Continue the desktop AI monitoring implementation by first adding a client-side local scheduler with durable queueing and adaptive execution policy, then adding a reusable hidden Playwright CDP execution layer that attaches to Electron Chromium and reuses existing account partitions.
| Use file-based planning for this task | Verification plus implementation will span multiple reads, edits, and test runs |
| Treat the earliest incomplete step as the current development target | Keeps the roadmap sequential and avoids skipping acceptance gaps |
| Lock the current implementation target to Step 4 | `sqlc` generation is broken and repository wrappers are absent, making it the earliest failed acceptance gate |
| Continue into the Step 5 refresh-rotation fix after Step 4 passed locally | The next acceptance gap was small, isolated, and directly adjacent to the auth module already being modified |
| Resume from the completed backend chain by building the missing `admin-web` foundation | The repository has no frontend apps, so UI integration cannot start without workspace scaffolding |
| Keep this turn scoped to `admin-web` rather than also creating `ops-admin-web` | The available backend is `tenant-api`; platform-side APIs and pages are not yet present in the repo |
| Use a pnpm workspace with shared packages from day one | Matches the architecture doc and avoids painting the repo into a single-app corner |
| Stop using Gemini for this turn after the user changed direction | Avoids spending more time on an unavailable external model path and keeps momentum inside the repo |
| Verify the first frontend slice with a real browser pass once Playwright became available again | Browser-level validation catches interaction bugs that install/build checks miss |
| Use the current backend route graph as the implementation boundary for this turn | The user asked for frontend coverage of existing interfaces, so pages without APIs stay non-primary |
| Reconstruct the screenshot layouts from visual position data, not OCR text alone | The user explicitly asked to follow image design including element placement |
| Move the quota card into the left sidebar footer and use page-level hero sections | This matches the reference screenshots more closely than the previous generic topbar layout |
| Centralize prompt text in a dedicated package instead of leaving it inside business logic functions | The user explicitly asked to extract hard-coded prompts for easier future optimization |
| Move scheduling authority fully into `desktop-client` | The user explicitly wants the server to dispatch tasks while the client decides when to execute them |
| Allow stale cross-day monitor tasks to be dropped on the client | The user explicitly allows漏采 and does not want next-day catch-up for unfinished tasks |
| Implement hidden browser infrastructure before expanding more adapters | Qwen and similar platforms cannot reliably use direct API calls and need browser-native execution |
| Only require active login for monitor tasks on `yuanbao` / `kimi` / `deepseek` | The user clarified that other AI platforms can still query and collect anonymously |
| Treat media publish as foreground and AI monitoring as background | The user explicitly wants publish to have the highest priority and never be starved by monitor execution |
| Reserve runtime capacity for publish instead of relying on queue priority alone | Running monitor tasks cannot be preempted by queue ordering, so production-grade priority needs admission control and reserved capacity |
| Keep publish scheduling in memory with per-platform locks/cooldowns | Publish needs foreground platform admission but not monitor-style durable recovery, cross-day pruning, or question cooldown semantics |
| `make sqlc-generate` failed because `sqlc.yaml` points to `../../migrations/`, which resolves to `server/internal/migrations` | 1 | Fix schema path to repository-relative `../../../migrations/` and then generate code |
| `make lint` initially failed on several `errcheck` and one `ineffassign` warning | 1 | Fixed transaction defers, the middleware test Redis set call, and the dead increment in `article_service.go` |
| Gemini CLI `gemini-3.1-pro-preview` returned `429 MODEL_CAPACITY_EXHAUSTED` repeatedly | 1 | Stopped the Gemini path after the user requested not to use Gemini anymore |
| Playwright MCP navigation failed locally because it attempted to create `/.playwright-mcp` | 1 | Fell back to preview HTTP checks instead of blocking the turn on Playwright environment setup |
| Login button click did not trigger the sign-in flow in browser testing even though the backend endpoint worked | 1 | Bound the primary login button directly to `handleSubmit` and re-ran browser verification until the route change succeeded |
| Desktop monitor execution is currently global-serial and lacks durable local queueing | 1 | Replace the ad-hoc in-memory FIFO with a scheduler module that owns persistence, concurrency, and stale-task cleanup |
| `connectOverCDP()` is not wired yet even though `playwright-core` is installed | 1 | Add a dedicated hidden-browser manager instead of pushing CDP code directly into adapters or the runtime controller |
| `pnpm --filter @geo/desktop-client typecheck` fails in `electron.vite.config.ts` due to a pre-existing Vite 5/8 plugin type mismatch | 1 | Verified this change with `pnpm --filter @geo/desktop-client build` and `pnpm --filter @geo/desktop-client test`; leave config dependency alignment as a separate fix |