scripts/exportarDatasetTreinamento.js

@@ -8,12 +8,22 @@ import { SETOR_NOMES } from "../src/config/setores.js";
 
 const __dirname = path.dirname(fileURLToPath(import.meta.url));
 
+// "por-turno" (default, ciclo 5+): várias amostras por atendimento, cada uma terminando num turno
+//   diferente do atendente. "ultimo-turno" (ciclos 1-4): 1 amostra por atendimento terminando no
+//   ÚLTIMO turno — mantido pra poder reproduzir os datasets antigos.
+const MODOS = ["por-turno", "ultimo-turno"];
+
 function parseArgs(argv) {
   const args = {
     scoreMin: 8,
     incluirParcial: false,
     maxChars: 16000,
     validFrac: 0.1,
+    modo: "por-turno",
+    alvosPorAtendimento: 2,
+    minPalavrasAlvo: 8,
+    fracTriviais: 0.15,
+    maxAlvoRepetido: 30,
     out: path.resolve(__dirname, "../training/data")
   };
   for (let i = 2; i < argv.length; i += 1) {
@@ -22,8 +32,19 @@ function parseArgs(argv) {
     else if (a === "--incluir-parcial") args.incluirParcial = true;
     else if (a === "--max-chars") args.maxChars = Number(argv[++i]);
     else if (a === "--valid-frac") args.validFrac = Number(argv[++i]);
+    else if (a === "--modo") args.modo = argv[++i];
+    else if (a === "--alvos-por-atendimento") args.alvosPorAtendimento = Number(argv[++i]);
+    else if (a === "--min-palavras-alvo") args.minPalavrasAlvo = Number(argv[++i]);
+    else if (a === "--frac-triviais") args.fracTriviais = Number(argv[++i]);
+    else if (a === "--max-alvo-repetido") args.maxAlvoRepetido = Number(argv[++i]);
     else if (a === "--out") args.out = path.resolve(process.cwd(), argv[++i]);
   }
+  if (!MODOS.includes(args.modo)) {
+    throw new Error(`--modo inválido: "${args.modo}" (use ${MODOS.join(" ou ")})`);
+  }
+  if (!(args.alvosPorAtendimento >= 1) || !(args.fracTriviais >= 0 && args.fracTriviais < 1) || !(args.maxAlvoRepetido >= 1)) {
+    throw new Error("--alvos-por-atendimento e --max-alvo-repetido devem ser >= 1; --frac-triviais deve estar em [0, 1)");
+  }
   return args;
 }
 
@@ -53,6 +74,21 @@ function scrubNomeColega(text) {
     .replace(/[ \t]{2,}/g, " ");
 }
 
+// distingue contato proativo genuíno do atendente (outreach comercial/acompanhamento) de
+// mensagens automáticas (triagem do bot, confirmação de protocolo) que também têm Resposta=1
+// na primeira linha — achado no teste comparativo do ciclo 3 (2026-09-22): só ~8% dos
+// atendimentos marcados "outbound" pela heurística antiga (Resposta===1 na 1a linha) eram
+// outreach real; o resto era inbound com a mensagem de abertura genuína não capturada.
+const OUTREACH_GENUINO_RE = /sou (a|o) \w+ d[oa]|acompanhamento da sua|referente [àa] sua solicita/i;
+
+// abertura sem conteúdo real (confirmação/ack solto, número puro tipo CPF/telefone/protocolo,
+// placeholder de mídia) — sinal de que a mensagem real do cliente não está na amostra; treinar
+// com isso ensina o modelo a responder vazio a qualquer coisa curta (mesmo achado do ciclo 3).
+const FRAGMENTO_RE = /^(ok|sim|n[ãa]o|certo|obrigad[oa]|blz|beleza|entendi|isso|valeu)[.,!]?$|^[\d\s.\-/]+$|^\[mídia:.*\]$/i;
+function isFragmentoSemContexto(texto) {
+  return FRAGMENTO_RE.test(texto.trim());
+}
+
 function ordenarMensagens(mensagens) {
   return [...mensagens].sort((a, b) => {
     const ta = a.Timestamp ? new Date(a.Timestamp).getTime() : 0;
@@ -90,7 +126,8 @@ function mensagemTexto(m) {
 export function conversaParaMessages(atendimento, mensagens) {
   const ordenadas = ordenarMensagens(mensagens);
   const primeiraBruta = ordenadas.find((m) => m.Resposta === 0 || m.Resposta === 1);
-  const outbound = primeiraBruta?.Resposta === 1;
+  const outboundGenuino =
+    primeiraBruta?.Resposta === 1 && OUTREACH_GENUINO_RE.test(mensagemTexto(primeiraBruta) || "");
 
   const turnos = [];
   for (const m of ordenadas) {
@@ -106,15 +143,27 @@ export function conversaParaMessages(atendimento, mensagens) {
   while (turnos.length && turnos[0].role !== "user") turnos.shift();
   while (turnos.length && turnos[turnos.length - 1].role !== "assistant") turnos.pop();
 
