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Inside Santa's Workshop: How AI Agents are Building Programming Languages from Scratch

Inside Santa's Workshop: How AI Agents are Building Programming Languages from Scratch

The santa-lang Workshop demonstrates how LLM agents can autonomously implement programming language interpreters through structured, test-driven workflows. By breaking development into gated stages and enforcing strict CLI contracts, this experiment reveals how AI approaches complex engineering tasks across Python, Rust, and other languages. The project offers unprecedented insights into agentic reasoning and cross-language implementation patterns.
TDD Guard: Enforcing Discipline in AI-Assisted Development with Automated Test-Driven Workflows

TDD Guard: Enforcing Discipline in AI-Assisted Development with Automated Test-Driven Workflows

TDD Guard is a groundbreaking tool that automates Test-Driven Development enforcement for AI coding agents like Claude Code, preventing skipped tests and over-implementation. By mandating the red-green-refactor cycle, it ensures AI-generated code meets rigorous quality standards across languages like Python, TypeScript, and Go. This innovation addresses critical gaps in AI-assisted development, promising more reliable and maintainable software.