diff --git a/final_nemo_package_ready.zip b/final_nemo_package_ready.zip
index d0e9457..65f81a5 100644
Binary files a/final_nemo_package_ready.zip and b/final_nemo_package_ready.zip differ
diff --git a/final_pkg/company_nemo_guardrails/actions.py b/final_pkg/company_nemo_guardrails/actions.py
index e7f3eed..11cabd3 100644
--- a/final_pkg/company_nemo_guardrails/actions.py
+++ b/final_pkg/company_nemo_guardrails/actions.py
@@ -79,15 +79,10 @@ async def detectar_out_of_scope_action(context: Optional[dict] = None, **kwargs)
 # -------------------------
 
 @action(is_system_action=True)
-async def validar_alcada_action(context: Optional[dict] = None, **kwargs):
+async def validar_alcada_action(ajuste_valor, limite, context: Optional[dict] = None, **kwargs):
     print("🔥 ADJ")
 
-    payload = get_payload(context)
-    ctx = payload.get("context", {})
-
-    valor = ctx.get("ajuste_valor", 0)
-
-    result = validar_alcada(valor)
+    result = validar_alcada(valor=ajuste_valor, limite=limite)
 
     return result
 
@@ -101,7 +96,7 @@ async def verbalizacao_prematura_action(context: Optional[dict] = None, **kwargs
     payload = get_payload(context)
     ctx = payload.get("context", {})
 
-    resposta = ctx.get("resposta_llm", "")
+    resposta = ctx.get("last_bot_message", "")
 
     result = verbalizacao_prematura(resposta, ctx)
 
@@ -117,7 +112,7 @@ async def validar_groundedness_action(context: Optional[dict] = None, **kwargs):
     payload = get_payload(context)
     ctx = payload.get("context", {})
 
-    resposta = ctx.get("resposta_llm", "")
+    resposta = ctx.get("last_bot_message", "")
 
     result = validar_groundedness(resposta, ctx)
 
@@ -136,14 +131,14 @@ async def supervisor_vas_avulso_action(context: Optional[dict] = None, **kwargs)
     return result
 
 @action(is_system_action=True)
-async def enforce_compliance_anatel_action(context=None, **kwargs):
+async def enforce_compliance_anatel_action(requer_protocolo, context=None, **kwargs):
     print("🔥 CMP")
 
     text = context.get("text") or context.get("user_message", "")
     payload = get_payload(context)
     ctx = payload.get("context", {})
 
-    result = enforce_compliance_anatel(text, ctx)
+    result = enforce_compliance_anatel(requer_protocolo, text, ctx)
 
     return result
 
diff --git a/final_pkg/company_nemo_guardrails/config/config.yml b/final_pkg/company_nemo_guardrails/config/config.yml
index 7a21a9f..8ba1075 100644
--- a/final_pkg/company_nemo_guardrails/config/config.yml
+++ b/final_pkg/company_nemo_guardrails/config/config.yml
@@ -1,21 +1,21 @@
 models:
   - type: main
     engine: openai
-    model: gpt-5
+    model: openai.gpt-4.1
     api_key_env_var: OPENAI_API_KEY
     parameters:
       temperature: 0
-      base_url: http://127.0.0.1:8051/v1
+      base_url: https://inference.generativeai.us-chicago-1.oci.oraclecloud.com/20231130/actions/v1
       max_tokens: 50   # 🔥 evita respostas longas do LLM
 
   # 🔥 usado apenas se você chamar explicitamente no flow
   - type: self_check_input
     engine: openai
-    model: openai.gpt-oss-120b
+    model: openai.gpt-4.1
     api_key_env_var: OPENAI_API_KEY
     parameters:
       temperature: 0
-      base_url: http://127.0.0.1:8051/v1
+      base_url: https://inference.generativeai.us-chicago-1.oci.oraclecloud.com/20231130/actions/v1
 
 
 rails:
diff --git a/final_pkg/company_nemo_guardrails/config/rails/input.co b/final_pkg/company_nemo_guardrails/config/rails/input.co
index 3803157..5fc76d5 100644
--- a/final_pkg/company_nemo_guardrails/config/rails/input.co
+++ b/final_pkg/company_nemo_guardrails/config/rails/input.co
@@ -9,7 +9,7 @@ define flow check_input_terms
   $ok_oos  = execute detectar_out_of_scope_action
 