-  if (outbound) {
-    // atendimento iniciado pelo atendente (contato proativo): a mensagem de abertura que dá
-    // o contexto real já foi descartada no trim acima, deixando o primeiro par cliente/atendente
-    // órfão — ex.: cliente só responde "bom dia" e o atendente já confirma algo sem relação
-    // visível com a saudação (achado no teste comparativo do ciclo 2, 2026-09-19). Descarta só
-    // esse primeiro par (não o atendimento inteiro), mantendo a conversa real que vier depois.
+  if (outboundGenuino) {
+    // contato proativo real do atendente (outreach comercial/acompanhamento): a mensagem de
+    // abertura que dá o contexto real já foi descartada no trim acima, deixando o primeiro par
+    // cliente/atendente órfão — ex.: cliente só responde "bom dia" e o atendente já confirma algo
+    // sem relação visível com a saudação (achado no teste comparativo do ciclo 2, 2026-09-19).
+    // Descarta só esse primeiro par (não o atendimento inteiro), mantendo a conversa real que
+    // vier depois. Restrito a outreach genuíno (ver OUTREACH_GENUINO_RE) desde o ciclo 4: a
+    // heurística antiga (Resposta===1 na 1a linha) capturava também triagem automática do bot e
+    // confirmação automática de protocolo — nesses casos o splice removia a explicação real do
+    // cliente em vez de um par órfão (achado no teste comparativo do ciclo 3, 2026-09-22).
     turnos.splice(0, 2);
   }
 
+  // 1o turno do cliente sem conteúdo real (ack solto, número puro, mídia) — a mensagem real que
+  // abriu o atendimento não está na amostra (comum em atendimentos inbound cuja abertura foi
+  // consumida por triagem/roteamento do ifbot antes da criação do protocolo). Descarta a amostra
+  // em vez de ensinar o modelo a responder vazio a qualquer abertura curta (achado do ciclo 3).
+  if (turnos.length && turnos[0].role === "user" && isFragmentoSemContexto(turnos[0].content)) {
+    return null;
+  }
+
   if (turnos.length < 4) return null;
 
   return [{ role: "system", content: systemPrompt(atendimento.Setor) }, ...turnos];
@@ -134,6 +183,129 @@ function shuffleDeterministico(arr) {
   return out;
 }
 
