Initial agent auxilliary files.
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# Ingestion Pipeline
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Seven stages, run per source. Every stage writes its outcome to `ingest_runs` so a failure two days
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ago can be diagnosed without re-running or re-paying.
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```
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fetch → clean → parse|extract → validate → reconcile → gate → publish
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│
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└──► quarantine
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```
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## The adapter contract
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An adapter is the only per-game code. Everything downstream of `parse` is shared.
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```ts
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export interface Adapter {
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id: string; // 'genshin-wiki-events'
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game: GameId;
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url: string;
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strategy: "parser" | "llm" | "parser_then_llm";
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minIntervalMs?: number; // default 6h
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/** Narrow the cleaned document to just the region containing event data. */
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select?(cleaned: string): string;
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/**
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* Deterministic parse. Return null to fall through to LLM extraction
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* (only meaningful when strategy is 'parser_then_llm').
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* Pure over its input — no network, no clock, no randomness. This is what
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* makes fixture tests possible.
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*/
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parse?(cleaned: string, ctx: ParseContext): RawEvent[] | null;
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/** Extra instructions appended to the shared extraction prompt. */
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extractionHints?: string;
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/** Game-specific normalization: reset times, region offsets, patch cadence. */
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normalize(raw: RawEvent, ctx: ParseContext): GachaEvent;
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}
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export interface ParseContext {
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now: string; // injected, never Date.now() — keeps parse pure and testable
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sourceUrl: string;
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sourceId: string;
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game: GameId;
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}
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```
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**`parse` must not read the clock.** It takes `now` from `ctx`. This is what lets a fixture test
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assert exact output for a page captured last March.
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### Choosing a strategy
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| Source shape | Strategy |
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|---|---|
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| JSON API, or a stable HTML table with consistent headers | `parser` |
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| Free-form patch notes, announcement prose, inconsistent markup | `llm` |
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| Mostly-stable markup that occasionally changes | `parser_then_llm` |
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Prefer `parser`. It is free, deterministic, and instantly testable. The LLM exists for sources that
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genuinely cannot be parsed reliably, not as the default. A source with a clean API that goes through
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the model is a bug.
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## Stage 1 — fetch
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- Send `If-None-Match` / `If-Modified-Since` from `sources.etag` / `last_modified`. A `304` ends
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the run as `skipped_unchanged` with zero further cost.
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- `User-Agent: gacha-event-tracker/1.0 (+https://github.com/<owner>/gacha-event-tracker)`.
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- Honor `robots.txt`. Cache the parsed robots per host for 24h.
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- 20s timeout; retry twice with exponential backoff on 5xx and network errors; never retry 4xx.
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- Store the raw bytes in `snapshots`.
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On failure: increment `consecutive_failures`, leave published events untouched, end the run as
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`failed`. A source being down never mutates the feed.
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## Stage 2 — clean
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Reduce the document before it costs anything. This stage is the second-biggest cost lever after the
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content-hash skip.
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- Drop `<script>`, `<style>`, `<svg>`, `<noscript>`, comments, nav, header, footer, and known
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wiki chrome (edit links, category boxes, reference lists).
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- Collapse whitespace; convert tables to pipe-delimited text; keep headings as `#` markers so
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section structure survives.
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- Apply `adapter.select()` if present to isolate the event region.
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- Hash the result (sha256) → `content_hash`.
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**If `content_hash` matches `sources.content_hash`, end the run as `skipped_unchanged`.** This is
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the check that keeps a 6-hourly schedule from costing anything on a quiet week — most runs should
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end here.
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A typical wiki page goes from ~15k tokens raw to ~5k cleaned. Verify with `messages.count_tokens`
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when tuning, not by guessing.
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## Stage 3 — parse or extract
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Per strategy. `parse` produces `RawEvent[]` directly. `extract` sends the cleaned text to
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`claude-opus-5` with a structured-output schema — see `docs/LLM-EXTRACTION.md` for the request
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shape, prompt, and cost rules.
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`parser_then_llm` calls `parse` first and falls through to `extract` only when it returns `null`.
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When that fallthrough happens, log it loudly: it means the source changed shape and the parser needs
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updating. A `parser_then_llm` source that is silently always falling through is paying LLM prices
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for a parser that no longer works.
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## Stage 4 — validate
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Zod parse against `GachaEvent`, then calendar sanity rules. Anything failing a hard rule goes to
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quarantine with `reason: 'sanity_failed'` — never to the feed.
