fix(agents): include azure-openai in Responses API store override

The `OPENAI_RESPONSES_PROVIDERS` set only contained `openai` and
`azure-openai-responses`, so users who configure the `azure-openai`
provider with `api: "openai-responses"` never had pi-ai's upstream
`store: false` overridden to `true`. This caused all Azure OpenAI
multi-turn cron jobs and embedded agent runs to fail with HTTP 400
"store is set to false" after the 2026.3.8 store-stripping changes.

Add `azure-openai` to the provider set and a regression test.

Fixes #42800

CHANGELOG.md

@@ -92,6 +92,7 @@ Docs: https://docs.openclaw.ai
 - Security/system.run: fail closed for approval-backed interpreter/runtime commands when OpenClaw cannot bind exactly one concrete local file operand, while extending best-effort direct-file binding to additional runtime forms. Thanks @tdjackey for reporting.
 - Gateway/session reset auth: split conversation `/new` and `/reset` handling away from the admin-only `sessions.reset` control-plane RPC so write-scoped gateway callers can no longer reach the privileged reset path through `agent`. Thanks @tdjackey for reporting.
 - Telegram/final preview delivery followup: keep ambiguous missing-`message_id` finals only when a preview was already visible, while first-preview/no-id cases still fall back so Telegram users do not lose the final reply. (#41932) thanks @hougangdev.
+- Agents/Azure OpenAI Responses: include the `azure-openai` provider in the Responses API store override so Azure OpenAI multi-turn cron jobs and embedded agent runs no longer fail with HTTP 400 "store is set to false". Fixes #42800. Thanks @njwoodard.
 
 ## 2026.3.8
 

src/agents/pi-embedded-runner-extraparams.test.ts

@@ -1449,6 +1449,20 @@ describe("applyExtraParamsToAgent", () => {
     expect(payload.store).toBe(true);
   });
 
+  it("forces store=true for azure-openai provider with openai-responses API (#42800)", () => {
+    const payload = runResponsesPayloadMutationCase({
+      applyProvider: "azure-openai",
+      applyModelId: "gpt-5-mini",
+      model: {
+        api: "openai-responses",
+        provider: "azure-openai",
+        id: "gpt-5-mini",
+        baseUrl: "https://myresource.openai.azure.com/openai/v1",
+      } as unknown as Model<"openai-responses">,
+    });
+    expect(payload.store).toBe(true);
+  });
+
   it("injects configured OpenAI service_tier into Responses payloads", () => {
     const payload = runResponsesPayloadMutationCase({
       applyProvider: "openai",

src/agents/pi-embedded-runner/openai-stream-wrappers.ts

@@ -6,7 +6,7 @@ import { log } from "./logger.js";
 type OpenAIServiceTier = "auto" | "default" | "flex" | "priority";
 
 const OPENAI_RESPONSES_APIS = new Set(["openai-responses"]);
-const OPENAI_RESPONSES_PROVIDERS = new Set(["openai", "azure-openai-responses"]);
+const OPENAI_RESPONSES_PROVIDERS = new Set(["openai", "azure-openai", "azure-openai-responses"]);
 
 function isDirectOpenAIBaseUrl(baseUrl: unknown): boolean {
   if (typeof baseUrl !== "string" || !baseUrl.trim()) {