The Hook:
In early AI development, we simply dumped a list of functions into a prompt and hoped for the best. In 2026, high-performance agents use a Skill Registry—a decoupled, versioned, and validated set of atomic capabilities.
The Skill Interface
A skill is no longer just a function; it is a contract. Every skill in the Agentic Lab follows a strict interface that includes pre-conditions, execution, and post-validation.
Discovery vs. Hardcoding
Instead of bloating the LLM context, our architecture uses Semantic Skill Discovery. When a user asks to 'analyze the garden's health,' the Orchestrator queries the Skill Registry for tools tagged with #agronomy or #sensors, loading only what is necessary.
Key Benefit: Safety
By isolating skills, we can apply specific rate limits and "blast radii" to each one. A 'Database_Read' skill has different security requirements than a 'Database_Delete' skill.