+// PRNG com seed (mulberry32) — o LCG de shuffleDeterministico perde precisão acima de 2^53 e é
+// fraco pra sortear turnos por atendimento; ele é mantido intocado só pra reproduzir o modo
+// "ultimo-turno" bit a bit.
+function mulberry32(seed) {
+  let a = seed >>> 0;
+  return () => {
+    a = (a + 0x6d2b79f5) | 0;
+    let t = Math.imul(a ^ (a >>> 15), 1 | a);
+    t = (t + Math.imul(t ^ (t >>> 7), 61 | t)) ^ t;
+    return ((t ^ (t >>> 14)) >>> 0) / 4294967296;
+  };
+}
+
+function seedDeTexto(texto) {
+  let h = 2166136261;
+  for (let i = 0; i < texto.length; i += 1) {
+    h ^= texto.charCodeAt(i);
+    h = Math.imul(h, 16777619);
+  }
+  return h >>> 0;
+}
+
+function shuffleSeeded(arr, seed) {
+  const rand = mulberry32(seed);
+  const out = [...arr];
+  for (let i = out.length - 1; i > 0; i -= 1) {
+    const j = Math.floor(rand() * (i + 1));
+    [out[i], out[j]] = [out[j], out[i]];
+  }
+  return out;
+}
+
+// O mlx-lm com --mask-prompt só calcula loss no ÚLTIMO turno de cada amostra. Com 1 amostra por
+// atendimento terminando no último turno, o alvo virava quase sempre o fechamento ("Disponha!",
+// "De nada", "Certo" — mediana de 7 palavras, 43,6% com <=5) e o modelo aprendia a fechar
+// conversa em vez de resolver (achado no teste comparativo do ciclo 4, 2026-09-24).
+const FECHAMENTO_RE = /encerr(ar|ando)|disponha|qualquer d[uú]vida|[àa] disposi[çc][ãa]o|foi um prazer|de nada|imagina/i;
+const LIMITE_PALAVRAS_FECHAMENTO = 12;
+
+function contarPalavras(texto) {
+  return texto.trim().split(/\s+/).filter(Boolean).length;
+}
+
+// "trivial" = ack/fechamento curto (poucas palavras, ou fraseado de fechamento em turno curto);
+// "substantivo" = turno em que o atendente de fato responde/conduz algo.
+function tipoDoAlvo(texto, minPalavrasAlvo) {
+  const n = contarPalavras(texto);
+  if (n < minPalavrasAlvo) return "trivial";
+  if (n < LIMITE_PALAVRAS_FECHAMENTO && FECHAMENTO_RE.test(texto)) return "trivial";
+  return "substantivo";
+}
+
+// Expande um atendimento (system + turnos user/assistant alternados, começando em user e
+// terminando em assistant) em amostras por-turno: cada uma é o prefixo da conversa até um turno do
+// atendente. Sorteia (por atendimento, determinístico pelo código) até `alvosPorAtendimento`
+// turnos substantivos; os triviais voltam todos e são amostrados globalmente por quem chama.
+export function amostrasPorTurno(codigo, messages, { alvosPorAtendimento, minPalavrasAlvo }) {
+  const [sistema, ...turnos] = messages;
+  const substantivos = [];
+  const triviais = [];
+  for (let i = 1; i < turnos.length; i += 1) {
+    if (turnos[i].role !== "assistant") continue;
+    const alvo = { codigo, messages: [sistema, ...turnos.slice(0, i + 1)] };
+    (tipoDoAlvo(turnos[i].content, minPalavrasAlvo) === "substantivo" ? substantivos : triviais).push(alvo);
+  }
+  return {
+    substantivas: shuffleSeeded(substantivos, seedDeTexto(codigo)).slice(0, alvosPorAtendimento),
+    triviais
+  };
+}
+
+function totalChars(messages) {
+  return messages.reduce((n, m) => n + m.content.length, 0);
+}
+
+// Gera as amostras de um conjunto de atendimentos (train ou valid). Split por atendimento é feito
+// ANTES daqui, então nenhum atendimento aparece nos dois lados.
+function expandirConversas(conversas, args, seed) {
+  const substantivasBrutas = [];
+  const triviaisBrutos = [];
+  for (const c of conversas) {
+    const r = amostrasPorTurno(c.codigo, c.messages, args);
+    substantivasBrutas.push(...r.substantivas);
+    triviaisBrutos.push(...r.triviais);
+  }
+
+  // teto por alvo repetido: um mesmo texto de atendente (ex.: "Vou transferir seu atendimento",
+  // "Certo, pagamento agendado…") com dezenas de ocorrências vira resposta padrão do modelo — mesmo
+  // mecanismo do nome "Jonas" no ciclo 2. Chave = início normalizado do alvo, então variações
+  // de um mesmo template contam juntas. A ordem já é embaralhada, então o corte não favorece
+  // atendimentos específicos.
+  let descartadosRepetidos = 0;
+  const limitarRepetidos = (lista) => {
+    const vistos = new Map();
+    return lista.filter((s) => {
+      const chave = s.messages[s.messages.length - 1].content.trim().toLowerCase().slice(0, 40);
+      const n = vistos.get(chave) ?? 0;
+      if (n >= args.maxAlvoRepetido) {
+        descartadosRepetidos += 1;
+        return false;
+      }
+      vistos.set(chave, n + 1);
+      return true;
+    });
+  };
+
+  const substantivas = limitarRepetidos(shuffleSeeded(substantivasBrutas, seed + 2));
+  const triviais = limitarRepetidos(shuffleSeeded(triviaisBrutos, seed));
+  const maxTriviais = Math.round((substantivas.length * args.fracTriviais) / (1 - args.fracTriviais));
+  const triviaisSel = triviais.slice(0, maxTriviais);
+
+  const dentroDoLimite = (s) => totalChars(s.messages) <= args.maxChars;
+  const subst = substantivas.filter(dentroDoLimite);
+  const triv = triviaisSel.filter(dentroDoLimite);
+  return {
+    amostras: shuffleSeeded([...subst, ...triv], seed + 1),
+    nSubstantivas: subst.length,
+    nTriviais: triv.length,
+    descartadosLongos: substantivas.length - subst.length + triviaisSel.length - triv.length,
+    descartadosRepetidos
+  };
+}
+
 async function main() {
   const args = parseArgs(process.argv);
 
