docs/api.md

@@ -1,8 +1,10 @@
 # Referência de API
 
+Visão geral dos domínios e do pipeline do chat em [architecture.md](architecture.md); ao adicionar uma rota nova, siga [conventions.md](conventions.md) e atualize esta página.
+
 Base URL: `http://localhost:3001`
 
-**Níveis de auth:**
+**Níveis de auth** (fluxo completo e configuração do JWT em [auth.md](auth.md)):
 - **Pública** — sem token
 - **Usuário** — requer JWT válido (qualquer nível)
 - **Admin** — requer JWT com `nivel = "3"`

docs/architecture.md

@@ -8,9 +8,12 @@ O backend segue uma arquitetura em camadas com bootstrap por factories. Cada dom
 index.js
 └── CoreFactory.Iniciar()
     ├── BancoFactory   → conecta ao MySQL, valida conexão
-    └── ServerFactory  → cria o Express app, registra middlewares, sobe o servidor
+    └── ServerFactory  → cria o Express app, registra middlewares, sobe o servidor,
+         │                agenda os jobs em background (src/jobs/)
+         ├── /webhooks/whatsapp (fora de /api, sem JWT, antes de express.json())
          └── Roteamento.IniciarRoteamento(app)
-              └── Domínios: Auth · Chat · Conversations · Documents · Ingest · Search · Usuario
+              └── Domínios: Auth · Chat · Conversations · Documents · Ingest · Search · Usuario ·
+                            Atendimentos · Conversas (WhatsApp) · WhatsappConexao · IxcIntegrador (+ IxcBi)
                    └── *.Rotas.js → *.Controller.js → *Service.js → Model (Objection)
 ```
 
@@ -30,7 +33,7 @@ Responsáveis pelo bootstrap da aplicação. Chamadas em sequência por `index.j
 
 A classe `Roteamento` registra todos os domínios no Express via `IniciarRoteamento(app)`. Cada domínio tem seu próprio arquivo `*.Rotas.js` que define as rotas e middlewares daquele domínio.
 
-Todos os domínios são montados sob o prefixo `/api`, que recebe **dois middlewares globais** antes de qualquer rota: `rateLimitMiddleware` (`RateLimit.js`) e `authMiddleware` (`Validajwt.js`). Ou seja, o JWT é decodificado globalmente; os middlewares `requireUser`/`requireAdmin` por rota apenas verificam o resultado.
+Todos os domínios são montados sob o prefixo `/api`, que recebe **dois middlewares globais** antes de qualquer rota: `rateLimitMiddleware` (`RateLimit.js`) e `authMiddleware` (`Validajwt.js`). Ou seja, o JWT é decodificado globalmente; os middlewares `requireUser`/`requireAdmin` por rota apenas verificam o resultado. Ver [auth.md](auth.md) para o fluxo completo e os níveis de acesso.
 
 ### Controllers (`src/controllers/`)
 
@@ -48,8 +51,18 @@ Modelos Objection.js. Mapeiam as tabelas do MySQL e definem relacionamentos.
 |---|---|
 | `Usuario.model.js` | `usuarios` |
 | `RefreshToken.model.js` | `refresh_tokens` |
+| `SolicitacaoResetSenha.model.js` | `solicitacoes_reset_senha` |
 | `Conversation.model.js` | `conversations` |
 | `Message.model.js` | `messages` |
+| `Atendimento.model.js` | atendimentos sincronizados do ifbot |
+| `AtendimentoMensagem.model.js` | mensagens de um atendimento |
+| `AtendimentoCliente.model.js` | vínculo atendimento ↔ cliente/contrato IXC |
+| `AtendimentoAvaliacao.model.js` | resultado da avaliação por LLM de um atendimento |
+| `AtendimentoGoldenLabel.model.js` | rótulos de referência (golden set) para calibrar a avaliação |
+| `AtendimentoRagIndex.model.js` | controle de ingestão do RAG de atendimentos |
+| `WhatsappConversa.model.js` | conversas do chat de atendente via WhatsApp Cloud API |
+| `WhatsappMensagem.model.js` | mensagens de uma `WhatsappConversa` |
+| `Integracao.model.js` | credenciais/token do integrador IXC (Alfred), cacheadas no banco |
 
 ### Middleware (`src/middleware/`)
 
@@ -69,14 +82,18 @@ Schemas **zod** usados com o middleware `Validate` (que chama `schema.parse()`).
 
 | Arquivo | Domínio |
 |---|---|
+| `Auth.Schema.js` | Login, refresh, solicitação de reset de senha |
 | `Chat.Schema.js` | Corpo do chat |
 | `Ingest.Schema.js` | Corpo do ingest |
 | `Search.Schema.js` | Corpo da busca |
 | `Usuario.Schema.js` | Criar, atualizar e alterar senha de usuário |
+| `Atendimento.Schema.js` | Filtros e ações sobre atendimentos/avaliações |
+| `Conversas.Schema.js` | Corpo das rotas do chat de atendente (WhatsApp) |
+| `IxcIntegrador.Schema.js` | Corpo/query das buscas no integrador IXC (clientes, contratos, OS) |
 
 ## Padrão de arquivos por domínio
 
-Todo domínio segue a convenção de nomenclatura abaixo:
+Todo domínio segue a convenção de nomenclatura abaixo (passo a passo completo, com exemplo, em [conventions.md](conventions.md)):
 
