diff --git a/ai/backend-context.md b/ai/backend-context.md
index fca41f0..e59b9a6 100644
--- a/ai/backend-context.md
+++ b/ai/backend-context.md
@@ -43,3 +43,22 @@ ValueObjects) into Entities, DTOs, Repositories, Use Cases, and Fakes
Run `php-cs-fixer fix` on worked-on directories before committing (uses the
existing `.php-cs-fixer.dist.php` config).
+
+## LLM anti-patterns
+
+Constructs LLMs default to that this project forbids. Name the trap
+explicitly so you catch yourself before writing it.
+
+| Anti-pattern | Forbidden | Required |
+|---|---|---|
+| Arrow function | `fn ($x) => $x->getId()` | `function ($x) { return $x->getId(); }` |
+| Inline FQCN type | `function f(): \Psr\Http\Message\ResponseInterface` | `use Psr\Http\Message\ResponseInterface;` then `function f(): ResponseInterface` |
+| Inline `::class` | `Container::get(\App\Foo\Bar::class)` | `use App\Foo\Bar;` then `Container::get(Bar::class)` |
+| Default param | `function f(int $count = 10)` | `function f(int $count)` |
+| Default in fake | `public function create(Dto $dto, bool $strict = true)` | no default; every caller passes a value |
+| Lookup returns stored ref | `return $this->items[$id] ?? null;` | rebuild a new instance with the stored fields |
+| Short variable name | `$t`, `$n`, `$res`, `$req`, `$e` | `$text`, `$node`, `$response`, `$request`, `$exception` |
+| Em dash | `// fetches user — by email` | `// fetches user - by email` |
+
+When generating code, scan the diff for these patterns before writing it
+to disk. If you catch one mid-write, rewrite that line.
diff --git a/ai/frontend-context.md b/ai/frontend-context.md
index 8757e1f..5e279aa 100644
--- a/ai/frontend-context.md
+++ b/ai/frontend-context.md
@@ -31,3 +31,18 @@ with surrounding files. (TODO: wire up format/lint when added.)
Frontend changes are often a template plus its page-level JS counterpart -
commit them together as a single logical unit, per the "one logical change
per commit" rule in `shared.md`.
+
+## LLM anti-patterns
+
+Constructs LLMs default to that this project forbids on the frontend.
+
+| Anti-pattern | Forbidden | Required |
+|---|---|---|
+| Short variable name | `t`, `n`, `res`, `req`, `e`, `el`, `ev` | `text`, `node`, `response`, `request`, `submitEvent`, `element`, `clickEvent` |
+| Em dash in code/comments | `// loads texts — owner only` | `// loads texts - owner only` |
+| Inline `` in a `.php` template | put logic in `public/js/.js`, load via `