@@ -146,7 +318,9 @@ async function main() {
 
   console.log(`${avaliacoes.length} atendimentos passam no filtro (score>=${args.scoreMin}, resolvido in [${resolvidos}], sentimento != negativo)`);
 
-  const samples = [];
+  // atendimentos já convertidos em {system, turnos...}; a expansão em amostras depende do --modo
+  const conversas = [];
+  // conta tanto turnos<4 quanto abertura fragmentada sem contexto (ver isFragmentoSemContexto)
   let descartadosCurtos = 0;
   let descartadosLongos = 0;
 
@@ -163,24 +337,65 @@ async function main() {
       descartadosCurtos += 1;
       continue;
     }
-    const chars = messages.reduce((n, m) => n + m.content.length, 0);
-    if (chars > args.maxChars) {
+    // ultimo-turno: o atendimento inteiro é a amostra, então o teto de caracteres vale pra ele.
+    // por-turno: o teto vale por amostra (prefixo), aplicado em expandirConversas.
+    if (args.modo === "ultimo-turno" && totalChars(messages) > args.maxChars) {
       descartadosLongos += 1;
       continue;
     }
-    samples.push({ codigo: atendimento.Codigo, messages });
+    conversas.push({ codigo: atendimento.Codigo, messages });
   }
 
-  console.log(`${samples.length} amostras válidas (${descartadosCurtos} curtas demais, ${descartadosLongos} longas demais)`);
-  if (samples.length === 0) {
+  console.log(`${conversas.length} atendimentos válidos (${descartadosCurtos} curtos demais/sem contexto${args.modo === "ultimo-turno" ? `, ${descartadosLongos} longos demais` : ""})`);
+  if (conversas.length === 0) {
     console.log("Nada a exportar — aguarde mais avaliações do estágio 1.");
     process.exit(0);
   }
 
-  const embaralhadas = shuffleDeterministico(samples);
-  const nValid = Math.max(1, Math.round(embaralhadas.length * args.validFrac));
-  const valid = embaralhadas.slice(0, nValid);
-  const train = embaralhadas.slice(nValid);
+  let train;
+  let valid;
+  let protocolosTrain;
+  let protocolosValid;
+  let resumoModo;
+
+  if (args.modo === "ultimo-turno") {
+    // legado (ciclos 1-4): 1 amostra por atendimento; embaralha e separa como antes, bit a bit
+    const embaralhadas = shuffleDeterministico(conversas);
+    const nValid = Math.max(1, Math.round(embaralhadas.length * args.validFrac));
+    valid = embaralhadas.slice(0, nValid);
+    train = embaralhadas.slice(nValid);
+    protocolosTrain = train.map((s) => s.codigo);
+    protocolosValid = valid.map((s) => s.codigo);
+    resumoModo = { atendimentosTrain: train.length, atendimentosValid: valid.length };
+  } else {
+    // por-turno: o split é por ATENDIMENTO (antes de expandir) — senão prefixos do mesmo
+    // atendimento cairiam em train e valid, e a val loss mediria memorização
+    const embaralhados = shuffleSeeded(conversas, 42);
+    const nValid = Math.max(1, Math.round(embaralhados.length * args.validFrac));
+    const convValid = embaralhados.slice(0, nValid);
+    const convTrain = embaralhados.slice(nValid);
+    const t = expandirConversas(convTrain, args, 42);
+    const v = expandirConversas(convValid, args, 43);
+    train = t.amostras;
+    valid = v.amostras;
+    protocolosTrain = convTrain.map((c) => c.codigo);
+    protocolosValid = convValid.map((c) => c.codigo);
+    resumoModo = {
+      atendimentosTrain: convTrain.length,
+      atendimentosValid: convValid.length,
+      substantivasTrain: t.nSubstantivas,
+      triviaisTrain: t.nTriviais,
+      substantivasValid: v.nSubstantivas,
+      triviaisValid: v.nTriviais,
+      descartadosLongos: t.descartadosLongos + v.descartadosLongos,
+      descartadosRepetidos: t.descartadosRepetidos + v.descartadosRepetidos
+    };
+    console.log(
+      `train: ${convTrain.length} atendimentos -> ${train.length} amostras (${t.nSubstantivas} substantivas + ${t.nTriviais} triviais) | ` +
+        `valid: ${convValid.length} atendimentos -> ${valid.length} amostras (${v.nSubstantivas} + ${v.nTriviais}) | ` +
+        `${resumoModo.descartadosLongos} descartadas por --max-chars, ${resumoModo.descartadosRepetidos} por --max-alvo-repetido`
+    );
+  }
 