 ```
 src/
@@ -108,15 +125,57 @@ import { db } from "#config/db.config.js";
 
 ## Domínios existentes
 
+Referência completa de endpoints, bodies e retornos em [api.md](api.md).
+
 | Domínio | Prefix da rota | Descrição |
 |---|---|---|
 | Auth | `/api/auth` | Login, logout, refresh de token |
-| Chat | `/api/chat` | Envio de mensagens ao LLM |
-| Conversations | `/api/conversations` | CRUD de conversas persistidas |
+| Chat | `/api/chat` | Envio de mensagens ao LLM (pipeline em `src/chat/`, ver abaixo) |
+| Conversations | `/api/conversations` | CRUD de conversas do chat persistidas |
 | Documents | `/api/documents` | Listagem e exclusão de documentos |
-| Ingest | `/api/ingest` | Ingestão de conteúdo na base RAG |
+| Ingest | `/api/ingest` | Ingestão de conteúdo na base RAG de documentos |
 | Search | `/api/search` | Busca semântica nos documentos |
 | Usuario | `/api/users` | CRUD de usuários do sistema |
+| Atendimentos | `/api/atendimentos` | Sincronização, avaliação por LLM, golden set e ranking de atendentes sobre atendimentos de suporte |
+| Conversas | `/api/conversas` | Chat de atendente via WhatsApp (mensagens, sugestão de resposta) |
+| WhatsappConexao | `/api/whatsapp` | Status da conexão com a WhatsApp Cloud API |
+| IxcIntegrador | `/api/ixc` | Proxy para o integrador Alfred/IXC (clientes, contratos, OS); sub-roteia `/api/ixc/bi/*` para `IxcBi.Rotas.js` (BI do Alfred) |
+
+O webhook do WhatsApp (`/webhooks/whatsapp`) não é um domínio sob `/api` — é montado direto no `ServerFactory`, fora do middleware de auth, autenticado por `hub.verify_token` (GET, verificação) e assinatura HMAC opcional (`WHATSAPP_APP_SECRET`, POST, recebimento).
+
+## Pipeline do chat (`src/chat/`)
+
+Uma mensagem recebida em `/api/chat` passa por três estágios, nessa ordem:
+
+1. **Comandos explícitos** (`commands.js`) — antes de qualquer LLM, tenta casar a mensagem com um comando estruturado que consulta o ERP (Alfred/IXC) diretamente: `/cto <busca>` (`ctoCommand.js`) e `/<pppoe>` (`loginCommand.js`, fallback genérico — por isso vem por último no array `COMMANDS`, depois de comandos mais específicos). Sem chamada de LLM, sem risco de alucinação em dado técnico.
+2. **Roteamento por LLM** (`chatRouter.js`) — se nenhum comando bateu, `classificarModoChat()` classifica a intenção em um de três modos: `documentos` (RAG sobre a base de conhecimento), `atendimentos` (RAG sobre atendimentos de suporte já registrados) ou `geral`. Um regex de código de protocolo (`CODIGO_PROTOCOLO_RE`) bypassa o LLM quando a mensagem já traz um protocolo explícito. O resultado é cacheado (TTL 15 min) quando não há histórico de conversa.
+3. **Chain de resposta** (`chatChain.js`) — monta o RAG do modo escolhido: rewrite de query (resolve follow-ups usando o histórico), HyDE opcional (gera uma passagem hipotética para melhorar o embedding de busca), busca no Qdrant, rerank via LLM e geração da resposta final — streaming SSE (`answerWithContextStream`) ou não-streaming (`answerWithContext`).
+
+Ao adicionar um novo comando explícito, siga o padrão `parse`/`resolve` de `ctoCommand.js`/`loginCommand.js` e registre-o no array `COMMANDS`.
+
+## RAG de atendimentos vs. RAG de documentos
+
+Dois pipelines RAG paralelos e independentes, com collections Qdrant separadas:
+
+- **Documentos**: ingestão manual/upload via domínio `Ingest`, collection `QDRANT_COLLECTION`.
+- **Atendimentos**: ingestão automática via job (`ingestAtendimentosRag.js`), a partir de conversas sincronizadas do ifbot (`syncAtendimentos.js`), collection `ATENDIMENTOS_RAG_COLLECTION`. Enriquecido com dados da avaliação por IA (score/resumo/sugestões) via `atendimentoRagService.js`. A busca vetorial nesse modo é opcional, controlada por `ATENDIMENTOS_RAG_SEARCH_ENABLED`.
+
+Atendimentos passam por avaliação automática via LLM-como-juiz (`atendimentoAvaliacaoService.js`, job `avaliarAtendimentos.js`), sem golden set formal — `AtendimentoGoldenLabel` existe para começar a calibrar isso.
+
+## Integração com o ERP (Alfred/IXC)
+
+`ixcIntegradorService.js` fala com um integrador externo (repositório separado, roda em `http://localhost:4001`) que expõe Cliente/Contrato/OS do IXC. Credenciais (`Url`/`Login`/`Senha`/`Token`) ficam na tabela `integracao` (model `Integracao`), não no `.env` — só o seed (`npm run seed:run`) lê do `.env` para provisionar a linha inicial; o token sobrevive a restart e só é invalidado rodando o seed de novo com credenciais diferentes.
+
+## Jobs em background (`src/jobs/`)
+
+Agendados pelo `ServerFactory`, intervalo configurável por env var (`0` desativa; variáveis completas em [setup.md](setup.md)):
+
+| Job | Intervalo | Função |
+|---|---|---|
+| `cleanupTokens.js` | fixo, 6h (não configurável por env) | Remove refresh tokens expirados |
+| `syncAtendimentos.js` | `ATENDIMENTOS_SYNC_INTERVAL_MINUTES` | Importa atendimentos novos do ifbot |
+| `avaliarAtendimentos.js` | `ATENDIMENTOS_AVALIACAO_INTERVAL_MINUTES` | Avalia atendimentos pendentes via LLM |
+| `ingestAtendimentosRag.js` | `ATENDIMENTOS_RAG_INTERVAL_MINUTES` | Ingere atendimentos avaliados no Qdrant |
 
