Runtime

The runtime determines how an agent’s inner loop runs — how each turn calls the model, interprets intent, and invokes tools. The default runtime is built on Google ADK’s execution flow and works out of the box; you can also switch the execution backend or inject shared processing logic into the flow, without changing the agent itself.

Default runtime

The ADK runtime is the default and needs no extra configuration:

from veadk import Agent

agent = Agent(name="assistant")  # uses the ADK runtime by default

Switch the execution backend

Use runtime to select the inner-loop execution backend:

agent = Agent(name="assistant", runtime="codex")

Value	Description
`adk` (default)	Google ADK’s built-in execution flow; suitable for most cases.
`codex`	Runs the inner loop through the Codex SDK and bridges function tools, MCP tools, and skills.

Use the Codex runtime

The Codex runtime requires openai-codex, which is not installed with VeADK by default. Install the required dependencies before using it:

pip install openai-codex fastapi uvicorn

By default, the Codex runtime does not request interactive approval and can execute commands, read and write files, and access the network from its host or container. Enable it only for trusted workloads. In production, use a least-privilege isolated container and restrict the credentials, files, and network destinations it can access.

The model name, API endpoint, and API key still come from the agent’s model configuration:

from veadk import Agent

agent = Agent(
    name="coding_assistant",
    runtime="codex",
    model_name="doubao-seed-1-8-251228",
)

Tools and skills use the standard Agent configuration; the Codex runtime does not require a separate registration path:

function tools in tools are exposed as callable tools to the model;
an MCPToolset in tools supports tool discovery and invocation;
skills loaded through SkillToolset or VeADK’s legacy entry are made available through the Codex skill mechanism.

Configure transient-error retries

When the Codex runtime calls the model backend, it retries transient failures such as rate limits, server errors, overloads, and timeouts. It retries at most twice by default. Use these environment variables to change the behavior:

Environment variable	Type	Default	Description
`CODEX_SHIM_NUM_RETRIES`	`int`	`2`	Maximum retries for transient failures. Set to `0` to disable retries.
`CODEX_SHIM_TIMEOUT`	`float`	`0`	Timeout in seconds for one model-backend call. `0` uses the underlying client’s default timeout.

Request processing

Without touching business logic, you can inject shared cross-cutting processing into each run. Pass a processor to run_processor, for example to enforce login via identity authentication:

from veadk import Agent
from veadk.integrations.ve_identity import AuthRequestProcessor

agent = Agent(name="assistant", run_processor=AuthRequestProcessor())

When unset, the default processor is used and behavior is unchanged. VeADK ships AuthRequestProcessor as a ready-made implementation for identity authentication.

Custom processors

Every processor subclasses the abstract base BaseRunProcessor and implements its process_run(runner, message) method. That method returns a decorator wrapping the run’s event stream, letting you:

inject logic before and after the whole run (auth, logging, monitoring);
intercept, rewrite, or inject events produced during the run;
build control logic such as retries on top of that.

from veadk.processors.base_run_processor import BaseRunProcessor

class LoggingProcessor(BaseRunProcessor):
    def process_run(self, runner, message, **kwargs):
        def decorator(event_generator):
            async def wrapper():
                # Before: record start, validate, ...
                async for event in event_generator():
                    yield event  # intercept or rewrite events here
                # After: summarize, report, ...
            return wrapper
        return decorator

Overview

Get started

Core components

Observability

Extensions

Frontend

Security

Default runtime

Switch the execution backend

Use the Codex runtime

Configure transient-error retries

Request processing

Custom processors