Link woe

Signed-off-by: itowlson <ivan.towlson@fermyon.com>

Author: itowlson

content/v4/http-outbound.md

@@ -95,9 +95,9 @@ You can find a complete example of using outbound HTTP in the JavaScript SDK rep
 
 {{ startTab "Python"}}
 
-> [**Want to go straight to the reference documentation?**  Find it here.](https://spinframework.github.io/spin-python-sdk/v4/http/index.html)
+> [**Want to go straight to the reference documentation?**  Find it here.](https://spinframework.github.io/spin-python-sdk/v3/http/index.html)
 
-HTTP functions and classes are available in the `http` module. The function name is [`send`](https://spinframework.github.io/spin-python-sdk/v4/http/index.html#spin_sdk.http.send). The [request type](https://spinframework.github.io/spin-python-sdk/http/index.html#spin_sdk.http.Request) is `Request`, and the [response type](https://spinframework.github.io/spin-python-sdk/v4/http/index.html#spin_sdk.http.Response) is `Response`. For example:
+HTTP functions and classes are available in the `http` module. The function name is [`send`](https://spinframework.github.io/spin-python-sdk/v3/http/index.html#spin_sdk.http.send). The [request type](https://spinframework.github.io/spin-python-sdk/http/index.html#spin_sdk.http.Request) is `Request`, and the [response type](https://spinframework.github.io/spin-python-sdk/v3/http/index.html#spin_sdk.http.Response) is `Response`. For example:
 
 ```python
 from spin_sdk.http import Request, Response, send

content/v4/http-trigger.md

@@ -226,9 +226,9 @@ addEventListener('fetch', async (event: FetchEvent) => {
 
 {{ startTab "Python"}}
 
-> [**Want to go straight to the reference documentation?**  Find it here.](https://spinframework.github.io/spin-python-sdk/v4/)
+> [**Want to go straight to the reference documentation?**  Find it here.](https://spinframework.github.io/spin-python-sdk/v3/)
 
-In Python, the application must define a top-level class named IncomingHandler which inherits from [IncomingHandler](https://spinframework.github.io/spin-python-sdk/v4/http/index.html#spin_sdk.http.IncomingHandler), overriding the `handle_request` method.
+In Python, the application must define a top-level class named IncomingHandler which inherits from [IncomingHandler](https://spinframework.github.io/spin-python-sdk/v3/http/index.html#spin_sdk.http.IncomingHandler), overriding the `handle_request` method.
 
 ```python
 from spin_sdk import http

content/v4/kv-store-api-guide.md

@@ -123,7 +123,7 @@ addEventListener('fetch', async (event: FetchEvent) => {
 
 {{ startTab "Python"}}
 
-> [**Want to go straight to the reference documentation?** Find it here.](https://spinframework.github.io/spin-python-sdk/v4/key_value.html)
+> [**Want to go straight to the reference documentation?** Find it here.](https://spinframework.github.io/spin-python-sdk/v3/key_value.html)
 
 The key value functions are provided through the `spin_key_value` module in the Python SDK. For example:
 
@@ -148,7 +148,7 @@ class IncomingHandler(http.IncomingHandler):
 **General Notes**
 - The Python SDK doesn't surface the `close` operation. It automatically closes all stores at the end of the request; there's no way to close them early.
 
-[`get` **Operation**](https://spinframework.github.io/spin-python-sdk/v4/wit/imports/key_value.html#spin_sdk.wit.imports.key_value.Store.get)
+[`get` **Operation**](https://spinframework.github.io/spin-python-sdk/v3/wit/imports/key_value.html#spin_sdk.wit.imports.key_value.Store.get)
 - If a key does not exist, it returns `None`
 
 {{ blockEnd }}

content/v4/python-components.md

@@ -174,7 +174,7 @@ command = "componentize-py -w spin-http componentize app -o app.wasm"
 
 In Spin, HTTP components are triggered by the occurrence of an HTTP request and must return an HTTP response at the end of their execution. Components can be built in any language that compiles to WASI. If you would like additional information about building HTTP applications you may find [the HTTP trigger page](./http-trigger.md) useful.
 