   fs.mkdirSync(args.out, { recursive: true });
   const toJsonl = (rows) => rows.map((s) => JSON.stringify({ messages: s.messages })).join("\n") + "\n";
@@ -192,9 +407,19 @@ async function main() {
       {
         geradoEm: new Date().toISOString(),
         filtro: { scoreMin: args.scoreMin, resolvidos, sentimentoExcluido: "negativo", maxChars: args.maxChars },
+        modo: args.modo,
+        ...(args.modo === "por-turno" && {
+          alvosPorAtendimento: args.alvosPorAtendimento,
+          minPalavrasAlvo: args.minPalavrasAlvo,
+          fracTriviais: args.fracTriviais,
+          maxAlvoRepetido: args.maxAlvoRepetido
+        }),
         train: train.length,
         valid: valid.length,
-        protocolos: embaralhadas.map((s) => s.codigo)
+        ...resumoModo,
+        // por atendimento (não por amostra) — permite auditar que nenhum protocolo está nos dois lados
+        protocolosTrain,
+        protocolosValid
       },
       null,
       2

src/config/index.js

@@ -111,9 +111,14 @@ export const config = {
     historyLimit: Number(process.env.ATENDENTE_SUGESTAO_HISTORY_LIMIT ?? 20),
     maxChars: Number(process.env.ATENDENTE_SUGESTAO_MAX_CHARS ?? 8000),
     ragEnabled: process.env.ATENDENTE_SUGESTAO_RAG_ENABLED !== "false",
+    // "nenhum" (padrão desde 25/09: o RAG de avaliação elevava as afirmações inventadas de 3% p/ 10% no eval),
+    // "avaliacao" (resumos de avaliações) ou "conversa" (trechos anonimizados de conversas bem avaliadas)
+    ragTipo: process.env.ATENDENTE_SUGESTAO_RAG_TIPO ?? "nenhum",
+    guardrail: process.env.ATENDENTE_SUGESTAO_GUARDRAIL !== "false",
     ragTopK: Number(process.env.ATENDENTE_SUGESTAO_RAG_TOP_K ?? 3),
     ragMinScore: Number(process.env.ATENDENTE_SUGESTAO_RAG_MIN_SCORE ?? process.env.ATENDIMENTOS_RAG_MIN_SCORE ?? 0.5),
-    ragMaxCharsPerHit: Number(process.env.ATENDENTE_SUGESTAO_RAG_MAX_CHARS_POR_HIT ?? 600)
+    ragMaxCharsPerHit: Number(process.env.ATENDENTE_SUGESTAO_RAG_MAX_CHARS_POR_HIT ?? 600),
+    ragMaxCharsPerHitConversa: Number(process.env.ATENDENTE_SUGESTAO_RAG_MAX_CHARS_POR_HIT_CONVERSA ?? 900)
   },
   whatsapp: {
     apiVersion: process.env.WHATSAPP_API_VERSION || "v21.0",