 ## Health check
 

docs/setup.md

@@ -67,6 +67,8 @@ Crie o arquivo `backend/.env` com base nas variáveis abaixo:
 
 ### RAG
 
+Contexto do pipeline (rewrite, HyDE, rerank) em [architecture.md](architecture.md).
+
 | Variável | Descrição | Exemplo |
 |---|---|---|
 | `RAG_QUERY_REWRITE` | Reescrever query antes da busca, considerando o histórico da conversa (resolve follow-ups tipo "e o segundo caso?") | `true` |
@@ -90,6 +92,8 @@ Crie o arquivo `backend/.env` com base nas variáveis abaixo:
 
 ### Autenticação (JWT)
 
+Fluxo completo e níveis de acesso em [auth.md](auth.md).
+
 | Variável | Descrição | Exemplo |
 |---|---|---|
 | `AUTH_MODE` | Modo de auth (`jwt` ou `none`) | `jwt` |

scripts/_debug-fin.mjs

@@ -1,10 +0,0 @@
-import "dotenv/config";
-import { Atendimento } from "#models/Atendimento.model.js";
-import { resolverContextoAtendimentos } from "#services/atendimentosQueryService.js";
-
-const existe = await Atendimento.query().where("Codigo", "FIN0000006995/2026").withGraphFetched("cliente").first();
-console.log("Atendimento existe no banco?", existe ? { codigo: existe.Codigo, cliente: existe.cliente?.Nome, mensagens: "ver abaixo" } : "NAO ENCONTRADO");
-
-const hits = await resolverContextoAtendimentos("o que aconteceu no atendimento FIN0000006995/2026?", []);
-console.log("\nQuantidade de hits retornados:", hits.length);
-hits.forEach((h) => console.log("- source:", h.source, "| metadata:", h.metadata));

