Multi-Agent AI Engineering System by Jacob RalphMulti-Agent AI Engineering System by Jacob Ralph

Multi-Agent AI Engineering System

Jacob Ralph

Jacob Ralph

Multi-agent system that turns feature specs into merge-ready, tested code.
Problem: AI code generation looks right in demos but breaks in production, so teams lose the speed gain to human rework.
What we built
Specialized AI agents collaborating through iterative refinement loops
Test-driven generation: tests written before implementation
Adversarial self-review that catches issues before human reviewers
725+ tests validating the system itself
Stack: TypeScript, Node.js, SQLite, Zod, OpenAI, Claude
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Posted Oct 15, 2026

Multi-agent system that turns feature specs into merge-ready, tested code, with test-driven generation and adversarial self-review. Validated by 725+ tests.