src/services/atendenteSugestaoGuardrails.js

@@ -0,0 +1,51 @@
+// Detecta, numa sugestão de resposta ao cliente, afirmações que o modelo não tem como saber
+// (ação concluída, valor, cobertura, multa/taxa) e pedidos/aceites de dado sensível.
+// Compartilhado com training/eval/juiz.mjs para o eval e a produção não divergirem.
+
+const PADROES = [
+  {
+    tipo: "acao_concluida",
+    re: /\bj[áa] (verifiquei|liberei|resolvi|agendei|enviei|encaminhei|cancelei|estornei|conferi|localizei)\b|\b(conex[ãa]o|internet|acesso|servi[çc]o)\s+(foi\s+|est[áa]\s+|ficou\s+|j[áa]\s+)?(liberad[ao]|normalizad[ao]|restabelecid[ao])\b|\bpagamento\s+(foi\s+)?(agendad[ao]|confirmad[ao]|compensad[ao])\b|\b(visita|instala[çc][ãa]o|t[ée]cnico)\s+(est[áa]\s+|foi\s+)?(agendad[ao]|confirmad[ao])\b|\bconfirmando\s+(a\s+|sua\s+)?(instala[çc][ãa]o|visita)\b/i
+  },
+  {
+    tipo: "cobertura_afirmada",
+    re: /\b(sim,?\s+)?(a\s+star(\s+internet)?\s+)?atend(e|emos)\s+(sim|em|na|no|nessa|nesse)\b(?<!se\s+atend(e|emos)\s+(sim|em|na|no|nessa|nesse)\b)/i
+  },
+  {
+    tipo: "multa_taxa_afirmada",
+    re: /\b(sem|isent[oa]\s+de)\s+(multa|taxa)\b|\bn[ãa]o\s+(h[áa]|tem|existe|cobra(mos)?)\s+(multa|taxa)\b|\binstala[çc][ãa]o\s+(é|e)\s+(gratuita|gr[áa]tis)\b/i
+  },
+  {
+    tipo: "dado_sensivel",
+    re: /(?<!(?:n[ãa]o|nunca)\s+(?:me\s+)?)(?<!necess[áa]rio\s+)(?<!precis[ao]\s+)\b(passe|passa|passar|envie|enviar|informe|informar|mande|mandar|encaminhe|digite|digitar)\b[^.!?\n]{0,40}\b(c[óo]digo|senha|cvv|cart[ãa]o)\b|\bsim,?\s+(pode\s+)?(passar|enviar|mandar)\b[^.!?\n]{0,30}c[óo]digo|(?<!n[ãa]o\s+)(?:é|e)\s+nosso\s+c[óo]digo\b/i
+  }
+];
+
+const VALOR_RE = /R\$\s?\d[\d.,]*/gi;
+
+function normalizarValor(v) {
+  return v.replace(/\s/g, "").toLowerCase();
+}
+
+/**
+ * @param {string} texto  sugestão gerada
+ * @param {string} conversaTexto  histórico (cliente + atendente) usado como contexto — valores
+ *   monetários que já aparecem aqui não são considerados inventados
+ * @returns {{tipo: string, trecho: string}[]}
+ */
+export function detectarAfirmacoesArriscadas(texto, conversaTexto = "") {
+  if (!texto) return [];
+  const hits = [];
+
+  for (const { tipo, re } of PADROES) {
+    const m = texto.match(re);
+    if (m) hits.push({ tipo, trecho: m[0] });
+  }
+
+  const conhecidos = new Set((conversaTexto.match(VALOR_RE) ?? []).map(normalizarValor));
+  for (const v of texto.match(VALOR_RE) ?? []) {
+    if (!conhecidos.has(normalizarValor(v))) hits.push({ tipo: "valor_inventado", trecho: v });
+  }
+
+  return hits;
+}

src/services/atendenteSugestaoService.js

@@ -4,11 +4,35 @@ import { WhatsappConversa } from "../models/WhatsappConversa.model.js";
 import { WhatsappMensagem } from "../models/WhatsappMensagem.model.js";
 import { NotFoundError } from "../shared/errors/index.js";
 import { buscarAtendimentosSemelhantes } from "./atendimentoRagService.js";
+import { detectarAfirmacoesArriscadas } from "./atendenteSugestaoGuardrails.js";
 
 const RAG_MIN_QUERY_LENGTH = 8;
 
