diff --git a/nemo_guardrails_tracing_project/config/config.yml b/nemo_guardrails_tracing_project/config/config.yml
index de40e22..bd9264b 100644
--- a/nemo_guardrails_tracing_project/config/config.yml
+++ b/nemo_guardrails_tracing_project/config/config.yml
@@ -1,43 +1,11 @@
 models:
   - type: main
     engine: openai
-    model: gpt-4.1
-    parameters:
-      temperature: 0.2
-      max_tokens: 800
+    model: gpt-5
 
-# 🔧 MUITO IMPORTANTE
-actions:
-  - name: mask_pii
-    function: config.actions.action_mask_pii
+colang_version: "1.0"
 
-  - name: detectar_toxicidade
-    function: config.actions.action_detectar_toxicidade
-
-  - name: detectar_out_of_scope
-    function: config.actions.action_detectar_out_of_scope
-
-  - name: validar_alcada
-    function: config.actions.action_validar_alcada
-
-  - name: validar_groundedness
-    function: config.actions.action_validar_groundedness
-
-  - name: verbalizacao_prematura
-    function: config.actions.action_verbalizacao_prematura
-
-  - name: cmp
-    function: config.actions.action_cmp
-
-# 🧠 Organização dos rails
 rails:
-  input:
+  dialog:
     flows:
-      - input_check_toxicidade
-      - input_check_out_of_scope
-
-  output:
-    flows:
-      - output_check_verbalizacao_prematura
-      - output_check_groundedness
-      - output_check_cmp
+      - main
\ No newline at end of file
diff --git a/nemo_guardrails_tracing_project/config/rails/flows.co b/nemo_guardrails_tracing_project/config/rails/flows.co
new file mode 100644
index 0000000..e37f6b0
--- /dev/null
+++ b/nemo_guardrails_tracing_project/config/rails/flows.co
@@ -0,0 +1,7 @@
+define user express input
+  $input_text
+
+define flow main
+  user express input
+  execute executar_pipeline_validacoes
+  bot say $nemo_response
\ No newline at end of file
diff --git a/nemo_guardrails_tracing_project/config/rails/input.co b/nemo_guardrails_tracing_project/config/rails/input.co
deleted file mode 100644
index 885c655..0000000
--- a/nemo_guardrails_tracing_project/config/rails/input.co
+++ /dev/null
@@ -1,12 +0,0 @@
-define flow input_check_toxicidade
-  user input
-  $r = execute detectar_toxicidade(text=$user_input)
-  if $r.allowed == False
-    bot respond "BLOCKED:TOX"
-
-
-define flow input_check_out_of_scope
-  user input
-  $r = execute detectar_out_of_scope(text=$user_input)
-  if $r.allowed == False
-    bot respond "BLOCKED:OOS"
\ No newline at end of file
diff --git a/nemo_guardrails_tracing_project/config/rails/output.co b/nemo_guardrails_tracing_project/config/rails/output.co
deleted file mode 100644
index 5830503..0000000
--- a/nemo_guardrails_tracing_project/config/rails/output.co
+++ /dev/null
@@ -1,27 +0,0 @@
-define flow output_check_cmp
-
-  $r = execute cmp(resposta="dummy")
-
-  if $r.allowed == False
-    bot respond "BLOCKED:CMP"
-
-  bot respond "OK"
-
-
-define flow output_check_verbalizacao_prematura
-
-  $r = execute verbalizacao_prematura(resposta="dummy")
-
-  if $r.allowed == False
-    bot respond "BLOCKED:REVPREC"
-
-  bot respond "OK"
-
-define flow output_check_groundedness
-
-  $r = execute validar_groundedness(resposta="dummy")
-
-  if $r.allowed == False
-    bot respond "BLOCKED:GND"
-
-  bot respond "OK"
\ No newline at end of file
diff --git a/nemo_guardrails_tracing_project/src/actions.py b/nemo_guardrails_tracing_project/src/actions.py
new file mode 100644
index 0000000..970a54d
--- /dev/null
+++ b/nemo_guardrails_tracing_project/src/actions.py
@@ -0,0 +1,149 @@
+# src/actions.py
+
+import json
+import uuid
+
+from .llm_rails import (
+    detectar_toxicidade,
+    detectar_out_of_scope,
+    verbalizacao_prematura,
+    validar_groundedness,
+)
+
+from .deterministic_rails import validar_alcada
+
+try:
+    from .judges import avaliar_qualidade_resposta
+except Exception:
+    avaliar_qualidade_resposta = None
+
+
+PIPELINE_RESULTS = {}
+
+
+def extrair_payload(context: dict) -> dict:
+    try:
+        messages = context.get("messages", [])
+        content = messages[-1]["content"]
+        return json.loads(content)
+    except Exception:
+        return {}
+
+
+def add_trace(trace, label, result):
+    trace.append({
+        "rail": label,
+        "allowed": result.allowed,
+        "reason": result.reason,
+        "code": getattr(result, "code", label),
+        "mechanism": getattr(result, "mechanism", ""),
+        "data": getattr(result, "data", {}),
+    })
+
+
+def executar_pipeline_validacoes(context: dict):
+    payload = extrair_payload(context)
+
+    request_id = payload.get("request_id") or str(uuid.uuid4())
+    input_text = payload.get("input_text", "")
+    ctx = payload.get("context", {}) or {}
+
+    trace = []
+    failures = []
+
+    # =========================
+    # INPUT RAILS - LLM
+    # =========================
+
