diff --git a/scripts/role-word-baseline.json b/scripts/role-word-baseline.json
index 6d8a1a13ddb..6e89b81606e 100644
--- a/scripts/role-word-baseline.json
+++ b/scripts/role-word-baseline.json
@@ -39,7 +39,7 @@
   "skills/objectstack-data/references/data-hooks.md": 3,
   "skills/objectstack-data/rules/relationships.md": 1,
   "skills/objectstack-platform/SKILL.md": 2,
-  "skills/objectstack-query/rules/filters.md": 7,
+  "skills/objectstack-query/rules/filters.md": 2,
   "skills/objectstack-ui/rules/list-views.md": 1,
   "skills/objectstack-ui/rules/navigation.md": 1,
   "skills/objectstack-upgrade/references/examples-upgrade.md": 1
diff --git a/skills/objectstack-query/SKILL.md b/skills/objectstack-query/SKILL.md
index 62f9efe2466..10119688854 100644
--- a/skills/objectstack-query/SKILL.md
+++ b/skills/objectstack-query/SKILL.md
@@ -73,7 +73,7 @@ both are given. Writes take only the trailing argument.
 | Removed key | Live replacement |
 |:--|:--|
 | `query.cursor` | keyset paging — `where` on the sort key + `orderBy` + `limit` |
-| `query.joins` | `expand` (display), or filter the related object and `$in` its ids |
+| `query.joins` | `expand` (display), or `{ relation: { field: value } }` in `where` (filter) |
 | `query.distinct` | `groupBy` the fields — each unique combination is one row |
 | `query.windowFunctions` | report/dashboard metadata (**objectstack-ui**), or rank / accumulate in app code |
 | aggregation `distinct: true` | `count_distinct` |
@@ -186,9 +186,10 @@ Combine conditions with `$and`, `$or`, and `$not`:
 
 ### Filtering by a related record
 
-`{ customer: { country: 'US' } }` beneath a lookup is refused, `INVALID_FILTER` /
-400: filter the related object first, then `$in` its ids —
-**[filter rules → Relation Filters](./rules/filters.md)**.
+`{ customer: { country: 'US' } }` beneath a lookup is served in `where`: the
+engine reads the related object as the caller and matches its ids. The limits
+(one level, forward only, `where` only, 1000 ids, the caller's permissions) and
+the two-step route past them: **[filter rules → Relation Filters](./rules/filters.md)**.
 
 ### Cross-field comparisons
 
@@ -328,7 +329,7 @@ that set, never widen it: over the REST/protocol ingress a name outside it is
 Mirror the related record's title into a **stored** field on the queried object
 and search that; the field, the write hooks and the lint wording are
 **objectstack-data → Search Fields (`searchableFields`)**. To *filter* by a
-related record's column, `$in` ids from its own query; to *display* it, `expand`.
+related record's column, `where: { relation: { column: value } }`; to *display* it, `expand`.
 
 ## Common Patterns
 
@@ -337,7 +338,7 @@ related record's column, `$in` ids from its own query; to *display* it, `expand`
 | Scenario | Use |
 |:---------|:----|
 | Load lookup fields for display | `expand` |
-| Filter rows by their lookup target's column | Query the target object, then `{ lookup: { $in: ids } }` — `$contains` per id when `multiple` |
+| Filter rows by their lookup target's column | `{ lookup: { column: value } }` in `where`, up to 1000 related ids; past the cap query the target, then `{ lookup: { $in: ids } }` — `$contains` per id when `multiple` |
 | Filter parent by child conditions | Query the child with `fields: [lookup]`, then `{ id: { $in: those ids } }` on the parent |
 | **Keyword-search by a related record's title** | **Mirror the title into a stored field on this object and search that** — `search` never traverses |
 | Paginate/sort a parent's related records | Query the related object directly |
diff --git a/skills/objectstack-query/rules/filters.md b/skills/objectstack-query/rules/filters.md
index a2dd2abe794..bfeb1017079 100644
--- a/skills/objectstack-query/rules/filters.md
+++ b/skills/objectstack-query/rules/filters.md
@@ -37,47 +37,6 @@ allowlist that omits them and refuse — `Unsupported filter operator`,
 `INVALID_FILTER` / 400 — rather than approximating. A pattern ending in a lone
 unpaired backslash is refused by every face.
 
-## Logical Operators
-
-### AND (implicit)
-
-All top-level conditions are AND-combined by default:
-
-```typescript
-// ✅ Implicit AND — all conditions must match
-where: {
-  status: 'active',
-  role: 'admin',
-  age: { $gte: 18 }
-}
-
-// ✅ Explicit $and — same result
-where: {
-  $and: [
-    { status: 'active' },
-    { role: 'admin' },
-    { age: { $gte: 18 } }
-  ]
-}
-```
-
-### OR
-
-```typescript
-// ✅ Find admins OR managers
-where: {
-  $or: [
-    { role: 'admin' },
-    { role: 'manager' }
-  ]
-}
-
-// ✅ Equivalent using $in
-where: {
-  role: { $in: ['admin', 'manager'] }
-}
-```
-
 ## Field References
 
 > ✅ **Enforced.** `{ $field: '...' }` compares two columns of the same row.
@@ -97,14 +56,26 @@ reference there.
 
 ## Relation Filters
 
-A plain object with no `$` operator beneath a relation field (`lookup`,
-`master_detail`, `user`, `tree`) is refused, `INVALID_FILTER` / 400 on every
-driver: the column stores the related record's id, and no driver follows it into
-the related object. Filter the related object first, then `$in` its ids:
+A condition on a related record's fields beneath a relation field (`lookup`,
+`master_detail`, `user`, `tree`) is served in `where`: the engine reads the
+related object with it **as the caller**, then matches the field against the
+ids it returns (`$in`; any member when `multiple: true`).
 
 ```typescript
-// ❌ Refused: where: { customer: { country: 'US' } }
 // ✅ Orders whose customer is in the US
+where: { customer: { country: 'US' } }
+```
+
+Limits — one level: every key a field the related object declares, no relation
+or dotted key inside; forward only: never a parent by its children; `where`
+only: an aggregation's `filter` and `having` refuse it, `INVALID_FILTER` / 400;
+at most 1000 related ids, refused past that, `INVALID_FILTER` / 400, never
+truncated; as the caller: the related object's row scope and field permissions
+apply, so a field the caller cannot read is refused, `PERMISSION_DENIED` / 403,
+never an empty result. Past the cap, run the two steps yourself — filter the
+related object, then `$in` its ids:
+
+```typescript
 const us = await engine.find('customer', { where: { country: 'US' }, fields: ['id'] });
 where: { customer: { $in: us.map((c) => c.id) } }
 ```
@@ -119,7 +90,7 @@ fields is the same two steps reversed: query the child with the condition and
 ### ❌ Wrong: expecting sibling keys to be an OR
 
 `where: { role: 'admin', status: 'active' }` is an AND — sibling keys always
-are. For OR, wrap them in a `$or` array (see **Logical Operators** above).
+are. For OR, wrap them in a `$or` array (SKILL.md, **Logical Operators**).
 
 ### ❌ Wrong: Using string operators on non-string fields