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**Hard rules (reject):**
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| Rule | Rationale |
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|---|---|
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| `endsAt > startsAt` when both present | A backwards interval is always a parse error |
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| Duration ≤ 180 days | Patch cycles are ~6 weeks; 180d means a year was misread as a range |
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| `startsAt` within [now − 2y, now + 1y] | Catches century typos and relative-date misreads |
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| `endsAt` null ⟺ `endPrecision === "unknown"` | The two fields must agree |
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| `regionEnds` non-null ⟺ `regionScoped` | Same |
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| All `regionEnds` values within 24h of each other | Region resets differ by hours, not days |
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| `title` non-empty, ≤ 200 chars, not a placeholder ("TBD", "Event", "Unknown") | Catches header rows scraped as events |
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**Soft rules (reduce confidence, do not reject):**
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- Duration under 1 hour or over 60 days → −0.2
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- `startPrecision` or `endPrecision` is `"day"` → −0.1
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- Title very similar to another event in the same batch → −0.15 (likely a duplicate row)
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## Stage 5 — reconcile
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Diff the validated candidates against currently published events for this source.
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1. **Exact ID match** → compare fields. Unchanged: no-op. Changed: candidate update.
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2. **Near match** — same game, date windows overlap, title similarity ≥ 0.85 — → treat as an update
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to the existing event, **keeping the existing ID**. This is what survives a wiki renaming an
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event without orphaning every user's completion mark.
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3. **No match** → new event.
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4. **Published event absent from this run's candidates** → mark `status = 'delisted'`. Do not
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delete.
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**Conflict detection.** A candidate that changes an already-published `endsAt` by more than 24 hours
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is a `date_conflict`. This is the case worth being paranoid about: the user may have already planned
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around the old date, and a silent shift is exactly the failure the product exists to prevent. Route
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it to quarantine regardless of confidence.
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### Scoring
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Confidence is computed here, from evidence — **not** taken from the model's self-report. A model
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saying "confidence: 0.95" is a token prediction, not a measurement.
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```
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base parser → 0.95 llm → 0.70
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+0.15 the same event was extracted identically from a previous run
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+0.10 both timestamps have precision "exact"
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+0.10 a second source for the same game corroborates within 1 hour
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−0.20 any soft rule fired
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−0.30 this is a date_conflict against a published event
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```
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Clamp to [0, 1]. `CONFIDENCE_THRESHOLD` (default 0.8) is the gate.
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## Stage 6 — gate
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| Condition | Destination |
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|---|---|
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| `confidence >= CONFIDENCE_THRESHOLD` and no conflict | publish |
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| `confidence < CONFIDENCE_THRESHOLD` | quarantine — `low_confidence` |
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| `date_conflict` | quarantine — `date_conflict`, with `conflicts_with` set |
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| failed a hard rule | quarantine — `sanity_failed` |
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| new event type or field the schema does not recognize | quarantine — `novel_shape` |
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A quarantined event does not block its siblings. If eight events in a run pass and two are held, the
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eight publish.
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## Stage 7 — publish
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Upsert by ID inside a transaction. Bump `version` and `updatedAt` only when a field actually
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changed — an unchanged run must not churn `updatedAt`, or the freshness badge (PRD F7) becomes
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meaningless. Update `sources.content_hash`, `etag`, `last_success_at`, and reset
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`consecutive_failures`.
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## The review gate
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Quarantined events surface at `GET /review` on the admin listener (`127.0.0.1:ADMIN_PORT`). See
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`docs/ARCHITECTURE.md` § Why `/review` needs no auth — the routes are simply not registered on the
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public listener.
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The review UI shows, per held event: the parsed fields, the reason and detail, the conflicting
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published event side-by-side when applicable, a link to the source, and the exact cleaned text
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excerpt the extraction came from. A reviewer needs to answer "is this date right?" without leaving
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the page.
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- `POST /api/review/:id/approve` — writes to `events` with `extraction_method: 'manual'` and
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`confidence: 1.0`, and stamps `resolved_at` / `resolution`.
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- `POST /api/review/:id/reject` — stamps resolution only. The event is not published, and the same
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candidate will be re-held on the next run if the source has not changed.
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Approving with edits is supported: the reviewer can correct a date before approving. That corrected
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value is the one that publishes.
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**Quarantine depth is the health signal for the whole pipeline.** A growing queue means a source
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changed shape or the prompt regressed. `/api/health` exposes the count; watch it.
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## Testing
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Every adapter ships:
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1. `fixtures/<game>/<source>-<YYYY-MM-DD>.html` — a real captured page.
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2. `fixtures/<game>/<source>-<YYYY-MM-DD>.expected.json` — the exact `GachaEvent[]` it should
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produce.
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3. A test running `parse` + `normalize` against the fixture with a pinned `ctx.now`, asserting
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deep equality.
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`bun test` must pass with no network access. When a source changes shape, capture a new fixture
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alongside the old one and keep both — the old fixture is the regression test proving the parser
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still handles the previous format.
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Validator rules get their own unit tests with deliberately broken inputs: backwards intervals,
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1000-year durations, `endsAt` set with `endPrecision: "unknown"`. These rules are the last line of
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defense before a wrong date reaches a user; test them like it.
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