Frequently Asked Questions
What makes AYA different from other agent frameworks?
AYA is not just a task runner with LLMs on top. It's a distributed system of purpose-built agents with strict boundaries, structured communication, built-in monitoring, and deterministic behavior—engineered from the ground up for enterprise reliability and compliance.
Can I integrate AYA with my existing EMR/API/system?
Yes. AYA's BridgeAgent handles cross-protocol integration and message translation, allowing it to work alongside your current infrastructure with minimal lift.
Is AYA secure enough for HIPAA, SOC 2, or GDPR-regulated use cases?
Yes. AYA was designed with security-first principles—tokenization, agent isolation, encrypted routing, and detailed audit trails are built in from day one.
Do I need to know how to fine-tune a language model to use AYA?
Not at all. AYA handles prompt design, model selection, validation, and fallback strategies for you. You define the outcome—you don't need to manage the AI internals.
What industries is AYA built for?
AYA is ideal for sectors where reliability, traceability, and security are non-negotiable—including healthcare, finance, legal, and public sector automation.
How do you balance flexibility with deterministic execution?
AYA's architecture uses LLMs for their creative capabilities in decision-making, but implements strict protocols for execution through our message bus and agent system. This gives you the best of both worlds: innovative AI thinking with reliable, auditable execution that meets enterprise requirements.