-function formatarContextoRag(hits, maxCharsPorHit) {
-  if (!hits?.length) return null;
+export const SYSTEM_PROMPT = [
+  "Você é um atendente de suporte da Star Internet, respondendo pelo WhatsApp. Seja cordial, objetivo e resolutivo: entenda o problema, faça as perguntas necessárias, explique os passos com clareza e conduza o atendimento até a solução ou o encaminhamento correto. Responda em português brasileiro.",
+  "",
+  "Regras obrigatórias:",
+  '1. Você NÃO tem acesso ao sistema. Nunca diga que já verificou, liberou, agendou, confirmou, cancelou ou resolveu algo, nem que um pagamento, visita ou desbloqueio foi feito. Diga o que VAI fazer ("vou verificar", "vou encaminhar") e peça o dado necessário.',
+  "2. Nunca informe valores, preços, planos, prazos, cobertura de endereço, multas, taxas ou regras de contrato que não estejam escritos na conversa. Se perguntarem, diga que vai verificar e peça CPF, número do contrato ou endereço completo.",
+  "3. NUNCA peça nem aceite número de cartão de crédito ou débito, senha, código de verificação/SMS ou dados de pagamento: a Star jamais solicita isso pelo WhatsApp. Se o cliente oferecer, recuse e avise que pode ser golpe. Para confirmar identidade use apenas CPF, nome completo ou número do contrato/protocolo.",
+  '4. Responda ao que o cliente realmente disse. Não repita cumprimentos já feitos e não use frases vazias como "Certo, vou verificar" sem dizer o que fará ou perguntar algo útil.',
+  "5. Se o assunto for de outro setor ou exigir uma ação que você não pode fazer, encaminhe ao setor responsável.",
+  "",
+  "Gere APENAS o texto da mensagem que seria enviada ao cliente agora, sem comentários, explicações ou marcações extras - nada além da resposta em si."
+].join("\n");
+
+// Opções padrão = comportamento em produção. O harness (training/eval) sobrescreve por variante.
+//   systemPrompt  texto do system prompt
+//   ragTipo       "avaliacao" (resumos de avaliações), "conversa" (trechos anonimizados de conversas
+//                 bem avaliadas) ou null (sem RAG)
+//   guardrail     bloqueia/reescreve sugestões que afirmam ação/dado não verificável
+export const OPCOES_PADRAO = {
+  systemPrompt: SYSTEM_PROMPT,
+  ragTipo: config.atendenteSugestao.ragTipo === "nenhum" ? null : config.atendenteSugestao.ragTipo,
+  guardrail: config.atendenteSugestao.guardrail
+};
+
+function formatarContextoAvaliacao(hits, maxCharsPorHit) {
   const blocos = hits.map((h, i) => `Exemplo ${i + 1}:\n${h.text.slice(0, maxCharsPorHit)}`);
   return [
     "Referência: trechos de avaliações de atendimentos anteriores bem avaliados, com resumo",
@@ -20,8 +44,49 @@ function formatarContextoRag(hits, maxCharsPorHit) {
   ].join("\n");
 }
 
-async function buscarContextoRag(queryTexto) {
-  if (!config.atendenteSugestao.ragEnabled) return null;
+const CABECALHO_MSG_RE = /^\[[^\]]*\]\s*(Cliente|Atendente)\s*(?:\([^)]*\))?\s*(?:\[[^\]]*\])?\s*:\s*/;
+const CPF_RE = /\b\d{3}\.?\d{3}\.?\d{3}-?\d{2}\b/g;
+const TELEFONE_RE = /\(?\b\d{2}\)?[\s-]?9?\d{4}[\s-]?\d{4}\b/g;
+
+// Um chunk tipo "conversa" traz cabeçalho (código, nome do cliente, data) e, em cada mensagem,
+// horário e nome de cliente/atendente. Tudo isso é dado de outra pessoa: sai antes de ir pro prompt.
+export function anonimizarTrechoConversa(texto) {
+  const linhas = String(texto ?? "").split("\n");
+  const primeiraMsg = linhas.findIndex((l) => CABECALHO_MSG_RE.test(l));
+  const corpo = primeiraMsg >= 0 ? linhas.slice(primeiraMsg) : [];
+  return corpo
+    .map((l) => l.replace(CABECALHO_MSG_RE, (_, quem) => `${quem}: `))
+    .join("\n")
+    .replace(CPF_RE, "[cpf]")
+    .replace(TELEFONE_RE, "[telefone]")
+    .trim();
+}
+
+function formatarContextoConversa(hits, maxCharsPorHit) {
+  const blocos = hits
+    .map((h) => anonimizarTrechoConversa(h.text).slice(0, maxCharsPorHit))
+    .filter(Boolean)
+    .map((t, i) => `Exemplo ${i + 1}:\n${t}`);
+  if (!blocos.length) return null;
+  return [
+    "Referência: trechos de atendimentos anteriores bem avaliados, só para você imitar o TOM e a",
+    "abordagem (perguntas, encaminhamentos). NÃO fazem parte da conversa atual. Não copie nomes,",
+    "valores, planos, prazos, datas ou horários dos exemplos, e não afirme nada só porque aparece",
+    "neles. Ignore os exemplos se não tiverem relação com o problema do cliente agora.",
+    "",
+    blocos.join("\n\n---\n\n")
+  ].join("\n");
+}
+
+export function formatarContextoRag(hits, maxCharsPorHit, tipo = "avaliacao") {
+  if (!hits?.length) return null;
+  return tipo === "conversa"
+    ? formatarContextoConversa(hits, maxCharsPorHit)
+    : formatarContextoAvaliacao(hits, maxCharsPorHit);
+}
+
+export async function buscarContextoRag(queryTexto, { tipo = "avaliacao" } = {}) {
+  if (!tipo || !config.atendenteSugestao.ragEnabled) return null;
   if (!queryTexto || queryTexto.trim().length < RAG_MIN_QUERY_LENGTH) return null;
 
