diff --git a/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/llm_profiles.yaml b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/llm_profiles.yaml
new file mode 100644
index 0000000..29fda41
--- /dev/null
+++ b/Tuning-Performance/Normal/templates/agent_template_backend_day_zero/llm_profiles.yaml
@@ -0,0 +1,87 @@
+profiles:
+  default:
+    provider: oci_openai
+    model: openai.gpt-4.1
+    temperature: 0.2
+    max_tokens: 2048
+  supervisor:
+    provider: oci_openai
+    model: openai.gpt-4.1
+    temperature: 0
+    max_tokens: 700
+  route_continuity:
+    provider: oci_openai
+    model: openai.gpt-4.1-mini
+    temperature: 0
+    max_tokens: 80
+    timeout_seconds: 5
+  router:
+    provider: oci_openai
+    model: openai.gpt-4.1
+    temperature: 0
+    max_tokens: 500
+  guardrail:
+    provider: oci_openai
+    model: openai.gpt-4.1
+    temperature: 0
+    max_tokens: 600
+  grl:
+    provider: oci_openai
+    model: openai.gpt-4.1
+    temperature: 0
+    max_tokens: 700
+  judge:
+    provider: oci_openai
+    model: openai.gpt-4.1
+    temperature: 0
+    max_tokens: 800
+  rag_rewriter:
+    provider: oci_openai
+    model: openai.gpt-4.1
+    temperature: 0
+    max_tokens: 300
+  rag_compressor:
+    provider: oci_openai
+    model: openai.gpt-4.1
+    temperature: 0
+    max_tokens: 1200
+  rag_generation:
+    provider: oci_openai
+    model: openai.gpt-4.1
+    temperature: 0.1
+    max_tokens: 1800
+  summary_memory:
+    provider: oci_openai
+    model: openai.gpt-4.1
+    temperature: 0.1
+    max_tokens: 1200
+  noc:
+    provider: oci_openai
+    model: openai.gpt-4.1
+    temperature: 0
+    max_tokens: 700
+  billing_agent:
+    provider: oci_openai
+    model: openai.gpt-4.1
+    temperature: 0.2
+  product_agent:
+    provider: oci_openai
+    model: openai.gpt-4.1
+    temperature: 0.2
+  backoffice_agent:
+    provider: oci_openai
+    model: openai.gpt-4.1
+    temperature: 0.2
+  mcp_parameter_extraction:
+    provider: oci_openai
+    model: openai.gpt-4.1-mini
+    temperature: 0
+    max_tokens: 80
+    timeout_seconds: 5
+
+  transaction_parameter_extraction:
+    provider: oci_openai
+    model: openai.gpt-4.1-mini
+    temperature: 0
+    max_tokens: 500
+    timeout_seconds: 8
diff --git a/libs/agent_framework/config/llm_profiles.yaml b/libs/agent_framework/config/llm_profiles.yaml
index 011dd12..9e00520 100644
--- a/libs/agent_framework/config/llm_profiles.yaml
+++ b/libs/agent_framework/config/llm_profiles.yaml
@@ -1,100 +1,80 @@
-# Optional file. If this file is absent, the backend keeps using .env exactly as before.
-# If present, each inference point can override provider/model/params.
-# Put this files in the same .env file folder
 profiles:
   default:
     provider: oci_openai
     model: openai.gpt-4.1
     temperature: 0.2
     max_tokens: 2048
-
-  # Workflow/routing
   supervisor:
     provider: oci_openai
     model: openai.gpt-4.1
     temperature: 0
     max_tokens: 700
-
-
-  # Lightweight semantic continuity classifier. Choose the smallest/fastest
-  # model approved for the environment. The framework references this profile
-  # through ROUTE_STICKINESS_LLM_PROFILE.
   route_continuity:
     provider: oci_openai
     model: openai.gpt-4.1-mini
     temperature: 0
     max_tokens: 80
     timeout_seconds: 5
-
   router:
     provider: oci_openai
     model: openai.gpt-4.1
     temperature: 0
     max_tokens: 500
-
-  # Safety / evaluation
   guardrail:
     provider: oci_openai
     model: openai.gpt-4.1
     temperature: 0
     max_tokens: 600
-
   grl:
     provider: oci_openai
     model: openai.gpt-4.1
     temperature: 0
     max_tokens: 700
-
   judge:
     provider: oci_openai
     model: xopenai.gpt-4.1
     temperature: 0
     max_tokens: 800
-
-  # RAG
   rag_rewriter:
     provider: oci_openai
     model: openai.gpt-4.1
     temperature: 0
     max_tokens: 300
-
   rag_compressor:
     provider: oci_openai
     model: openai.gpt-4.1
     temperature: 0
     max_tokens: 1200
-
   rag_generation:
     provider: oci_openai
     model: openai.gpt-4.1
     temperature: 0.1
     max_tokens: 1800
-
-  # Memory / operations
   summary_memory:
     provider: oci_openai
     model: openai.gpt-4.1
     temperature: 0.1
     max_tokens: 1200
-
   noc:
     provider: oci_openai
     model: openai.gpt-4.1
     temperature: 0
     max_tokens: 700
-
-  # Agent-specific overrides
   billing_agent:
     provider: oci_openai
     model: openai.gpt-4.1
     temperature: 0.2
-
   product_agent:
     provider: oci_openai
     model: openai.gpt-4.1
     temperature: 0.2
-
   backoffice_agent:
     provider: oci_openai
     model: openai.gpt-4.1
     temperature: 0.2
+  transaction_parameter_extraction:
+    provider: oci_openai
+    model: openai.gpt-4.1-mini
+    temperature: 0
+    max_tokens: 500
+    timeout_seconds: 8