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* feat: configurable model escalation scheduler ## Motivation Course generation can stall when the model configured for a heavy stage (e.g. `scene-content:interactive` / `scene-content:pbl`) is repeatedly rate-limited, times out, or returns empty output. Today the operator must manually switch models in `MODEL_ROUTES` and re-trigger the page; long-running generations die on a single bad call. This PR makes the fallback automatic and observable: an optional per-stage **escalation policy** that re-runs the failed scene once with an explicitly chosen upgrade model, and logs every decision to a durable ledger viewable from a new Settings section. ## Design - **Disabled by default, zero behavior change.** No `data/model-schedule.json` → the engine behaves exactly as before. The config is hot-read per call (250 ms cache), so saving from the panel takes effect without a server restart. - **Explicit escalation only.** The upgrade model is resolved through the existing `resolveModel` pipeline **outside** `MODEL_ROUTES` (unrouted model string wins), reusing the full provider/model parsing (`openai:...`, `qwen:...`). - **Trigger semantics.** `onTimeout` requires a timeout error; `onRetryableError` accepts any retryable generation error (`isRetryableGenerationError`). Content-safety style rejections are **not** retryable and **never** escalate — the safety boundary is preserved. - **Budget guard.** Optional `budget.dailyEscalationCap` stops escalations for the day once exhausted; per-stage `max` limits retries. - **Ledger.** Every escalation appends one line to `data/schedule-events.jsonl` (stage, scene, base → used, error class, reason); the Settings panel shows the last 20. ## Screenshots Settings > Model Scheduling (config present):  Ledger after an escalation (example entry):  ## Verification - `pnpm lint` — 0 errors - `pnpm check` (prettier) / `pnpm check:i18n-keys` — pass (12 locales) - `pnpm build` — Next.js production build passes - Engine logic script — 8/8 assertions (disabled default, policy parsing, budget guard, ledger I/O) - API A/B flow — GET null without config; PUT template → served immediately (hot reload); DELETE → back to null ## Notes - The config schema is minimal free-form JSON (optional `models` / `budget` / `escalation` / `strictMode`); a stricter TS schema can follow in a later PR. - `strictMode` is reserved (not enforced yet). - The 3-tier preset template lives in the panel's "Load 3-tier preset template" button; no example file is shipped. * feat: configurable model escalation scheduler ## Motivation Course generation can stall when the model configured for a heavy stage (e.g. `scene-content:interactive` / `scene-content:pbl`) is repeatedly rate-limited, times out, or returns empty output. Today the operator must manually switch models in `MODEL_ROUTES` and re-trigger the page; long-running generations die on a single bad call. This PR makes the fallback automatic and observable: an optional per-stage **escalation policy** that re-runs the failed scene once with an explicitly chosen upgrade model, and logs every decision to a durable ledger viewable from a new Settings section. ## Design - **Disabled by default, zero behavior change.** No `data/model-schedule.json` → the engine behaves exactly as before. The config is hot-read per call (250 ms cache), so saving from the panel takes effect without a server restart. - **Explicit escalation only.** The upgrade model is resolved through the existing `resolveModel` pipeline **outside** `MODEL_ROUTES` (unrouted model string wins), reusing the full provider/model parsing (`openai:...`, `qwen:...`). - **Trigger semantics.** `onTimeout` requires a timeout error; `onRetryableError` accepts any retryable generation error (`isRetryableGenerationError`). Content-safety style rejections are **not** retryable and **never** escalate — the safety boundary is preserved. - **Budget guard.** Optional `budget.dailyEscalationCap` stops escalations for the day once exhausted; per-stage `max` limits retries. - **Ledger.** Every escalation appends one line to `data/schedule-events.jsonl` (stage, scene, base → used, error class, reason); the Settings panel shows the last 20. ## Screenshots Settings > Model Scheduling (config present):  Ledger after an escalation (example entry):  ## Verification - `pnpm lint` — 0 errors - `pnpm check` (prettier) / `pnpm check:i18n-keys` — pass (12 locales) - `pnpm build` — Next.js production build passes - Engine logic script — 8/8 assertions (disabled default, policy parsing, budget guard, ledger I/O) - API A/B flow — GET null without config; PUT template → served immediately (hot reload); DELETE → back to null ## Notes - The config schema is minimal free-form JSON (optional `models` / `budget` / `escalation` / `strictMode`); a stricter TS schema can follow in a later PR. - `strictMode` is reserved (not enforced yet). - The 3-tier preset template lives in the panel's "Load 3-tier preset template" button; no example file is shipped. * Delete omai-upload-tree directory * fix: ensure trailing newline in locale files fix: ensure trailing newline in locale files * chore: english comments for upstream review chore: english comments for upstream review * Delete components/settings/model-schedule-settings.tsx * Delete lib/server/model-schedule.ts * Delete app/api/model-schedule/route.ts * Delete assets/model-schedule/ledger-with-entry.png * Delete assets/model-schedule/settings-panel.png * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Update .env.example * Enhance access control comments in .env.example Added additional context and warnings for access control configuration. * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * Add files via upload * run ci * Add files via upload * Add files via upload * Add files via upload * Supplement. env.example Supplement. env.example * Add files via upload * Update .env.example * Update fallback notes in .env.example Clarified fallback behavior in callLLM layer documentation. * Update llm.ts * Update llm-fallback.test.ts * fix(llm): round-4 fallback hardening fix(llm): round-4 fallback hardening — server-managed gate, content-filter refusal, APICallError unwrap stop, outlines fullStream errors * fix(llm): rebase round-4 onto main v1.1.1 fix(llm): rebase round-4 onto main v1.1.1 * fix(llm): round4c-prettier formatting+retry test fix(llm): round4c-prettier formatting+retry test * test(llm): round-4d-align outline-stream test(llm): align outline-stream and title-generator tests with round-4 call signatures --------- Co-authored-by: wyuc <wang-yc24@mails.tsinghua.edu.cn>