scripts/_test-consistencia.mjs

@@ -1,9 +0,0 @@
-import "dotenv/config";
-import { answerWithContext } from "#chat/chatChain.js";
-
-for (let i = 1; i <= 3; i++) {
-  const r = await answerWithContext({ message: "o que aconteceu no atendimento FIN0000006995/2026?", mode: "atendimentos" });
-  console.log(`\n=== Tentativa ${i} ===`);
-  console.log(r.answer);
-}
-process.exit(0);

src/chat/ctoCommand.js

@@ -2,12 +2,13 @@ import { buscarCtosPorTexto, buscarCtoDadosCompletos } from "../services/ixcInte
 
 // comando explícito, à parte dos 3 modos do roteador por LLM — intercepta antes de
 // classificarModoChat pra não gastar chamada de LLM num lookup estruturado.
-const CTO_COMMAND_RE = /^\/cto\s+(.+)/i;
+const CTO_COMMAND_RE = /^\/cto(?:\s+(.+))?$/i;
 const CTO_LIST_LIMIT = 10;
 
 export function parseCtoCommand(message) {
   const match = CTO_COMMAND_RE.exec(String(message ?? "").trim());
-  return match ? match[1].trim() : null;
+  if (!match) return null;
+  return match[1] ? match[1].trim() : "";
 }
 
 function formatarOcupacao(cto) {
@@ -18,14 +19,14 @@ function formatarOcupacao(cto) {
 
 function formatarLogins(logins = []) {
   if (logins.length === 0) return "Nenhum login/ONU vinculado.";
-  return logins
-    .map((l) => {
-      const onu = l.onu_completa;
-      const status = l.online === "S" ? "online" : "offline";
-      const sinal = onu ? ` — sinal RX ${onu.sinal_rx ?? "?"}dBm / TX ${onu.sinal_tx ?? "?"}dBm` : "";
-      return `- ${l.pppoe ?? "(sem login)"} (${status})${sinal}`;
-    })
-    .join("\n");
+  const linhas = logins.map((l) => {
+    const onu = l.onu_completa;
+    const status = l.online === "S" ? "Online" : "Offline";
+    const rx = onu ? `${onu.sinal_rx ?? "?"}dBm` : "—";
+    const tx = onu ? `${onu.sinal_tx ?? "?"}dBm` : "—";
+    return `| ${l.pppoe ?? "(sem login)"} | ${status} | ${rx} | ${tx} |`;
+  });
+  return ["| Login | Status | Sinal RX | Sinal TX |", "|---|---|---|---|", ...linhas].join("\n");
 }
 
 function formatarDadosCompletos(cto) {
@@ -68,6 +69,8 @@ function normalizarNomeCto(texto) {
 }
 
 export async function resolverComandoCto(termo) {
+  if (!termo) return { answer: "Use `/cto <busca>` para localizar uma CTO. Ex.: `/cto CTO-10`.", sources: [] };
+
   const ctos = await buscarCtosPorTexto(termo);
   if (ctos.length === 0) return { answer: `Não encontrei nenhuma CTO com "${termo}" na descrição.`, sources: [] };
 

src/chat/loginCommand.js

@@ -61,9 +61,14 @@ function formatarLogin(login) {
 
 function formatarContratos(contratos) {
   if (!contratos.length) return "Nenhum contrato encontrado.";
-  return contratos
-    .map((c) => `- ${c.contrato ?? `Contrato ${c.id}`} (${STATUS_CONTRATO[c.status] ?? c.status ?? "status desconhecido"})`)
-    .join("\n");
+  const linhas = contratos.map(
+    (c) => `| ${c.contrato ?? `Contrato ${c.id}`} | ${STATUS_CONTRATO[c.status] ?? c.status ?? "status desconhecido"} |`
+  );
+  return ["| Contrato | Status |", "|---|---|", ...linhas].join("\n");
+}
+
+function formatarValorReais(valor) {
+  return `R$ ${Number(valor ?? 0).toFixed(2).replace(".", ",")}`;
 }
 