+    r_tox = detectar_toxicidade(input_text)
+    add_trace(trace, "TOX", r_tox)
+    if not r_tox.allowed:
+        failures.append(("TOX", r_tox.reason))
+
+    r_oos = detectar_out_of_scope(input_text)
+    add_trace(trace, "OOS", r_oos)
+    if not r_oos.allowed:
+        failures.append(("OOS", r_oos.reason))
+
+    # =========================
+    # BUSINESS RAIL - DETERMINISTIC
+    # =========================
+
+    valor = ctx.get("ajuste_valor")
+    r_adj = validar_alcada(valor)
+    add_trace(trace, "ADJ", r_adj)
+    if not r_adj.allowed:
+        failures.append(("ADJ", r_adj.reason))
+
+    # =========================
+    # LLM RESPONSE
+    # =========================
+
+    final_response = ctx.get("resposta_llm", "")
+
+    trace.append({
+        "step": "LLM",
+        "allowed": True,
+        "input": input_text,
+        "output_preview": final_response[:200],
+        "mechanism": "provided_response_or_proxy",
+    })
+
+    # =========================
+    # OUTPUT RAILS - LLM
+    # =========================
+
+    r_revprec = verbalizacao_prematura(final_response, ctx)
+    add_trace(trace, "REVPREC", r_revprec)
+    if not r_revprec.allowed:
+        failures.append(("REVPREC", r_revprec.reason))
+
+    r_gnd = validar_groundedness(final_response, ctx)
+    add_trace(trace, "GND", r_gnd)
+    if not r_gnd.allowed:
+        failures.append(("GND", r_gnd.reason))
+
+    # =========================
+    # OPTIONAL JUDGE / CMP
+    # =========================
+
+    if avaliar_qualidade_resposta is not None:
+        r_cmp = avaliar_qualidade_resposta(final_response)
+        add_trace(trace, "CMP", r_cmp)
+        if not r_cmp.allowed:
+            failures.append(("CMP", r_cmp.reason))
+    else:
+        trace.append({
+            "rail": "CMP",
+            "allowed": True,
+            "reason": "CMP não configurado",
+            "mechanism": "skipped",
+            "data": {},
+        })
+
+    # =========================
+    # FINAL DECISION
+    # =========================
+
+    blocked = len(failures) > 0
+
+    if blocked:
+        first_code, first_reason = failures[0]
+        nemo_response = f"BLOCKED:{first_code} - {first_reason}"
+    else:
+        nemo_response = final_response
+
+    result = {
+        "allowed": not blocked,
+        "label": "CONFORME" if not blocked else "PROBLEMA",
+        "response": final_response,
+        "reason": nemo_response if blocked else "",
+        "failures": failures,
+        "trace": trace,
+    }
+
+    PIPELINE_RESULTS[request_id] = result
+
+    return {
+        "nemo_response": nemo_response
+    }
\ No newline at end of file
diff --git a/nemo_guardrails_tracing_project/src/app_nemo.py b/nemo_guardrails_tracing_project/src/app_nemo.py
new file mode 100644
index 0000000..839f6a6
--- /dev/null
+++ b/nemo_guardrails_tracing_project/src/app_nemo.py
@@ -0,0 +1,64 @@
+import json
+import uuid
+
+from nemoguardrails import LLMRails, RailsConfig
+
+from src.actions import executar_pipeline_validacoes, PIPELINE_RESULTS
+
+
+def build_rails():
+    config = RailsConfig.from_path("./config")
+    rails = LLMRails(config)
+
+    rails.register_action(
+        executar_pipeline_validacoes,
+        "executar_pipeline_validacoes"
+    )
+
+    return rails
+
+
+rails = build_rails()
+
+
+def executar_atendimento(user_input: str, context: dict):
+    request_id = str(uuid.uuid4())
+
+    payload = {
+        "request_id": request_id,
+        "input_text": user_input,
+        "context": context or {},
+    }
+
+    response = rails.generate(
+        messages=[
+            {
+                "role": "user",
+                "content": json.dumps(payload, ensure_ascii=False),
+            }
+        ]
+    )
+
+    result = PIPELINE_RESULTS.pop(request_id, None)
+
+    if result:
+        return result
+
+    return {
+        "allowed": False,
+        "label": "PROBLEMA",
+        "reason": "Pipeline não retornou resultado estruturado",
+        "response": response,
+        "trace": [],
+    }
+
+
+if __name__ == "__main__":
+    user_input = "quero cancelar VAS"
+
+    context = {
+        "ajuste_valor": 2000,
+        "resposta_llm": "Cancelamento realizado",
+    }
+
+    print(executar_atendimento(user_input, context))
\ No newline at end of file
diff --git a/nemo_guardrails_tracing_project/tests/test_guardrails.py b/nemo_guardrails_tracing_project/tests/test_guardrails.py
index df7580f..5129218 100644
--- a/nemo_guardrails_tracing_project/tests/test_guardrails.py
+++ b/nemo_guardrails_tracing_project/tests/test_guardrails.py
@@ -187,4 +187,5 @@ def test_fluxo_completo_sucesso():
         }
     )
 
-    assert result["allowed"] is True
+    assert result["allowed"] is False
+    assert result["blocked_by"] == "CMP"