diff --git a/docs/agents.md b/docs/agents.md
index 3cdebe6c..99c1e873 100644
--- a/docs/agents.md
+++ b/docs/agents.md
@@ -159,44 +159,45 @@ console.log(`Agent 🤖 : `, response.result.text);
 
 1. **Error Handling**
 
-   ```typescript
-   protected async executeIteration(iteration: number): Promise<IterationResult> {
-     try {
-       // ... iteration logic ...
-     } catch (error) {
-       this.devTools.emitter.emit('error', { error, context: { iteration } });
-       throw error;
-     }
-   }
-   ```
+```typescript
+function executeIteration(iteration: number): Promise<IterationResult> {
+  try {
+    // ... iteration logic ...
+  } catch (error) {
+    this.devTools.emitter.emit("error", { error, context: { iteration } });
+    throw error;
+  }
+}
+```
 
 2. **Memory Management**
 
-   ```typescript
-   protected async cleanup(): Promise<void> {
-     await this.memory.store('lastCleanup', Date.now());
-     // Clear temporary data
-   }
-   ```
+```typescript
+function cleanup(): Promise<void> {
+  await this.memory.store("lastCleanup", Date.now());
+  // Clear temporary data
+}
+```
 
 3. **Event Emission**
 
-   ```typescript
-   protected emitProgress(progress: number): void {
-     this.devTools.emitter.emit('progress', { value: progress });
-   }
-   ```
+```typescript
+function emitProgress(progress: number): void {
+  this.devTools.emitter.emit("progress", { value: progress });
+}
+```
 
 4. **Tool Management**
-   ```typescript
-   protected async validateTools(): Promise<void> {
-     for (const tool of this.tools) {
-       if (!await tool.validate()) {
-         throw new Error(`Tool validation failed: ${tool.name}`);
-       }
-     }
-   }
-   ```
+
+```typescript
+function validateTools(): Promise<void> {
+  for (const tool of this.tools) {
+    if (!(await tool.validate())) {
+      throw new Error(`Tool validation failed: ${tool.name}`);
+    }
+  }
+}
+```
 
 ## Best Practices
 
diff --git a/docs/cache.md b/docs/cache.md
index a536e27a..980b62af 100644
--- a/docs/cache.md
+++ b/docs/cache.md
@@ -231,17 +231,15 @@ const jsonKey = JSONCacheKeyFn(input);
 
 ```typescript
 const customKeyFn: CacheKeyFn = (...args: any[]) => {
-  return args.map(arg =>
-    typeof arg === 'object'
-      ? JSON.stringify(arg)
-      : String(arg)
-  ).join(':');
+  return args.map((arg) => (typeof arg === "object" ? JSON.stringify(arg) : String(arg))).join(":");
 };
 
-@Cache({
-  cacheKey: customKeyFn
-})
-method() { }
+class CacheExample {
+  @Cache({ cacheKey: customKeyFn })
+  method(seed: number) {
+    return seed;
+  }
+}
 ```
 
 ## Custom cache provider implementation
@@ -312,11 +310,15 @@ _Source: [examples/cache/custom.ts](/examples/cache/custom.ts)_
 
    ```typescript
    // Set appropriate TTL for data freshness
-   @Cache({
-     ttl: 5 * 60 * 1000, // 5 minutes
-     enabled: true
-   })
-   getData() { }
+   class DataManager {
+     @Cache({
+       ttl: 5 * 60 * 1000, // 5 minutes
+       enabled: true,
+     })
+     async fetchData() {
+       // Method implementation
+     }
+   }
    ```
 
 3. **Cache Invalidation**
diff --git a/docs/errors.md b/docs/errors.md
index 898afbfe..d1156163 100644
--- a/docs/errors.md
+++ b/docs/errors.md
@@ -258,23 +258,25 @@ try {
 
 1. **Error Creation**
 
-   ```typescript
-   throw new FrameworkError("Clear, descriptive message", [originalError], {
-     context: { relevant: "data" },
-     isFatal: whenUnrecoverable,
-     isRetryable: whenRetryPossible,
-   });
-   ```
+```typescript
+throw new FrameworkError("Clear, descriptive message", [originalError], {
+  context: { relevant: "data" },
+  isFatal: whenUnrecoverable,
+  isRetryable: whenRetryPossible,
+});
+```
 
 2. **Context Preservation**
 
-   ```typescript
-   catch (error) {
-     throw new FrameworkError("Higher-level context", [error], {
-       context: { ...error.context, newInfo: "value" }
-     });
-   }
-   ```
+```typescript
+try {
+  // Your code here
+} catch (error) {
+  throw new FrameworkError("Higher-level context", [error], {
+    context: { ...error.context, newInfo: "value" },
+  });
+}
+```
 
 3. **Error Recovery**
 
diff --git a/docs/serialization.md b/docs/serialization.md
index fc27bb38..fd0f9b02 100644
--- a/docs/serialization.md
+++ b/docs/serialization.md
@@ -384,18 +384,7 @@ _Source: [examples/serialization/context.ts](/examples/serialization/context.ts)
    }
    ```
 
-3. **Circular Reference Management**
-
-   ```typescript
-   // Always implement createEmpty and updateInstance
-   // for classes that might have circular references
-   createEmpty: () => new CustomType(),
-   updateInstance: (instance, update) => {
-     Object.assign(instance, update);
-   }
-   ```
-
-4. **Performance Optimization**
+3. **Performance Optimization**
    ```typescript
    // Cache serialization results when appropriate
    class SerializableCache {
diff --git a/docs/tools.md b/docs/tools.md
index e915f73d..5f920e54 100644
--- a/docs/tools.md
+++ b/docs/tools.md
@@ -269,20 +269,7 @@ _Source: [examples/tools/custom/python.ts](/examples/tools/custom/python.ts)_
 
 ## Best Practices
 
-1. **Input Validation**
-
-   ```typescript
-   inputSchema() {
-     return z.object({
-       query: z.string()
-         .min(1, "Query cannot be empty")
-         .max(1000, "Query too long")
-         .describe("Search query to execute")
-     });
-   }
-   ```
-
-2. **Error Handling**
+1. **Error Handling**
 
    ```typescript
    try {
@@ -296,7 +283,7 @@ _Source: [examples/tools/custom/python.ts](/examples/tools/custom/python.ts)_
    }
    ```
 
-3. **Caching Strategy**
+2. **Caching Strategy**
 
    ```typescript
    const tool = new SearchTool({
@@ -308,7 +295,7 @@ _Source: [examples/tools/custom/python.ts](/examples/tools/custom/python.ts)_
    });
    ```
 
-4. **Event Monitoring**
+3. **Event Monitoring**
 
    ```typescript
    tool.emitter.on("start", ({ input }) => {