Schema-Aligned Frameworks - Provides the core framework for chaining single-purpose agents and tools via Pydantic schema alignment.
Agent Context Providers - Provides runtime context injection into agent system prompts via custom providers.
Instructor-Compatible Execution - Runs agents with any Instructor-compatible AI provider, switching between local and cloud APIs seamlessly.
Schema-Driven Compositions - Provides a schema-driven orchestrator that composes agents, tools, and context providers into reusable pipelines without manual code changes.
Schema-Driven Orchestration - Connects agents and tools through shared Pydantic schemas for swappable, chainable pipelines.
Runtime Context Injections - Injects runtime-generated strings into agent system prompts via custom context providers.
Schema-Aligned Chaining - Enables plug-and-play composition of agents and tools by matching their Pydantic schemas.
Instructor-Compatible Switching - Switches between any Instructor-compatible AI model provider at runtime without code changes.
Schema-Aligned Assemblers - Assembles single-purpose agents and tools into reusable pipelines using Pydantic schema alignment.
Schema-Aligned Assembly - Assembles single-purpose AI agents and tools into reusable pipelines via schema alignment.
Schema-Aligned Composition - Enables plug-and-play agent and tool composition by matching Pydantic input/output schemas.
Provider-Agnostic Model Interfaces - Switches AI model providers at runtime through the Instructor library, supporting any compatible service.
Instructor-Compatible Runners - Runs agents with any Instructor-compatible AI provider, switching between local and cloud models seamlessly.
Pydantic-Driven Pipelines - Assembles AI agents and tools into type-safe pipelines using Pydantic models for data flow.
Prebuilt Tool Collections - Ships a collection of prebuilt tools for agents including web search, PDF reading, and calculator functions.
Agent Tool Registries - Provides a registry of prebuilt tools conforming to a shared schema interface for agent composition.
Prebuilt Tool Integrations - Extends agents with prebuilt tools for web search, PDF reading, weather, and calculations.
Schema-Enforced Swappability - Guarantees agents and tools with matching schemas can be swapped in pipelines without breaking execution.
Prebuilt Agent Tools - Ships a collection of ready-made tools for web search, PDF reading, weather, and calculations.
Agent Orchestration - Framework for building agents in a modular, atomic fashion.
