LLM Output Validation
Zod-based validation, retry with error feedback, centralized JSON extraction, and provider-native structured output — a shared utility layer that eliminates silent parse failures from every LLM call site.
Evaluation Guide
Author test cases, run graders, track experiments, and A/B test your agents with a single framework.
Cost Optimization
Comprehensive guide for optimizing LLM costs, configuring performance tiers, and implementing sensible defaults across the AgentOS framework.
Uncensored Content & Policy-Tier Routing
AgentOS ships uncensored generation as a first-class feature. Any high-level