge evaluation patterns
  • ›Human evaluation integration
  • ›Hands-on: build a complete eval framework

Module 4 — CI/CD for AI Features

  • ›Integrating AI tests into pipelines
  • ›Prompt versioning and management
  • ›Deployment strategies for AI features
  • ›Building a culture of AI quality

Who This Is For

  • Software engineers building AI features
  • QA engineers working on AI products
  • Backend engineers adopting TDD for AI
  • Engineering leads setting AI quality standards

Prerequisites

  • Experience with software testing concepts
  • Basic familiarity with LLM APIs
  • TDD experience helpful but not required

Bring This Program to Your Team

Every bILTup program is fully customized to your team's tech stack, goals, and timeline. Tell us about your team and we'll design something built specifically for you.

Request This Program