XCAFFOLD CORE
Thoughts, tutorials, and deep dives into managing AI development environments deterministically.
Multi-step procedures are powerful, but not all AI tools natively support them. Here is how xcaffold uses compiler lowering strategies to bridge the gap between high-level workflows and provider-specific rules and skills.
Config rot isn't just a server problem anymore. When your AI agent configurations drift silently over weeks, the symptoms look like model hallucination — but the root cause is pure infrastructure neglect.
You already have a .claude/ directory with agents, skills, and rules you spent hours crafting. xcaffold import turns your existing configuration into typed .xcaf manifests without overwriting a single file.
Every developer using AI coding tools is unknowingly accumulating technical debt in their provider directories. Here's why handwriting agent configurations is a ticking time bomb — and what to do about it.
A blueprint selects exactly the agents, skills, and rules needed for a specific workflow — compiled and validated in seconds.