diff --git a/LICENSE b/LICENSE
index 4c1bb72d..cdf4266c 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,5 +1,4 @@
 Functional Source License, Version 1.1, MIT Future License
-
 Copyright 2025-2026 CodeCrow
 
 ## Terms and Conditions
diff --git a/frontend b/frontend
index b909b45c..1fbb78a1 160000
--- a/frontend
+++ b/frontend
@@ -1 +1 @@
-Subproject commit b909b45ce60cbf049328bd480ddd5af903726d13
+Subproject commit 1fbb78a1e9999314f6bf40893f3901aeebb358d0
diff --git a/java-ecosystem/target/failsafe-reports/failsafe-summary.xml b/java-ecosystem/target/failsafe-reports/failsafe-summary.xml
deleted file mode 100644
index fffbf434..00000000
--- a/java-ecosystem/target/failsafe-reports/failsafe-summary.xml
+++ /dev/null
@@ -1,8 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<failsafe-summary xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:noNamespaceSchemaLocation="https://maven.apache.org/surefire/maven-surefire-plugin/xsd/failsafe-summary.xsd" result="254" timeout="false">
-    <completed>0</completed>
-    <errors>0</errors>
-    <failures>0</failures>
-    <skipped>0</skipped>
-    <failureMessage xsi:nil="true" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"/>
-</failsafe-summary>
\ No newline at end of file
diff --git a/python-ecosystem/inference-orchestrator/src/model/output_schemas.py b/python-ecosystem/inference-orchestrator/src/model/output_schemas.py
index 1aa83cd9..2034c8df 100644
--- a/python-ecosystem/inference-orchestrator/src/model/output_schemas.py
+++ b/python-ecosystem/inference-orchestrator/src/model/output_schemas.py
@@ -59,8 +59,8 @@ def normalize_scope(cls, v) -> str:
         return "LINE"
 
     title: Optional[str] = Field(default=None, description="Short issue title, max 10 words (e.g., 'Missing null check in user lookup')")
-    reason: str = Field(description="Detailed explanation of the issue, evidence, and impact")
-    suggestedFixDescription: str = Field(description="Description of the suggested fix")
+    reason: str = Field(description="Detailed explanation of the issue, evidence, and impact. Use Markdown formatting (inline code, bold, bullet lists, short code blocks) for readability.")
+    suggestedFixDescription: str = Field(description="Description of the suggested fix. Use Markdown formatting (inline code, bold, bullet lists) for readability.")
     suggestedFixDiff: Optional[str] = Field(default=None, description="Optional unified diff format patch for the fix")
     isResolved: bool = Field(default=False, description="Whether this issue from previous analysis is resolved")
     # Resolution tracking fields
diff --git a/python-ecosystem/inference-orchestrator/src/utils/prompts/constants_stage_1.py b/python-ecosystem/inference-orchestrator/src/utils/prompts/constants_stage_1.py
index f09b6b3f..2d35fb3c 100644
--- a/python-ecosystem/inference-orchestrator/src/utils/prompts/constants_stage_1.py
+++ b/python-ecosystem/inference-orchestrator/src/utils/prompts/constants_stage_1.py
@@ -125,9 +125,9 @@
           "line": "42",
           "codeSnippet": "REQUIRED: exact line of source code at the issue location (copied verbatim from diff/file). Issues WITHOUT codeSnippet are DISCARDED.",
           "title": "Short issue title, max 10 words",
-          "reason": "Detailed explanation of the issue",
+          "reason": "Detailed explanation of the issue in **Markdown** format. Use inline code (`backticks`), bold, bullet lists, and short code blocks where appropriate to improve readability.",
           "resolutionReason": "When isResolved=true: specific explanation of HOW/WHY the issue was fixed (must NOT repeat the issue description)",
-          "suggestedFixDescription": "Clear description of how to fix the issue",
+          "suggestedFixDescription": "Clear description of how to fix the issue in **Markdown** format. Use inline code (`backticks`), bold, and bullet lists where appropriate.",
           "suggestedFixDiff": "Unified diff showing exact code changes (MUST follow SUGGESTED_FIX_DIFF_FORMAT)",
           "isResolved": false
         }}
diff --git a/python-ecosystem/inference-orchestrator/src/utils/prompts/constants_stage_2.py b/python-ecosystem/inference-orchestrator/src/utils/prompts/constants_stage_2.py
index d609a3d7..9ca7878b 100644
--- a/python-ecosystem/inference-orchestrator/src/utils/prompts/constants_stage_2.py
+++ b/python-ecosystem/inference-orchestrator/src/utils/prompts/constants_stage_2.py
@@ -68,10 +68,10 @@
       "line": 42,
       "codeSnippet": "exact verbatim line of code from primary_file where the issue is most evident",
       "affected_files": ["path1", "path2"],
-      "description": "Pattern or risk spanning multiple files",
+      "description": "Pattern or risk spanning multiple files, in **Markdown** format. Use inline code, bold, and bullet lists where appropriate.",
       "evidence": "Which files exhibit this pattern and how they interact",
       "business_impact": "What breaks if this is not fixed",
-      "suggestion": "How to fix across these files"
+      "suggestion": "How to fix across these files, in **Markdown** format. Use inline code, bold, and bullet lists where appropriate."
     }}
   ],
   "data_flow_concerns": [