fix: bound AI analysis provider latency

.trellis/spec/backend/ai-sdk-integration.md

@@ -223,6 +223,76 @@ async function classifyOrder(orderData: OrderData) {
 | Invalid API key | Missing/wrong credentials | Check environment variables |
 | Schema validation failed | AI output doesn't match schema | Adjust schema or prompt |
 
+
+## Scenario: Elder AI analysis latency controls
+
+### 1. Scope / Trigger
+
+- Trigger: backend elder AI analysis calls an OpenAI-compatible chat model through LangChain and returns a fixed API response to the UI.
+- Apply this contract whenever changing `modules/ai/server/config.ts`, `modules/ai/server/analysis.ts`, or any elder AI analysis route that can block on a provider call.
+
+### 2. Signatures
+
+- Runtime config: `getAiRuntimeConfig() -> { success: true, config } | { success: false, reason }`.
+- Config fields: `baseUrl`, `apiKey`, `chatModel`, `requestTimeoutMs`, `maxTokens`, `maxRetries`.
+- Generation service: `generateElderAiAnalysis(context, elderId) -> ServiceResult<{ analysis }>`.
+
+### 3. Contracts
+
+- Environment keys:
+  - `AI_API_KEY`: required.
+  - `AI_BASE_URL`: optional OpenAI-compatible base URL.
+  - `AI_CHAT_MODEL`: optional model name.
+  - `AI_REQUEST_TIMEOUT_MS`: optional bounded integer request timeout.
+  - `AI_MAX_TOKENS`: optional bounded integer generation cap.
+  - `AI_MAX_RETRIES`: optional bounded integer retry count.
+- `ChatOpenAI` construction must pass timeout, token cap, retry count, API key, model, and base URL from the runtime config.
+- Provider errors must never persist prompts, resident context, API keys, raw provider messages, or stack traces in `elder_ai_analyses`.
+
+### 4. Validation & Error Matrix
+
+- Missing `AI_API_KEY` -> return `AI_API_KEY 未配置`, persist failed history with `errorCategory: "missing_config"` when organization context exists.
+- Provider timeout, `AbortError`, or timeout-like provider message -> return `AI 服务响应超时`, persist failed history with `errorCategory: "timeout"`.
+- Other provider failure -> return `AI 服务暂时不可用`, persist failed history with `errorCategory: "provider_error"`.
+- Invalid model output -> return `AI 返回结构不符合固定分析格式`, persist failed history with `errorCategory: "schema_validation_failed"`.
+
+### 5. Good/Base/Bad Cases
+
+- Good: configured runtime uses a short timeout, bounded max tokens, and no hidden retry amplification; timeout failures are visible as sanitized failed history.
+- Base: provider is slow or unreachable; user receives the timeout reason instead of waiting for default SDK retries and transport timeouts.
+- Bad: service relies on LangChain/OpenAI defaults, causing long waits from high token caps, implicit retries, or unbounded request timeouts.
+
+### 6. Tests Required
+
+- Unit: assert `generateElderAiAnalysis` constructs `ChatOpenAI` with runtime-configured `timeout`, `maxTokens`, and `maxRetries`.
+- Unit: assert `AbortError` and timeout-like model failures persist `errorCategory: "timeout"`, return `AI 服务响应超时`, and do not persist provider secrets or prompt text.
+- Existing failure tests must continue to assert provider errors and schema failures use sanitized persisted history.
+
+### 7. Wrong vs Correct
+
+#### Wrong
+
+```typescript
+new ChatOpenAI({
+  apiKey,
+  model,
+  maxTokens: 1800,
+});
+```
+
+#### Correct
+
+```typescript
+new ChatOpenAI({
+  apiKey: config.apiKey,
+  model: config.chatModel,
+  timeout: config.requestTimeoutMs,
+  maxTokens: config.maxTokens,
+  maxRetries: config.maxRetries,
+  configuration: config.baseUrl ? { baseURL: config.baseUrl } : undefined,
+});
+```
+
 ## 6. Prompt Engineering Best Practices
 
 ### Use XML Structure for Complex Prompts

.trellis/tasks/07-08-complete-ops-ai-board/implement.md

@@ -31,3 +31,4 @@
 - [x] Run focused tests covering changed code.
 - [x] Run `pnpm type-check`.
 - [x] Smoke-test the dashboard route when feasible via `pnpm build` route compilation.
+- [x] Add latency controls for AI provider timeout, token cap, retry count, and sanitized timeout failure history.

.trellis/tasks/07-08-complete-ops-ai-board/prd.md

@@ -23,7 +23,8 @@ Finish the currently visible operations surface by making collaboration modules
 - [x] AI analysis board items redact result content when `canViewAnalysisScopes` denies one or more stored data scopes.
 - [x] Focused tests cover idempotent collaboration seeding and AI board redaction behavior.
 - [x] `pnpm type-check` and focused tests pass.
+- [x] Elder AI generation uses bounded provider timeout, token, and retry controls so slow providers fail with sanitized timeout history instead of hanging indefinitely.
 
 ## Notes
 
-- Out of scope: background alert-rule execution, family portal/authentication, AI generation changes, and new database schema.
+- Out of scope: background alert-rule execution, family portal/authentication, AI recommendation/business-action generation changes, and new database schema.