provider: string;

model: string;

agentDir: string;

workspaceDir?: string;

sessionEntry?: StoredSessionEntry;

sessionStore?: Record<string, StoredSessionEntry>;

sessionKey?: string;

authProfileId?: string;

authProfileIdSource?: "auto" | "user";

}> {

await ensureOpenClawModelsJson(params.cfg, params.agentDir);

const modelsOptions = params.workspaceDir ? { workspaceDir: params.workspaceDir } : undefined;

await ensureOpenClawModelsJson(params.cfg, params.agentDir, modelsOptions);

const authStorage = discoverAuthStorage(params.agentDir);

const modelRegistry = discoverModels(authStorage, params.agentDir);

const model = resolveModelWithRegistry({

throw new Error("No active session context.");

}

const sessionAgentId = resolveSessionAgentId({

sessionKey: params.sessionKey,

config: params.cfg,

});

const workspaceDir = resolveAgentWorkspaceDir(params.cfg, sessionAgentId);

const { model, authProfileId } = await resolveRuntimeModel({

cfg: params.cfg,

provider: params.provider,

model: params.model,

agentDir: params.agentDir,

workspaceDir,

sessionEntry: params.sessionEntry,

sessionStore: params.sessionStore,

sessionKey: params.sessionKey,

apiKeyInfo.mode === "aws-sdk" && !apiKeyInfo.apiKey

? undefined

: requireApiKey(apiKeyInfo, model.provider);

const sessionAgentId = resolveSessionAgentId({

sessionKey: params.sessionKey,

config: params.cfg,

});

const workspaceDir = resolveAgentWorkspaceDir(params.cfg, sessionAgentId);

if (apiKey) {

const preparedAuth = await prepareProviderRuntimeAuth({

provider: model.provider,