-Building a Spin HTTP component using the Python SDK means defining a top-level class named IncomingHandler which inherits from [`IncomingHandler`](https://spinframework.github.io/spin-python-sdk/v4/wit/exports/index.html#spin_sdk.wit.exports.IncomingHandler), overriding the `handle_request` method. Here is an example of the default Python code which the previous `spin new` created for us; a simple example of a request/response:
+Building a Spin HTTP component using the Python SDK means defining a top-level class named IncomingHandler which inherits from [`IncomingHandler`](https://spinframework.github.io/spin-python-sdk/v3/wit/exports/index.html#spin_sdk.wit.exports.IncomingHandler), overriding the `handle_request` method. Here is an example of the default Python code which the previous `spin new` created for us; a simple example of a request/response:
 
 <!-- @nocpy -->
 

content/v4/rdbms-storage.md

@@ -121,7 +121,7 @@ addEventListener('fetch', async (event: FetchEvent) => {
 
 {{ startTab "Python"}}
 
-> [**Want to go straight to the reference documentation?**  Find it here.](https://spinframework.github.io/spin-python-sdk/v4/)
+> [**Want to go straight to the reference documentation?**  Find it here.](https://spinframework.github.io/spin-python-sdk/v3/)
 
 The code below is an [Outbound MySQL example](https://github.com/spinframework/spin-python-sdk/tree/main/examples/spin-mysql). There is also an outbound [PostgreSQL example](https://github.com/spinframework/spin-python-sdk/tree/main/examples/spin-postgres) available.
 

content/v4/redis-outbound.md

@@ -115,9 +115,9 @@ You can find a complete TypeScript example for using outbound Redis from an HTTP
 
 {{ startTab "Python"}}
 
-> [**Want to go straight to the reference documentation?**  Find it here.](https://spinframework.github.io/spin-python-sdk/v4/redis.html)
+> [**Want to go straight to the reference documentation?**  Find it here.](https://spinframework.github.io/spin-python-sdk/v3/redis.html)
 
-Redis functions are available in [the `redis` module](https://spinframework.github.io/spin-python-sdk/v4/redis.html). The function names are prefixed `redis_`. You must pass the Redis instance address to _each_ operation as its first parameter. For example:
+Redis functions are available in [the `redis` module](https://spinframework.github.io/spin-python-sdk/v3/redis.html). The function names are prefixed `redis_`. You must pass the Redis instance address to _each_ operation as its first parameter. For example:
 
 ```python
 from spin_sdk import redis

content/v4/redis-trigger.md

@@ -101,7 +101,7 @@ The JavaScript/TypeScript SDK doesn't currently support Redis components.  Pleas
 
 {{ startTab "Python"}}
 
-In Python, the handler needs to implement the [`InboundRedis`](https://spinframework.github.io/spin-python-sdk/v4/wit/exports/index.html#spin_sdk.wit.exports.InboundRedis) class, and override the `handle_message` method:
+In Python, the handler needs to implement the [`InboundRedis`](https://spinframework.github.io/spin-python-sdk/v3/wit/exports/index.html#spin_sdk.wit.exports.InboundRedis) class, and override the `handle_message` method:
 
