AgentOptimizationOptions Class

Tuning knobs and run-mode for an optimization job.

Constructor

AgentOptimizationOptions(*args: Any, **kwargs: Any)

Variables

Name	Description
max_candidates	int Maximum number of optimization candidates to generate. Must be >= 1. Default: 5.
optimization_config	dict[str, any] Per-target-attribute configuration overrides. Contains skills, tools, system_prompt for the agent, plus model space for model optimization.
eval_model	str Model deployment used for evaluation. Defaults to server config (typically 'gpt-4o').
optimization_model	str Model deployment for optimization reasoning (must be gpt-5 family). Falls back to the default eval model when not set.
evaluation_level	str or EvaluationLevel Evaluation granularity. Null/omitted means per-item single-turn. Set to 'conversation' for per-conversation multi-turn simulation scoring. Known values are: "turn" and "conversation".
max_stalls	int Maximum number of consecutive reflective minibatch rejections before stopping early. A 'stall' occurs when the optimizer proposes a prompt change, evaluates it on a small subset, and the score does not improve — so no full validation-set evaluation is triggered. The counter resets whenever a minibatch passes and its full-validation score beats the current best. Only a sustained plateau of max_stalls consecutive minibatch failures triggers the stop. The service defaults to 5 if a value is not specified by the caller. Must be >= 1 when set.

Methods

as_dict	Return a dict that can be turned into json using json.dump.
clear	Remove all items from the dictionary.
copy
get	Get the value for key if key is in the dictionary, else default. :param str key: The key to look up. :param any default: The value to return if key is not in the dictionary. Defaults to None :returns: The value for key if key is in the dictionary, else default. :rtype: any
items
keys
pop	Removes specified key and return the corresponding value. :param str key: The key to pop. :param any default: The value to return if key is not in the dictionary :returns: The value corresponding to the key. :rtype: any :raises KeyError: If key is not found and default is not given.
popitem	Removes and returns some (key, value) pair :returns: The (key, value) pair. :rtype: tuple :raises KeyError: if the dictionary is empty.
setdefault	Return the value for key if key is in the dictionary; otherwise set the key to default and return default. :param str key: The key to look up. :param any default: The value to set if key is not in the dictionary :returns: The value for key if key is in the dictionary, else default. :rtype: any
update	Update the dictionary from a mapping or an iterable of key-value pairs. :param any args: Either a mapping object or an iterable of key-value pairs.
values

as_dict

Return a dict that can be turned into json using json.dump.

as_dict(*, exclude_readonly: bool = False) -> dict[str, Any]

Keyword-Only Parameters

Name	Description
exclude_readonly	bool Whether to remove the readonly properties. Default value: False

Returns

Type	Description
dict	A dict JSON compatible object

clear

Remove all items from the dictionary.

clear() -> None

copy

copy() -> Model

get

Get the value for key if key is in the dictionary, else default. :param str key: The key to look up. :param any default: The value to return if key is not in the dictionary. Defaults to None :returns: The value for key if key is in the dictionary, else default. :rtype: any

get(key: str, default: Any = None) -> Any

Parameters

Name	Description
key Required
default	Default value: None

items

items() -> ItemsView[str, Any]

Returns

Type	Description
ItemsView	a set-like object providing a view on the mapping's items

keys

keys() -> KeysView[str]

Returns

Type	Description
KeysView	a set-like object providing a view on the mapping's keys

pop

Removes specified key and return the corresponding value. :param str key: The key to pop. :param any default: The value to return if key is not in the dictionary :returns: The value corresponding to the key. :rtype: any :raises KeyError: If key is not found and default is not given.

pop(key: str, default: ~typing.Any = <object object>) -> Any

Parameters

Name	Description
key Required
default

popitem

Removes and returns some (key, value) pair :returns: The (key, value) pair. :rtype: tuple :raises KeyError: if the dictionary is empty.

popitem() -> tuple[str, Any]

setdefault

Return the value for key if key is in the dictionary; otherwise set the key to default and return default. :param str key: The key to look up. :param any default: The value to set if key is not in the dictionary :returns: The value for key if key is in the dictionary, else default. :rtype: any

setdefault(key: str, default: ~typing.Any = <object object>) -> Any

Parameters

Name	Description
key Required
default

update

Update the dictionary from a mapping or an iterable of key-value pairs. :param any args: Either a mapping object or an iterable of key-value pairs.

update(*args: Any, **kwargs: Any) -> None

values

values() -> ValuesView[Any]

Returns

Type	Description
ValuesView	an object providing a view on the mapping's values

Attributes

eval_model

Model deployment used for evaluation. Defaults to server config (typically 'gpt-4o').

eval_model: str | None

evaluation_level

Evaluation granularity. Null/omitted means per-item single-turn. Set to 'conversation' for per-conversation multi-turn simulation scoring. Known values are: "turn" and "conversation".

evaluation_level: str | _models.EvaluationLevel | None

max_candidates

max_candidates: int | None

max_stalls

Maximum number of consecutive reflective minibatch rejections before stopping early. A 'stall' occurs when the optimizer proposes a prompt change, evaluates it on a small subset, and the score does not improve — so no full validation-set evaluation is triggered. The counter resets whenever a minibatch passes and its full-validation score beats the current best. Only a sustained plateau of max_stalls consecutive minibatch failures triggers the stop. The service defaults to 5 if a value is not specified by the caller. Must be >= 1 when set.

max_stalls: int | None

optimization_config

Per-target-attribute configuration overrides. Contains skills, tools, system_prompt for the agent, plus model space for model optimization.

optimization_config: dict[str, Any] | None

optimization_model

Model deployment for optimization reasoning (must be gpt-5 family). Falls back to the default eval model when not set.

optimization_model: str | None