 function formatarFinanceiro(faturasAbertas, faturasPagas) {
@@ -71,17 +76,18 @@ function formatarFinanceiro(faturasAbertas, faturasPagas) {
   if (faturasAbertas.length === 0) {
     linhas.push("Sem faturas em aberto.");
   } else {
-    linhas.push(`${faturasAbertas.length} fatura(s) em aberto:`);
-    faturasAbertas.forEach((f) => {
-      const valor = Number(f.valor ?? 0).toFixed(2).replace(".", ",");
-      linhas.push(`- R$ ${valor}, vencimento ${formatarDataCurta(f.data_vencimento)}`);
-    });
+    linhas.push(`**${faturasAbertas.length} fatura(s) em aberto:**`, "");
+    const abertas = faturasAbertas.map(
+      (f) => `| ${formatarValorReais(f.valor)} | ${formatarDataCurta(f.data_vencimento)} |`
+    );
+    linhas.push("| Valor | Vencimento |", "|---|---|", ...abertas);
   }
   if (faturasPagas.length > 0) {
-    const resumo = faturasPagas
-      .map((f) => `R$ ${Number(f.valor ?? 0).toFixed(2).replace(".", ",")} (${formatarDataCurta(f.baixa_data ?? f.pagamento_data)})`)
-      .join(", ");
-    linhas.push(`Últimos pagamentos: ${resumo}`);
+    linhas.push("", "**Últimos pagamentos:**", "");
+    const pagas = faturasPagas.map(
+      (f) => `| ${formatarValorReais(f.valor)} | ${formatarDataCurta(f.baixa_data ?? f.pagamento_data)} |`
+    );
+    linhas.push("| Valor | Data |", "|---|---|", ...pagas);
   }
   return linhas.join("\n");
 }
@@ -209,6 +215,7 @@ async function buscarClienteIdPeloNome(nome) {
   const exatos = candidatos.filter((c) => normalizar(c.razao) === normalizar(nome));
   if (exatos.length === 1) return { idCliente: exatos[0].id, ambiguo: null };
   if (exatos.length > 1) return { idCliente: null, ambiguo: exatos };
+  if (candidatos.length > 0) return { idCliente: null, ambiguo: candidatos };
   return { idCliente: null, ambiguo: null };
 }
 

src/config/expediente.js

@@ -69,7 +69,10 @@ function partesLocais(date) {
 
 export function estaForaExpediente(setor, timestamp) {
   const grade = EXPEDIENTE_POR_SETOR[setor];
-  if (!grade) return false;
+  // setor sem grade cadastrada (ex.: PLA/plantão) não tem horário comercial fixo conhecido —
+  // tratar como sempre fora de expediente evita penalizar demora indevidamente; o inverso
+  // (fallback "nunca fora") fazia o avaliador julgar plantão como se fosse expediente comercial cheio.
+  if (!grade) return true;
 
   const d = timestamp instanceof Date ? timestamp : new Date(timestamp);
   if (Number.isNaN(d.getTime())) return false;

src/config/pass.js

@@ -1,6 +0,0 @@
-import { config } from "./index.js";
-
-export const secret = config.jwt.secret;
-export const issuer = config.jwt.issuer;
-export const accessTtlSeconds = config.jwt.accessTtlSeconds;
-export const refreshTtlSeconds = config.jwt.refreshTtlSeconds;

src/middleware/schemas/Chat.Schema.js

@@ -3,8 +3,6 @@ import { z } from "zod";
 export const chatBodySchema = z.object({
   message: z.string().min(1),
   conversationId: z.coerce.number().int().positive().optional(),
-  sessionId: z.string().min(1).optional(),
-  model: z.string().min(1).optional(),
   mode: z.enum(["documentos", "atendimentos", "geral"]).optional(),
   options: z
     .object({

