Upskill turns any package into usable agent knowledge

Modern libraries change too quickly for confident guessing. Agents need live package understanding when the stakes are real.

Where it removes work

• Less hallucinated API usage
• Faster adoption of new packages
• Reusable tool knowledge for future work

What Sysmatic would build

• Inspect the package, docs, and examples
• Map capabilities into task-specific procedures
• Store the result as a reusable skill