simple md fix

Author: yetval

agent-skill/Scrapling-Skill/references/fetching/dynamic.md

@@ -44,7 +44,7 @@ Instead of launching a browser locally (Chromium/Google Chrome), you can connect
 
 **Notes:**
 * There was a `stealth` option here, but it was moved to the `StealthyFetcher` class, as explained on the next page, with additional features since version 0.3.13.
-* This makes it less confusing for new users, easier to maintain, and provides other benefits, as explained on the [StealthyFetcher page](fetching/stealthy.md).
+* This makes it less confusing for new users, easier to maintain, and provides other benefits, as explained on the [StealthyFetcher page](stealthy.md).
 
 ## Full list of arguments
 All arguments for `DynamicFetcher` and its session classes:

agent-skill/Scrapling-Skill/references/spiders/architecture.md

@@ -11,8 +11,8 @@ Here's what happens step by step when you run a spider:
 1. The **Spider** produces the first batch of `Request` objects. By default, it creates one request for each URL in `start_urls`, but you can override `start_requests()` for custom logic.
 2. The **Scheduler** receives requests and places them in a priority queue, and creates fingerprints for them. Higher-priority requests are dequeued first.
 3. The **Crawler Engine** asks the **Scheduler** to dequeue the next request, respecting concurrency limits (global and per-domain) and download delays. Once the **Crawler Engine** receives the request, it passes it to the **Session Manager**, which routes it to the correct session based on the request's `sid` (session ID).
-4. The **session** fetches the page and returns a [Response](fetching/choosing.md#response-object) object to the **Crawler Engine**. The engine records statistics and checks for blocked responses. If the response is blocked, the engine retries the request up to `max_blocked_retries` times. Of course, the blocking detection and the retry logic for blocked requests can be customized.
-5. The **Crawler Engine** passes the [Response](fetching/choosing.md#response-object) to the request's callback. The callback either yields a dictionary, which gets treated as a scraped item, or a follow-up request, which gets sent to the scheduler for queuing.
+4. The **session** fetches the page and returns a [Response](../fetching/choosing.md#response-object) object to the **Crawler Engine**. The engine records statistics and checks for blocked responses. If the response is blocked, the engine retries the request up to `max_blocked_retries` times. Of course, the blocking detection and the retry logic for blocked requests can be customized.
+5. The **Crawler Engine** passes the [Response](../fetching/choosing.md#response-object) to the request's callback. The callback either yields a dictionary, which gets treated as a scraped item, or a follow-up request, which gets sent to the scheduler for queuing.
 6. The cycle repeats from step 2 until the scheduler is empty and no tasks are active, or the spider is paused.
 7. If `crawldir` is set while starting the spider, the **Crawler Engine** periodically saves a checkpoint (pending requests + seen URLs set) to disk. On graceful shutdown (Ctrl+C), a final checkpoint is saved. The next time the spider runs with the same `crawldir`, it resumes from where it left off — skipping `start_requests()` and restoring the scheduler state.
 
@@ -50,9 +50,9 @@ A priority queue with built-in URL deduplication. Requests are fingerprinted bas
 
 Manages one or more named session instances. Each session is one of:
 
-- [FetcherSession](fetching/static.md)
-- [AsyncDynamicSession](fetching/dynamic.md)
-- [AsyncStealthySession](fetching/stealthy.md)
+- [FetcherSession](../fetching/static.md)
+- [AsyncDynamicSession](../fetching/dynamic.md)
+- [AsyncStealthySession](../fetching/stealthy.md)
 
 When a request comes in, the Session Manager routes it to the correct session based on the request's `sid` field. Sessions can be started with the spider start (default) or lazily (started on the first use).
 

agent-skill/Scrapling-Skill/references/spiders/getting-started.md

@@ -25,7 +25,7 @@ Every spider needs three things:
 2. **`start_urls`** — A list of URLs to start crawling from.
 3. **`parse()`** — An async generator method that processes each response and yields results.
 
-The `parse()` method processes each response. You use the same selection methods you'd use with Scrapling's [Selector](parsing/main_classes.md#selector)/[Response](fetching/choosing.md#response-object), and `yield` dictionaries to output scraped items.
+The `parse()` method processes each response. You use the same selection methods you'd use with Scrapling's [Selector](../parsing/main_classes.md#selector)/[Response](../fetching/choosing.md#response-object), and `yield` dictionaries to output scraped items.
 
 ## Running the Spider
 

agent-skill/Scrapling-Skill/references/spiders/sessions.md

@@ -6,14 +6,14 @@ A spider can use multiple fetcher sessions simultaneously — for example, a fas
 
 A session is a pre-configured fetcher instance that stays alive for the duration of the crawl. Instead of creating a new connection or browser for every request, the spider reuses sessions, which is faster and more resource-efficient.
 
-By default, every spider creates a single [FetcherSession](fetching/static.md). You can add more sessions or swap the default by overriding the `configure_sessions()` method, but you have to use the async version of each session only, as the table shows below:
+By default, every spider creates a single [FetcherSession](../fetching/static.md). You can add more sessions or swap the default by overriding the `configure_sessions()` method, but you have to use the async version of each session only, as the table shows below:
 
 
 | Session Type                                    | Use Case                                 |
 |-------------------------------------------------|------------------------------------------|
-| [FetcherSession](fetching/static.md)         | Fast HTTP requests, no JavaScript        |
-| [AsyncDynamicSession](fetching/dynamic.md)   | Browser automation, JavaScript rendering |
-| [AsyncStealthySession](fetching/stealthy.md) | Anti-bot bypass, Cloudflare, etc.        |
+| [FetcherSession](../fetching/static.md)         | Fast HTTP requests, no JavaScript        |
+| [AsyncDynamicSession](../fetching/dynamic.md)   | Browser automation, JavaScript rendering |
+| [AsyncStealthySession](../fetching/stealthy.md) | Anti-bot bypass, Cloudflare, etc.        |
 
 
 ## Configuring Sessions