src/routes/Atendimentos.Rotas.js

@@ -20,8 +20,8 @@ atendimentosRouter.get("/avaliacoes/setores", requireUser, requireAdmin, Atendim
 atendimentosRouter.get("/avaliacoes/ranking-atendentes", requireUser, requireAdmin, validate({ query: rankingAtendentesQuerySchema }), AtendimentosController.RankingAtendentesAvaliacoes);
 atendimentosRouter.get("/avaliacoes/ranking-atendentes/relatorio", requireUser, requireAdmin, validate({ query: rankingAtendentesQuerySchema }), AtendimentosController.GerarRelatorioRankingAtendentes);
 atendimentosRouter.get("/golden-set", requireUser, requireAdmin, AtendimentosController.ListarGoldenSet);
-atendimentosRouter.get("/", requireUser, AtendimentosController.Listar);
-atendimentosRouter.get("/:id", requireUser, parseId, AtendimentosController.Obter);
+atendimentosRouter.get("/", requireUser, requireAdmin, AtendimentosController.Listar);
+atendimentosRouter.get("/:id", requireUser, requireAdmin, parseId, AtendimentosController.Obter);
 atendimentosRouter.post("/:id/avaliar", requireUser, requireAdmin, parseId, AtendimentosController.AvaliarUm);
 atendimentosRouter.post("/:id/sync", requireUser, requireAdmin, parseId, AtendimentosController.SincronizarUm);
 atendimentosRouter.patch("/:id/golden-label", requireUser, requireAdmin, parseId, validate({ body: goldenLabelSchema }), AtendimentosController.SalvarGoldenLabel);

src/services/atendimentosQueryService.js

@@ -493,6 +493,11 @@ const CANCELAMENTO_RESTRITO_TEXTO =
   "administradores — não é possível consultá-los com o seu nível de acesso atual. Peça para um administrador " +
   "verificar, se precisar dessa informação.";
 
+const ATENDIMENTO_RESTRITO_TEXTO =
+  "Consultas sobre atendimentos de suporte (busca por cliente ou protocolo, agregações e lições aprendidas) " +
+  "são restritas a administradores — não é possível consultá-las com o seu nível de acesso atual. Peça para " +
+  "um administrador verificar, se precisar dessa informação.";
+
 
 async function resolverCancelamentoRestrito(filtros) {
   const statusIA = filtros.clienteNome ? await buscarStatusCancelamentoIA(filtros.clienteNome) : [];
@@ -514,6 +519,18 @@ async function resolverCancelamentoReal(filtros, { isAdmin } = {}) {
   if (!isAdmin) return resolverCancelamentoRestrito(filtros);
 
   const contratos = await buscarContratosCancelados(filtros);
+  if (contratos === null) {
+    return [
+      {
+        id: "cancelamento_real_indisponivel",
+        source: null,
+        text: "Não consegui consultar os dados de cancelamento no ERP (IXC) agora — tente novamente em instantes.",
+        chunkIndex: 0,
+        metadata: { type: "cancelamento_real_indisponivel", skipLlm: true },
+        score: null
+      }
+    ];
+  }
   const filtrados = aplicarFiltrosCancelamento(contratos, filtros);
   const hits = [
     {
@@ -562,6 +579,23 @@ async function resolverCancelamentoReal(filtros, { isAdmin } = {}) {
 export async function resolverContextoAtendimentos(message, history = [], { isAdmin = false } = {}) {
   const filtros = await classificarPergunta(message, history);
 
+  if (filtros.tipo === "cancelamento_real") {
+    return resolverCancelamentoReal(filtros, { isAdmin });
+  }
+
+  if (!isAdmin) {
+    return [
+      {
+        id: "atendimento_restrito",
+        source: null,
+        text: ATENDIMENTO_RESTRITO_TEXTO,
+        chunkIndex: 0,
+        metadata: { type: "atendimento_restrito", skipLlm: true },
+        score: null
+      }
+    ];
+  }
+
   if (filtros.tipo === "agregacao" && filtros.metrica === "nota_media") {
     const resultado = await agregarQualidade(filtros);
     return [
@@ -604,11 +638,6 @@ export async function resolverContextoAtendimentos(message, history = [], { isAd
     ];
   }
 
-  if (filtros.tipo === "cancelamento_real") {
-    return resolverCancelamentoReal(filtros, { isAdmin });
-  }
-
-
   let codigos = extrairCodigosProtocolo(message);
   if (!codigos.length && history.length) {
     codigos = extrairCodigosProtocolo(history.map((m) => m.Content).join("\n"));

src/services/cancelamentosQueryService.js

@@ -15,8 +15,13 @@ export async function buscarContratosCancelados({ dataInicio, dataFim }) {
   const query = {};
   if (dataInicio) query.inicio = dataInicio;
   if (dataFim) query.fim = dataFim;
-  const resultado = await buscarBi("cancelamentos/detalhe", query);
-  return resultado?.contratos ?? [];
+  try {
+    const resultado = await buscarBi("cancelamentos/detalhe", query);
+    return resultado?.contratos ?? [];
+  } catch (err) {
+    console.warn("[cancelamentosQueryService] buscarContratosCancelados falhou:", err.message);
+    return null;
+  }
 }
 