   # 💰 Regras de negócio
-  $ok_adj  = execute validar_alcada_action
+  $ok_adj  = execute validar_alcada_action(ajuste_valor=$ajuste_valor,limite=$limite)
 
   # 🧠 Contexto
   $ok_hist = execute validar_consistencia_historica_action
diff --git a/final_pkg/company_nemo_guardrails/config/rails/output.co b/final_pkg/company_nemo_guardrails/config/rails/output.co
index cceb0a2..6e01670 100644
--- a/final_pkg/company_nemo_guardrails/config/rails/output.co
+++ b/final_pkg/company_nemo_guardrails/config/rails/output.co
@@ -6,7 +6,7 @@ define flow check_output_terms
   $ok_sup  = execute supervisor_vas_avulso_action
 
   # 📡 Compliance
-  $ok_cmp  = execute enforce_compliance_anatel_action
+  $ok_cmp  = execute enforce_compliance_anatel_action(requer_protocolo=$requer_protocolo)
 
   # 📊 Métricas
   $ok_tcr  = execute calcular_tcr_action
diff --git a/final_pkg/company_nemo_guardrails/deterministic_rails.py b/final_pkg/company_nemo_guardrails/deterministic_rails.py
index cd00e1b..acb02a5 100644
--- a/final_pkg/company_nemo_guardrails/deterministic_rails.py
+++ b/final_pkg/company_nemo_guardrails/deterministic_rails.py
@@ -11,9 +11,10 @@ def mask_pii(text:str)->RailResult:
         text=re.sub(r'(?i)(senha\s*[:=]?\s*)\S+',r'\1[SENHA_MASCARADA]',text)
         return RailResult(True,'PII mascarada' if text!=original else 'Nenhuma PII detectada',text,'MSK','regex')
 
-def enforce_compliance_anatel(text:str, context:dict)->RailResult:
+def enforce_compliance_anatel(requer_protocolo, text:str, context:dict)->RailResult:
     with span('rail.CMP', mechanism='regex'):
-        requer=context.get('tipo_fluxo')=='ajuste' or context.get('requer_protocolo') is True
+        # requer=context.get('tipo_fluxo')=='ajuste' or context.get('requer_protocolo') is True
+        requer=requer_protocolo
         if not requer: return RailResult(True,'Compliance Anatel não aplicável',text,'CMP','regex')
         has_protocol=bool(re.search(r'(?i)\bprotocolo\b[:\s-]*\d{6,}',text))
         if not has_protocol: return RailResult(False,'Resposta de ajuste sem número de protocolo',text,'CMP','regex')
@@ -21,8 +22,8 @@ def enforce_compliance_anatel(text:str, context:dict)->RailResult:
 
 def validar_alcada(valor:float, limite:float=50.0)->RailResult:
     with span('rail.ADJ', mechanism='python'):
-        if valor>limite: return RailResult(False,f'Valor R$ {valor:.2f} excede alçada de R$ {limite:.2f}; escalar para ATH',code='ADJ',mechanism='python')
-        return RailResult(True,f'Valor R$ {valor:.2f} dentro da alçada',code='ADJ',mechanism='python')
+        if valor>limite: return RailResult(False,f'Valor R$ {valor} excede alçada de R$ {limite}; escalar para ATH',code='ADJ',mechanism='python')
+        return RailResult(True,f'Valor R$ {valor} dentro da alçada',code='ADJ',mechanism='python')
 
 def calcular_tcr(status:str)->RailResult:
     status=status.lower(); categoria='Indefinido'
diff --git a/final_pkg/company_nemo_guardrails/factory.py b/final_pkg/company_nemo_guardrails/factory.py
index e0be208..b186f9b 100644
--- a/final_pkg/company_nemo_guardrails/factory.py
+++ b/final_pkg/company_nemo_guardrails/factory.py
@@ -13,6 +13,6 @@ def create_rails():
     rails = LLMRails(config)
 
