Your agents just got a whole lot smarter
Onboarding skills, fragment mapping, and a new way to teach your agents domain knowledge — without writing a single prompt.
Onboarding Skills
Agents can now interview users to learn their domain before the first query. Instead of hand-writing system prompts, just let the agent ask the right questions. It captures terminology, business rules, and schema context — then bakes it all into its grounding automatically.
Fragment Mapper
We rebuilt how agents understand your schema. The new fragment mapper breaks teachable knowledge into composable pieces that the agent assembles at query time. This means better SQL generation for complex joins, and your agent context stays lean instead of bloating over time.
“The onboarding skill cut our agent setup time from days to about 20 minutes. We just answered some questions and it figured out our schema quirks on its own.”
- Onboarding skill: agents interview users to learn domain context
- Fragment mapper: composable teachable knowledge for better SQL
- Skills shortcuts in the chat interface
- Workspace-scoped references replace global scope for multi-tenant setups
- Adapter execution pipeline refactored for future SQL table prevention
- Messages not rendering in ChatBot view
- Build errors related to teachable notebook types
We've been dogfooding the onboarding skill internally for two weeks. The funniest moment: the agent asked our CEO what 'ARR' means. Turns out even AI needs a glossary sometimes.
— The Limerence Team