Back to projects
AIE-commerceLegacy ModernizationPHP
DeinSchrank — AI System Uplift
AI-assisted modernization of a legacy PHP order-management and product configurator platform.
Impact
Measurable improvement in AI agent accuracy on real production tickets
Problem
A large undocumented legacy codebase slowed development and made AI-assisted coding unreliable for order management and the product configurator.
Solution
We built a machine-readable knowledge base, custom Claude Code skills, and a feedback loop that turns agent failures into validated reusable knowledge.
AI Component
AI-Assisted Legacy Development
Knowledge base + agent skills + validation loop connecting backend order logic with the product configurator.
Anthropic ClaudeAgent SDKMCP serversPlaywrightObsidian
Results
- 1Machine-readable knowledge base for undocumented architecture and business logic
- 2Custom AI skills encoding project-specific development workflows
- 3Feedback loop turning agent failures into validated knowledge
- 4Foundation for autonomous ticket-to-commit-to-review GitLab workflow
Tech Stack
PHPMySQLDockerGitLabClaude CodePlaywrightMCP
Project Details
January 2026
Ongoing
Industry: Retail
Platform: Web
Type: SaaS