A function call on the agent or user environment.

An assertion on the agent or user environment.

A tool call.

The reward received by the agent.

Environment

Lightweight wrapper around the SGLang HTTP /generate endpoint. All modules (Planner, Solver, etc.) share the same instance to issue LLM calls

The global state for the generation process.

Tool that interfaces with the local FAISS retrieval service. Instantiated once per sample, carrying that sample's eid (used for document filt

A system message.

A message from the assistant

Represents a charge or refund on a service ticket

A message from the user.

Configuration for a single engine group. Attributes: worker_type: One of "regular", "prefill", "decode", or "placeholder".

Evaluation configuration for a single model, corresponding to the Config class in MemAgent run.py.

Represents a payment or refund transaction for an order

The sample generated

Represents a banking transaction

The state of the agent.

Represents a payment or refund entry in the sale ledger

Configuration for a single model deployment. Attributes: name: Unique name for this model (e.g. "actor", "reward"). model_path: H

Launch and manage a SGLang HTTP service in a subprocess.

Configuration for SGLang engine deployment. Loaded from ``--sglang-config`` YAML file. **Config format**:: sglang: - name

Tree node for string-based radix trie.

Database interface for telecom domain.

A message from the tool.

Represents the configuration for a single Access Point Name (APN).

All the tools for the airline domain.

Represents the permissions relevant to an application.

Represents the status of a specific application relevant to issues.

A database check.

Routes to expert models. Instantiated once per sample with that sample's model_mapping.

Wrapper for LR scheduler state only.

Result of prefix matching operation.

All tools for the medicine/pharmacy domain.

Data model representing the state attributes of a mock phone device.

Wrapper for model state only.

All tools for the movie theater domain.

Wrapper for optimizer state only.

All the tools for the retail domain.

Frequently-used tools for the school domain.

engine_map example: { "default": sglang_engine, # required; used as fallback for unspecified modules "executor

String-based Radix Trie for efficient prefix matching and token caching. Features: - Efficient string prefix matching - Token ID cach

A task for a particular domain. This will be sent to the user simulator, the environment and the evaluator.

Tools for the telecom domain implementing the functions described in the PRD.

Tools for the travel agency domain.

Represents a physical address

The state of the user simulator.

An action check.

Agent information.

Represents a physical address in the bank domain

Represents bank details for a beneficiary

Frequently-used tools for the bank domain. Notes: - For WRITE tools that change state (e.g., transfers, freezing cards), the agent

All the tools for the basketball domain.

Represents a beneficiary authorized by a client

Represents a beneficiary's name information

Represents beneficiary verification details