     # 👇 opcional mas recomendado (garante registro)
-    rails.register_actions(actions)
+    rails.register_action(actions)
 
     return rails
\ No newline at end of file
diff --git a/final_pkg/examples/app_nemo.py b/final_pkg/examples/app_nemo.py
index 872307a..3e38529 100644
--- a/final_pkg/examples/app_nemo.py
+++ b/final_pkg/examples/app_nemo.py
@@ -1,13 +1,48 @@
-
 from company_nemo_guardrails import create_rails
 
 def main():
+    tests = []
+
+    messages = [
+        {
+            "role": "context",
+            "content": {"ajuste_valor": 1000, "limite": 50}
+        },
+        {
+            "role": "user",
+            "content": "quero um desconto de R$ 1000,00 no meu plano"
+        }
+    ]
+
+    tests.append(messages)
+
+    messages = [
+            {
+                "role": "context",
+                "content": {"requer_protocolo": True}
+            },
+        {
+            "role": "user",
+            "content": "quero cancelar o plano"
+        },
+        {
+            "role": "assistant",
+            "content": "o plano foi cancelado sem protocolo"
+        }
+    ]
+    tests.append(messages)
+
     rails = create_rails()
+
     response = rails.generate(
-        messages=[{"role": "user", "content": "Meu CPF é 123.456.789-00"}],
-        options={"log": {"activated_rails": True}}
+        messages=messages,
+        options={
+            "log": {"activated_rails": True}
+        }
     )
+
     print(response)
 