 ```python
 from spin_sdk.wit import exports

content/v4/registry-tutorial.md

@@ -160,7 +160,7 @@ addEventListener('fetch', async (event: FetchEvent) => {
 
 {{ startTab "Python"}}
 
-> [**Want to go straight to the reference documentation?**  Find it here.](https://spinframework.github.io/spin-python-sdk/v4/llm.html)
+> [**Want to go straight to the reference documentation?**  Find it here.](https://spinframework.github.io/spin-python-sdk/v3/llm.html)
 
 ```python
 from spin_sdk import http
@@ -178,12 +178,12 @@ class IncomingHandler(http.IncomingHandler):
 
 **General Notes**
 
-[`infer` operation](https://spinframework.github.io/spin-python-sdk/v4/llm.html#spin_sdk.llm.infer):
+[`infer` operation](https://spinframework.github.io/spin-python-sdk/v3/llm.html#spin_sdk.llm.infer):
 
 - The model name is passed in as a string (as shown above; `"llama2-chat"`).
-[`infer_with_options` operation](https://spinframework.github.io/spin-python-sdk/v4/llm.html#spin_sdk.llm.infer_with_options):
+[`infer_with_options` operation](https://spinframework.github.io/spin-python-sdk/v3/llm.html#spin_sdk.llm.infer_with_options):
 
-- It takes in a model name, prompt text, and optionally a [parameter object](https://spinframework.github.io/spin-python-sdk/v4/llm.html#spin_sdk.llm.InferencingParams) to control the inferencing.
+- It takes in a model name, prompt text, and optionally a [parameter object](https://spinframework.github.io/spin-python-sdk/v3/llm.html#spin_sdk.llm.InferencingParams) to control the inferencing.
 
 {{ blockEnd }}
 

content/v4/serverless-ai-api-guide.md

@@ -153,9 +153,9 @@ addEventListener('fetch', async (event: FetchEvent) => {
 
 {{ startTab "Python"}}
 
-> [**Want to go straight to the reference documentation?**  Find it here.](https://spinframework.github.io/spin-python-sdk/v4/sqlite.html)
+> [**Want to go straight to the reference documentation?**  Find it here.](https://spinframework.github.io/spin-python-sdk/v3/sqlite.html)
 
-To use SQLite functions, use the `sqlite` module in the Python SDK. The [`sqlite_open`](https://spinframework.github.io/spin-python-sdk/v4/sqlite.html#spin_sdk.sqlite.open) and [`sqlite_open_default`](https://spinframework.github.io/spin-python-sdk/v4/sqlite.html#spin_sdk.sqlite.open_default) functions return a [connection object](https://spinframework.github.io/spin-python-sdk/v4/wit/imports/sqlite.html#spin_sdk.wit.imports.sqlite.Connection). The connection object provides the [`execute` method](https://spinframework.github.io/spin-python-sdk/v4/wit/imports/sqlite.html#spin_sdk.wit.imports.sqlite.Connection.execute) as described above. For example:
+To use SQLite functions, use the `sqlite` module in the Python SDK. The [`sqlite_open`](https://spinframework.github.io/spin-python-sdk/v3/sqlite.html#spin_sdk.sqlite.open) and [`sqlite_open_default`](https://spinframework.github.io/spin-python-sdk/v3/sqlite.html#spin_sdk.sqlite.open_default) functions return a [connection object](https://spinframework.github.io/spin-python-sdk/v3/wit/imports/sqlite.html#spin_sdk.wit.imports.sqlite.Connection). The connection object provides the [`execute` method](https://spinframework.github.io/spin-python-sdk/v3/wit/imports/sqlite.html#spin_sdk.wit.imports.sqlite.Connection.execute) as described above. For example:
 
 ```python
 from spin_sdk import http, sqlite
@@ -176,7 +176,7 @@ class IncomingHandler(http.IncomingHandler):
 ```
 
 **General Notes**
-* The `execute` method returns [a `QueryResult` object](https://spinframework.github.io/spin-python-sdk/v4/wit/imports/sqlite.html#spin_sdk.wit.imports.sqlite.QueryResult) with `rows` and `columns` methods. `columns` returns a list of strings representing column names. `rows` is an array of rows, each of which is an array of [`RowResult`](https://spinframework.github.io/spin-python-sdk/v4/wit/imports/sqlite.html#spin_sdk.wit.imports.sqlite.RowResult) in the same order as `columns`.
+* The `execute` method returns [a `QueryResult` object](https://spinframework.github.io/spin-python-sdk/v3/wit/imports/sqlite.html#spin_sdk.wit.imports.sqlite.QueryResult) with `rows` and `columns` methods. `columns` returns a list of strings representing column names. `rows` is an array of rows, each of which is an array of [`RowResult`](https://spinframework.github.io/spin-python-sdk/v3/wit/imports/sqlite.html#spin_sdk.wit.imports.sqlite.RowResult) in the same order as `columns`.
 * The connection object doesn't surface the `close` function.
 * Errors are surfaced as exceptions.