 // Busca OS de cancelamento/retenção AO VIVO no ERP para um cliente, independente de já constarem

src/shared/errors/AppError.js

@@ -23,12 +23,6 @@ export class BadRequestError extends AppError {
   }
 }
 
-export class InternalServerError extends AppError {
-  constructor(message = "Internal Server Error") {
-    super(message, 500);
-  }
-}
-
 export class UnprocessableEntityError extends AppError {
   constructor(message = "Unprocessable Entity") {
     super(message, 422);

src/shared/errors/index.js

@@ -3,6 +3,5 @@ export {
   NotFoundError,
   UnauthorizedError,
   BadRequestError,
-  InternalServerError,
   UnprocessableEntityError
 } from "./AppError.js";

training/README.md

@@ -40,10 +40,23 @@ ollama: star-atendente                   ← modelo fundido + quantizado q4_K_M
    ./treinar_lora_mlx.sh 2      # 2 épocas
    ```
    Usa `mlx-lm` com o modelo 4-bit (`mlx-community/Meta-Llama-3.1-8B-Instruct-4bit`),
-   batch 1, seq 4096, gradient checkpointing — cabe nos 16 GB do M4, mas feche apps
+   batch 1, seq 2048, gradient checkpointing — cabe nos 16 GB do M4, mas feche apps
    pesados e espere algumas horas com centenas de amostras. Acompanhe o `Val loss`:
    se começar a subir enquanto o train loss cai, reduza as épocas (overfitting).
 
+   O script roda automaticamente, antes do treino:
+   - `filtrar_por_tokens.py` — descarta amostras cujo tamanho real em tokens
+     (tokenizer do próprio modelo) passa de 1600. `exportarDatasetTreinamento.js`
+     só filtra por caracteres (`--max-chars`), que não é proxy confiável de
+     tokens em pt-BR; uma amostra de 14-18 mil caracteres pode passar de 4000
+     tokens — bem acima do `--max-seq-length` de 2048 — e isso já causou OOM
+     de GPU (e reinício da máquina) durante a validação em 04/08.
+   - o treino roda via `run_lora_seguro.py`, que capa o `memory_limit`/`wired_limit`
+     do MLX em 9 GiB antes de carregar o modelo. Por padrão o MLX permite até
+     1.5x o working set recomendado da GPU (~19 GiB neste M4), acima da RAM
+     física (16 GiB) — sem teto explícito, um pico de memória derruba o sistema
+     inteiro em vez de estourar uma exceção Python capturável.
+
    *Alternativa com GPU NVIDIA (mais rápido, datasets maiores):* os mesmos JSONL
    funcionam no [unsloth](https://github.com/unslothai/unsloth) ou axolotl — treinar
    lá, trazer o adapter PEFT e converter com `convert_lora_to_gguf.py` do llama.cpp.

training/data/manifest.json

@@ -1,5 +1,5 @@
 {
-  "geradoEm": "2026-08-04T17:03:13.194Z",
+  "geradoEm": "2026-09-16T13:04:06.877Z",
   "filtro": {
     "scoreMin": 8,
     "resolvidos": [
@@ -8,1462 +8,4007 @@
     "sentimentoExcluido": "negativo",
     "maxChars": 16000
   },
-  "train": 1309,
-  "valid": 145,
+  "train": 3599,
+  "valid": 400,
   "protocolos": [
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training/treinar_lora_mlx.sh

@@ -23,17 +23,53 @@ fi
 source .venv/bin/activate
 pip -q install --upgrade mlx-lm
 
+echo "Filtrando amostras por tamanho real em tokens (evita picos de memória na validação)"
+python3 filtrar_por_tokens.py --data-dir "$DATA_DIR"
+
 N_TRAIN=$(wc -l < "$DATA_DIR/train.jsonl" | tr -d ' ')
-ITERS=$(( N_TRAIN * EPOCAS ))
-if (( ITERS < 100 )); then ITERS=100; fi
+ITERS_TOTAL=$(( N_TRAIN * EPOCAS ))
+if (( ITERS_TOTAL < 100 )); then ITERS_TOTAL=100; fi
 
