diff --git a/doc/gsoc/2025/codes/example4.dart b/doc/gsoc/2025/codes/example4.dart
index e2eb5f3d..83344c99 100644
--- a/doc/gsoc/2025/codes/example4.dart
+++ b/doc/gsoc/2025/codes/example4.dart
@@ -1,3 +1,5 @@
+// ignore_for_file: use_key_in_widget_constructors, use_full_hex_values_for_flutter_colors
+
 import 'package:flutter/material.dart';
 
 void main() {
diff --git a/doc/gsoc/2025/codes/example5.dart b/doc/gsoc/2025/codes/example5.dart
index 75c7920b..d7d85ac1 100644
--- a/doc/gsoc/2025/codes/example5.dart
+++ b/doc/gsoc/2025/codes/example5.dart
@@ -1,3 +1,5 @@
+// ignore_for_file: use_key_in_widget_constructors
+
 import 'package:flutter/material.dart';
 
 void main() {
diff --git a/lib/services/agentic_services/agents/stacgen.dart b/lib/services/agentic_services/agents/stacgen.dart
index 2c1cac19..940611cb 100644
--- a/lib/services/agentic_services/agents/stacgen.dart
+++ b/lib/services/agentic_services/agents/stacgen.dart
@@ -1,6 +1,7 @@
 import 'dart:convert';
 import 'package:apidash/templates/templates.dart';
 import 'package:apidash_core/apidash_core.dart';
+import 'package:flutter/material.dart';
 
 class StacGenBot extends AIAgent {
   @override
@@ -18,7 +19,7 @@ class StacGenBot extends AIAgent {
     try {
       jsonDecode(aiResponse);
     } catch (e) {
-      print("JSON PARSE ERROR: ${e}");
+      debugPrint("JSON PARSE ERROR: $e");
       return false;
     }
     return true;
diff --git a/lib/services/agentic_services/agents/stacmodifier.dart b/lib/services/agentic_services/agents/stacmodifier.dart
index acc10524..c13874ca 100644
--- a/lib/services/agentic_services/agents/stacmodifier.dart
+++ b/lib/services/agentic_services/agents/stacmodifier.dart
@@ -1,6 +1,7 @@
 import 'dart:convert';
 import 'package:apidash/templates/templates.dart';
 import 'package:apidash_core/apidash_core.dart';
+import 'package:flutter/material.dart';
 
 class StacModifierBot extends AIAgent {
   @override
@@ -18,7 +19,7 @@ class StacModifierBot extends AIAgent {
     try {
       jsonDecode(aiResponse);
     } catch (e) {
-      print("JSON PARSE ERROR: ${e}");
+      debugPrint("JSON PARSE ERROR: $e");
       return false;
     }
     return true;
diff --git a/lib/services/agentic_services/apidash_agent_calls.dart b/lib/services/agentic_services/apidash_agent_calls.dart
index 03dd4f62..f9a24469 100644
--- a/lib/services/agentic_services/apidash_agent_calls.dart
+++ b/lib/services/agentic_services/apidash_agent_calls.dart
@@ -2,6 +2,7 @@ import 'package:apidash/services/agentic_services/agent_caller.dart';
 import 'package:apidash/services/agentic_services/agents/agents.dart';
 import 'package:apidash/templates/tool_templates.dart';
 import 'package:apidash_core/apidash_core.dart';
+import 'package:flutter/material.dart';
 import 'package:flutter_riverpod/flutter_riverpod.dart';
 
 Future<String?> generateSDUICodeFromResponse({
@@ -22,23 +23,23 @@ Future<String?> generateSDUICodeFromResponse({
       }),
     ),
   ]);
-  final SA = step1Res[0]?['SEMANTIC_ANALYSIS'];
-  final IR = step1Res[1]?['INTERMEDIATE_REPRESENTATION'];
+  final sa = step1Res[0]?['SEMANTIC_ANALYSIS'];
+  final ir = step1Res[1]?['INTERMEDIATE_REPRESENTATION'];
 
-  if (SA == null || IR == null) {
+  if (sa == null || ir == null) {
     return null;
   }
 
-  print("Semantic Analysis: $SA");
-  print("Intermediate Representation: $IR");
+  debugPrint("Semantic Analysis: $sa");
+  debugPrint("Intermediate Representation: $ir");
 
   final sduiCode = await APIDashAgentCaller.instance.call(
     StacGenBot(),
     ref: ref,
     input: AgentInputs(variables: {
       'VAR_RAW_API_RESPONSE': apiResponse,
-      'VAR_INTERMEDIATE_REPR': IR,
-      'VAR_SEMANTIC_ANALYSIS': SA,
+      'VAR_INTERMEDIATE_REPR': ir,
+      'VAR_SEMANTIC_ANALYSIS': sa,
     }),
   );
   final stacCode = sduiCode?['STAC']?.toString();
@@ -62,8 +63,8 @@ Future<String?> modifySDUICodeUsingPrompt({
       'VAR_CLIENT_REQUEST': modificationRequest,
     }),
   );
-  final SDUI = res?['STAC'];
-  return SDUI;
+  final sdui = res?['STAC'];
+  return sdui;
 }
 
 Future<String?> generateAPIToolUsingRequestData({