…AIML API

…and context management

- Introduced `AgentActionRouter` to route agent flow based on action type.
- Added `DecideActionComponent` for determining actions from context and prompts.
- Implemented `ExecuteActionComponent` to execute actions using available tools.
- Created `GenerateThoughtComponent` for generating thoughts based on context.
- Developed `ProvideFinalAnswerComponent` to generate final answers from context.
- Built `AgentContextBuilder` for constructing `AgentContext` instances.
- Added `ObserveResultComponent` to process and observe action results.
- Implemented `CheckTerminationComponent` to determine if the agent should continue or terminate.

…tion

- Introduced `AgentContext` class in `context.py` to handle agent state, including tools, language model, and context history.
- Implemented serialization methods for converting agent context to JSON-compatible format.
- Added validation for language model instances to ensure compatibility.
- Provided methods for updating and retrieving full context, including context history management.

…logic

- Introduced a `_ctx` attribute to store context data.
- Added `ctx` property to access the graph's context, raising an error if the graph is not built.
- Implemented `add_to_ctx` method to add key-value pairs to the context with an optional overwrite flag.
- Implemented `update_ctx` method to update the context with a dictionary of values, ensuring the graph is built and the input is a dictionary.

…n routing

…sing to use async iteration.

…nent structure

- Removed "BaseTool" from input types for "ToolCallingAgent" to streamline tool handling.
- Updated agent component to a more modular structure with new prompts and input configurations.
- Replaced deprecated methods and fields with updated implementations for improved functionality.
- Adjusted metadata and configuration settings for better clarity and usability.

- Added `Agent` import to `__init__.py` for better module accessibility.
- Improved error handling in `aiml_embeddings.py` by raising a `ValueError` when the expected embedding count is not met.
- Cleaned up redundant imports in `test_cycles.py` to enhance code readability.

…tion

…component

…ogic

- Replaced complex agent flow with a simplified guessing game using OpenAI components and conditional routing.
- Introduced `TextInputComponent` and updated `ChatInput` initialization.
- Added new test `test_conditional_router_max_iterations` to validate conditional routing with max iterations.
- Updated graph cyclicity assertions and snapshot checks for improved test coverage.
- Removed deprecated agent components and related logic.

…erate_and_stop_once method

…ments for unused arguments

…sage

- Removed `nest_asyncio` dependency and replaced it with a new threading-based approach for synchronous graph execution.
- Introduced a `queue.Queue` to handle results and exceptions between threads.
- Added a new thread to run asynchronous code, ensuring proper event loop management and task completion.
- Updated methods to return sorted lists of runnable vertices for consistency.