Case Studies

Real-world implementations of AI-native development practices. Learn how leading teams are achieving higher autonomy levels.

Level 5 AWS · January 2026

Project Mantle: AI-First Development at AWS

How a small team achieved 10x development velocity building Amazon Bedrock's inference engine

A deep dive into AWS's Project Mantle, where nine senior engineers used AI-first development practices to build a new inference engine with dramatically increased commit velocity.

awslevel-5agentic-engineeringcase-study
Level 4 Anysphere · June 2026

Cursor by Anysphere

Vibe Coding at Scale

How Cursor pioneered vibe coding, grew to 1M+ daily active users, and navigates the tension between free-form AI coding and spec-driven development.

cursoranyspherelevel-4vibe-codingai-idecase-study
Level 5 GitHub / Microsoft · June 2026

GitHub Copilot Workspace

From Issue to Pull Request

How GitHub Copilot Workspace evolved from experimental browser-based IDE to the foundation of Copilot's agentic capabilities, introducing spec-driven workflows to mainstream development.

githubcopilotworkspacelevel-5spec-drivencase-study
Level 5 Spotify · June 2026

Spotify Honk

Background Agents at Enterprise Scale

How Spotify built Honk, their background coding agent that has merged 1,500+ pull requests into production using Claude Code, constraint-based design, and 15 years of platform infrastructure.

spotifyhonklevel-5background-agentsclaude-codecase-study
Level 6 StrongDM · February 2026

StrongDM Software Factory

ASDM Level 6: Autonomous Coding & Review

How StrongDM's Software Factory removes humans from coding and code review, replacing review with scenario-based validation and Digital Twin testing.

strongdmlevel-6asdmautonomous-codingcase-study