diff --git a/README.md b/README.md
index 78ea849..a5ead64 100644
--- a/README.md
+++ b/README.md
@@ -3,12 +3,12 @@
 [![CI](https://github.com/Reddimus/kalshi-cpp/actions/workflows/ci.yml/badge.svg?branch=main)](https://github.com/Reddimus/kalshi-cpp/actions/workflows/ci.yml)
 [![Release](https://img.shields.io/github/v/release/Reddimus/kalshi-cpp)](https://github.com/Reddimus/kalshi-cpp/releases)
 
-An unofficial C++23 client for Kalshi's Predictions API. It covers every
+A C++23 client for Kalshi's Predictions API. It covers every
 [REST operation](docs/operations.md) and [WebSocket channel](docs/channels.md).
-A generator builds it from Kalshi's OpenAPI and AsyncAPI documents in
-[`spec/`](https://github.com/Reddimus/kalshi-cpp/tree/main/spec), so type and
-field names match [Kalshi's API docs](https://docs.kalshi.com). Kalshi's
-separate Margin and Perpetuals API is out of scope. The
+Its types and methods come from Kalshi's OpenAPI and AsyncAPI documents in
+[`spec/`](https://github.com/Reddimus/kalshi-cpp/tree/main/spec), so their names
+match [Kalshi's API docs](https://docs.kalshi.com). Kalshi's separate Margin
+and Perpetuals API is out of scope. The
 [API reference](https://reddimus.github.io/kalshi-cpp/) lists every type and method.
 
 ## Install
@@ -172,6 +172,6 @@ shows.
 
 ## Contributing
 
-[CONTRIBUTING.md](CONTRIBUTING.md) covers building from source, tests, code
-generation, and releases. Report security issues as
+[CONTRIBUTING.md](CONTRIBUTING.md) covers building from source, tests, updating
+the specs, and releases. Report security issues as
 [SECURITY.md](SECURITY.md) describes.
diff --git a/docs/channels.md b/docs/channels.md
index 254880c..34d7c95 100644
--- a/docs/channels.md
+++ b/docs/channels.md
@@ -1,6 +1,6 @@
 # WebSocket channels
 
-Generated from Kalshi's AsyncAPI 2.0.0 document (`spec/asyncapi.yaml`).
+Covers Kalshi's AsyncAPI 2.0.0 document (`spec/asyncapi.yaml`).
 Subscribe with `WebSocketClient::subscribe(ws::Channel::..., params)`; each message
 arrives in `on_message` as `ws::Update<T>`.
 
diff --git a/docs/operations.md b/docs/operations.md
index 3f6f7cf..72d17ec 100644
--- a/docs/operations.md
+++ b/docs/operations.md
@@ -1,6 +1,6 @@
 # REST operations
 
-Generated from Kalshi Predictions OpenAPI 3.31.0 (`spec/openapi.yaml`).
+Covers Kalshi's Predictions OpenAPI 3.31.0 document (`spec/openapi.yaml`).
 Each row is a `KalshiClient` method.
 
 ## account
diff --git a/include/README.md b/include/README.md
index ecc1065..d699b28 100644
--- a/include/README.md
+++ b/include/README.md
@@ -4,8 +4,8 @@
 
 | Header | Contents |
 | --- | --- |
-| `kalshi/api.hpp` | `KalshiClient`, one method per REST operation (generated) |
-| `kalshi/models.hpp` | Request, response, and enum types from the OpenAPI spec (generated) |
+| `kalshi/api.hpp` | `KalshiClient`, one method per REST operation |
+| `kalshi/models.hpp` | Request, response, and enum types from the OpenAPI spec |
 | `kalshi/helpers.hpp` | Fixed-point to cents or contracts, timestamps, order directions |
 | `kalshi/http_client.hpp` | Transport interface, libcurl client, `ClientConfig` |
 | `kalshi/retry.hpp` | `RetryingTransport` and `RetryPolicy` |
@@ -13,12 +13,12 @@
 | `kalshi/pagination.hpp` | `collect_pages` |
 | `kalshi/signer.hpp` | API key loading and request signing |
 | `kalshi/websocket.hpp` | `WebSocketClient`, `WsConfig`, and `WsError` |
-| `kalshi/ws_models.hpp` | WebSocket channels and message types from the AsyncAPI spec (generated) |
+| `kalshi/ws_models.hpp` | WebSocket channels and message types from the AsyncAPI spec |
 | `kalshi/error.hpp` | `Error`, `ErrorCode`, and `Result<T>` |
 | `kalshi/environment.hpp` | Production and demo URLs |
 | `kalshi/fixed_point.hpp` | Exact decimal parsing |
 | `kalshi/raw_json.hpp` | `RawJson`, free-form JSON kept as text |
-| `kalshi/version.hpp` | `kalshi::VERSION` (generated at configure time) |
+| `kalshi/version.hpp` | `kalshi::VERSION`, set at configure time |
 
 Headers under `kalshi/detail/` support the implementation and tests. They are
 not a stable interface.
diff --git a/include/kalshi/version.hpp.in b/include/kalshi/version.hpp.in
index 21fb845..05249a6 100644
--- a/include/kalshi/version.hpp.in
+++ b/include/kalshi/version.hpp.in
@@ -1,7 +1,7 @@
 #pragma once
 
 /// @file version.hpp
-/// @brief The SDK version, generated from `project(... VERSION)` in CMakeLists.txt.
+/// @brief The SDK version, from `project(... VERSION)` in CMakeLists.txt.
 
 namespace kalshi {
 
diff --git a/tools/codegen/generate.py b/tools/codegen/generate.py
index 161c469..6f0dddd 100644
--- a/tools/codegen/generate.py
+++ b/tools/codegen/generate.py
@@ -516,7 +516,7 @@ def routes_test(self) -> str:
     def operations_doc(self) -> str:
         version = self.spec.get("info", {}).get("version", "?")
         out = ["# REST operations\n\n",
-               f"Generated from Kalshi Predictions OpenAPI {version} (`spec/openapi.yaml`).\n",
+               f"Covers Kalshi's Predictions OpenAPI {version} document (`spec/openapi.yaml`).\n",
                "Each row is a `KalshiClient` method.\n"]
         for tag, ops in sorted(self.tags().items()):
             out.append(f"\n## {tag}\n\n| Method | Route | C++ |\n| --- | --- | --- |\n")
diff --git a/tools/codegen/ws.py b/tools/codegen/ws.py
index 29bf587..4905bd7 100644
--- a/tools/codegen/ws.py
+++ b/tools/codegen/ws.py
@@ -361,7 +361,7 @@ def example_check(self, message: DataMessage, example: dict) -> str:
     def channels_doc(self) -> str:
         version = self.spec.get("info", {}).get("version", "?")
         out = ["# WebSocket channels\n\n",
-               f"Generated from Kalshi's AsyncAPI {version} document (`spec/asyncapi.yaml`).\n",
+               f"Covers Kalshi's AsyncAPI {version} document (`spec/asyncapi.yaml`).\n",
                "Subscribe with `WebSocketClient::subscribe(ws::Channel::..., params)`; each message\n"
                "arrives in `on_message` as `ws::Update<T>`.\n\n",
                "| Channel | `ws::Channel` | Messages |\n| --- | --- | --- |\n"]