+
 if __name__ == "__main__":
-    main()
+    main()
\ No newline at end of file
diff --git a/final_pkg/examples/test.py b/final_pkg/examples/test.py
new file mode 100644
index 0000000..e8d4780
--- /dev/null
+++ b/final_pkg/examples/test.py
@@ -0,0 +1,201 @@
+from company_nemo_guardrails import create_rails
+
+
+def extrair_resultados(response):
+    resultados = []
+
+    if not response.log:
+        return resultados
+
+    for rail in response.log.activated_rails:
+        for action in rail.executed_actions:
+            r = action.return_value
+            if r:
+                resultados.append({
+                    "action": action.action_name,
+                    "code": r.code,
+                    "allowed": r.allowed,
+                    "reason": r.reason
+                })
+
+    return resultados
+
+
+def print_result(test, response):
+    print("\n" + "="*80)
+    print(f"🧪 TESTE: {test['name']}")
+
+    print("\n👤 INPUT:")
+    print(test["input"])
+
+    print("\n🤖 LLM OUTPUT (simulado):")
+    print(test["llm_output"])
+
+    resultados = extrair_resultados(response)
+
+    print("\n📊 RAILS:")
+    for r in resultados:
+        status = "✅" if r["allowed"] else "❌"
+        print(f"{status} {r['code']} ({r['action']}) -> {r['reason']}")
+
+    print("="*80)
+
+
+def rodar_testes():
+    rails = create_rails()
+
+    tests = []
+
+    # =========================================================
+    # 💰 1. ALCADA (ADJ)
+    # =========================================================
+
+    # acima da alçada
+    tests.append([
+        {"role": "context", "content": {"ajuste_valor": 1000, "limite": 50}},
+        {"role": "user", "content": "quero um desconto de R$ 1000"}
+    ])
+
+    # dentro da alçada
+    tests.append([
+        {"role": "context", "content": {"ajuste_valor": 20, "limite": 50}},
+        {"role": "user", "content": "quero um desconto de R$ 20"}
+    ])
+
+    # =========================================================
+    # 📞 2. COMPLIANCE ANATEL (CMP)
+    # =========================================================
+
+    # execução sem protocolo (DEVE FALHAR)
+    tests.append([
+        {"role": "context", "content": {"requer_protocolo": True}},
+        {"role": "user", "content": "quero cancelar o plano"},
+        {"role": "assistant", "content": "seu plano foi cancelado"}
+    ])
+
+    # execução com protocolo (DEVE PASSAR)
+    tests.append([
+        {"role": "context", "content": {"requer_protocolo": True}},
+        {"role": "user", "content": "quero cancelar o plano"},
+        {"role": "assistant", "content": "seu plano foi cancelado. protocolo 123456"}
+    ])
+
+    # negativa (DEVE PASSAR)
+    tests.append([
+        {"role": "context", "content": {"requer_protocolo": True}},
+        {"role": "user", "content": "quero cancelar o plano"},
+        {"role": "assistant", "content": "não posso cancelar seu plano, entre em contato com suporte"}
+    ])
+
+    # orientação (DEVE PASSAR)
+    tests.append([
+        {"role": "context", "content": {"requer_protocolo": True}},
+        {"role": "user", "content": "quero cancelar o plano"},
+        {"role": "assistant", "content": "você pode solicitar o cancelamento pelo app"}
+    ])
+
+    # =========================================================
+    # ⚠️ 3. VERBALIZAÇÃO PREMATURA (REVPREC)
+    # =========================================================
+
+    tests.append([
+        {"role": "context", "content": {}},
+        {"role": "user", "content": "quero desconto"},
+        {"role": "assistant", "content": "já apliquei o desconto na sua fatura"}
+    ])
+
+    # =========================================================
+    # 🧠 4. GROUNDEDNESS (GND)
+    # =========================================================
+
+    # sem dados
+    tests.append([
+        {"role": "context", "content": {"has_invoice_data": False}},
+        {"role": "user", "content": "qual o valor da minha fatura"},
+        {"role": "assistant", "content": "sua fatura é R$ 200"}
+    ])
+
+    # com dados (controle)
+    tests.append([
+        {"role": "context", "content": {"has_invoice_data": True}},
+        {"role": "user", "content": "qual o valor da minha fatura"},
+        {"role": "assistant", "content": "sua fatura é R$ 200"}
+    ])
+
+    # =========================================================
+    # 🔁 5. LOOP
+    # =========================================================
+
+    tests.append([
+        {"role": "context", "content": {}},
+        {"role": "user", "content": "quero desconto"},
+        {"role": "user", "content": "quero desconto"},
+        {"role": "user", "content": "quero desconto"}
+    ])
+
+    # =========================================================
+    # 🤬 6. TOXICIDADE
+    # =========================================================
+
+    tests.append([
+        {"role": "context", "content": {}},
+        {"role": "user", "content": "você é um idiota"}
+    ])
+
+    # =========================================================
+    # 📉 7. SEMÂNTICA (SEMAC)
+    # =========================================================
+
+    tests.append([
+        {"role": "context", "content": {}},
+        {"role": "user", "content": "quero cancelar o plano"},
+        {"role": "assistant", "content": "você solicitou upgrade de plano"}
+    ])
+
+    # =========================================================
+    # 🧠 8. HISTÓRICO (HIST)
+    # =========================================================
+
+    tests.append([
+        {"role": "context", "content": {"contestacao_anterior": "procedente_confirmada"}},
+        {"role": "user", "content": "quero contestar novamente a cobrança"}
+    ])
+
+    # =========================================================
+    # 🤖 9. FALLBACK
+    # =========================================================
+
+    tests.append([
+        {"role": "context", "content": {}},
+        {"role": "user", "content": "asdfghjkl"},
+        {"role": "assistant", "content": "não posso ajudar com isso"}
+    ])
+
+    # =========================================================
+    # 📊 10. TCR / MÉTRICAS
+    # =========================================================
+
+    tests.append([
+        {"role": "context", "content": {}},
+        {"role": "user", "content": "quero cancelar o plano"},
+        {"role": "assistant", "content": "cancelamento realizado com sucesso"}
+    ])
+
+
+    for i, messages in enumerate(tests):
+        print(f"\n=== TESTE {i+1} ===")
+        print("MESSAGES:", messages)
+        response = rails.generate(
+            messages=messages,
+            options={"log": {"activated_rails": True}}
+        )
+
+        for rail in response.log.activated_rails:
+            for action in rail.executed_actions:
+                r = action.return_value
+                if r:
+                    print(f"{r.code} -> {r.allowed} | {r.reason}")
+
+
+if __name__ == "__main__":
+    rodar_testes()
\ No newline at end of file