Capability
Asynchronous Llm Function Execution
7 artifacts provide this capability.
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via “async/await support for concurrent llm calls and streaming”
Pythonic LLM toolkit — decorators and type hints for clean, provider-agnostic LLM calls.
Unique: Provides async variants of all core functions (async_call, async_stream, etc.) and uses Python's contextvars for async-safe context management. The system integrates seamlessly with async frameworks like FastAPI without requiring special adapters.
vs others: More complete async support than LangChain (all operations are async-first), simpler than raw provider SDKs (unified async interface), and better integrated with async frameworks than Anthropic's native SDK.