-echo "Treinando: $N_TRAIN amostras, $EPOCAS épocas => $ITERS iterações (batch 1)"
+# retomada: interrupções por falta de memória (rodando junto com outros processos
+# pesados) não custam o progresso já feito. O mlx_lm.lora sempre reinicia a
+# contagem de iteração em 1 a cada chamada (mesmo com --resume-adapter-file), então
+# guardamos o total acumulado em $ADAPTER_DIR/.progresso.
+#
+# Importante: quando o processo é morto de fora (harness/SO por falta de memória),
+# a árvore de processos inteira morre de uma vez — o bash NUNCA chega a rodar
+# código depois do `python3 ...`, então atualizar o .progresso só no final não
+# funciona. Por isso o progresso é escrito ao vivo, linha a linha, toda vez que o
+# mlx_lm reporta ter salvo um checkpoint (--save-every), não só quando o treino
+# termina. Os arquivos numerados (0000100_adapters.safetensors etc.) podem colidir
+# entre retomadas, já que o contador local sempre reinicia em 1 — isso é só
+# histórico/debug; o que importa pra retomar corretamente é o par
+# adapters.safetensors (sempre a versão mais recente) + .progresso (iteração
+# global correspondente).
+PROGRESSO_FILE="$ADAPTER_DIR/.progresso"
+ITERS_FEITAS=0
+[[ -f "$PROGRESSO_FILE" ]] && ITERS_FEITAS=$(cat "$PROGRESSO_FILE")
 
-mlx_lm.lora \
+RESUME_FLAGS=()
+if (( ITERS_FEITAS > 0 )) && [[ -f "$ADAPTER_DIR/adapters.safetensors" ]]; then
+  RESUME_FLAGS=(--resume-adapter-file "$ADAPTER_DIR/adapters.safetensors")
+  echo "Retomando de $ITERS_FEITAS/$ITERS_TOTAL iterações já feitas"
+fi
+
+ITERS=$(( ITERS_TOTAL - ITERS_FEITAS ))
+if (( ITERS < 1 )); then
+  echo "Já foram feitas $ITERS_FEITAS/$ITERS_TOTAL iterações — nada a treinar. Apague $ADAPTER_DIR/ pra recomeçar do zero." >&2
+  exit 0
+fi
+
+echo "Treinando: $N_TRAIN amostras, $EPOCAS épocas => $ITERS_TOTAL iterações no total ($ITERS_FEITAS já feitas, $ITERS restantes, batch 1)"
+
+set +e
+PYTHONUNBUFFERED=1 python3 run_lora_seguro.py \
   --model "$MODEL" \
   --train \
   --data "$DATA_DIR" \
   --adapter-path "$ADAPTER_DIR" \
+  "${RESUME_FLAGS[@]}" \
   --batch-size 1 \
   --num-layers 16 \
   --iters "$ITERS" \
@@ -41,7 +77,22 @@ mlx_lm.lora \
   --grad-checkpoint \
   --save-every 100 \
   --steps-per-eval 100 \
-  --val-batches 10
+  --val-batches 10 2>&1 | while IFS= read -r linha; do
+    echo "$linha"
+    if [[ "$linha" == *"Saved adapter weights"* ]]; then
+      local_iter=$(grep -oE '^Iter [0-9]+' <<<"$linha" | grep -oE '[0-9]+')
+      [[ -n "$local_iter" ]] && echo "$(( ITERS_FEITAS + local_iter ))" > "$PROGRESSO_FILE"
+    fi
+  done
+TREINO_EXIT=${PIPESTATUS[0]}
+set -e
+
+if (( TREINO_EXIT == 0 )); then
+  echo "$ITERS_TOTAL" > "$PROGRESSO_FILE"
+else
+  echo "Treino interrompido (exit $TREINO_EXIT). Progresso salvo: $(cat "$PROGRESSO_FILE" 2>/dev/null || echo "$ITERS_FEITAS")/$ITERS_TOTAL. Rode o script de novo pra continuar." >&2
+  exit "$TREINO_EXIT"
+fi
 
 echo
 echo "Adapter salvo em $ADAPTER_DIR/. Teste rápido:"