   try {
@@ -34,30 +99,19 @@ async function buscarContextoRag(queryTexto) {
       filter: {
         must: [
           { key: "metadata.qualidade", match: { value: "boa" } },
-          { key: "metadata.tipo", match: { value: "avaliacao" } }
+          { key: "metadata.tipo", match: { value: tipo } }
         ]
       }
     });
-    return formatarContextoRag(hits, config.atendenteSugestao.ragMaxCharsPerHit);
+    const maxChars =
+      tipo === "conversa" ? config.atendenteSugestao.ragMaxCharsPerHitConversa : config.atendenteSugestao.ragMaxCharsPerHit;
+    return formatarContextoRag(hits, maxChars, tipo);
   } catch (err) {
     console.warn("[atendenteSugestaoService] RAG indisponível, seguindo sem contexto extra:", err.message);
     return null;
   }
 }
 
-const SYSTEM_PROMPT = [
-  "Você é um atendente de suporte da star internet, respondendo pelo WhatsApp.",
-  "Seja cordial, objetivo e resolutivo: entenda o problema, faça as perguntas necessarias,",
-  "explique os passos com clareza e conduza ate a solução ou o encaminhamento correto.",
-  "Responda em português brasileiro.",
-  "NUNCA peça numero de cartão de credito ou debito, senha, código de verificação/SMS,",
-  "ou dados de pagamento - a star internet jamais solicita esse tipo de informação pelo",
-  "WhatsApp. Para confirmar a identidade do cliente use apenas dados como CPF, nome",
-  "completo ou numero do contrato/protocolo.",
-  "Gere APENAS o texto da mensagem que seria enviada ao cliente agora, sem comentarios,",
-  "explicações ou marcações extras - nada alem da resposta em si."
-].join(" ");
-
 function recortarHistorico(mensagensAsc, maxChars) {
   let total = 0;
   const selecionadas = [];
@@ -76,7 +130,64 @@ function paraTextoLLM(m) {
   return "[mensagem vazia]";
 }
 
-export async function gerarSugestaoResposta(conversaId) {
+/** @param {{role: "user"|"assistant", content: string}[]} historico */
+export function montarMensagens({ historico, contextoRagTexto, systemPrompt = SYSTEM_PROMPT }) {
+  return [
+    { role: "system", content: systemPrompt },
+    ...(contextoRagTexto ? [{ role: "system", content: contextoRagTexto }] : []),
+    ...historico
+  ];
+}
+
+const textoConversa = (historico) => historico.map((m) => m.content).join("\n");
+
+const AVISO_REESCRITA = (tipos) =>
+  `Sua resposta anterior foi rejeitada porque afirmava algo que você não pode saber (${tipos.join(", ")}). ` +
+  "Reescreva a mensagem sem afirmar ações concluídas, valores, planos, prazos, cobertura, multas ou taxas: " +
+  "diga o que vai verificar e peça o dado necessário (CPF, contrato ou endereço). Gere apenas a mensagem.";
+
+/**
+ * Gera a sugestão e, se `guardrail`, faz 1 retentativa (temperatura 0) quando ela afirma algo não verificável.
+ * @returns {Promise<{sugestao: string|null, tentativas: number, hits: {tipo: string, trecho: string}[]}>}
+ */
+export async function gerarTextoSugestao({ messages, historico, guardrail = false, model, temperature }) {
+  const chamar = async (msgs, temp) => {
+    const { content } = await chatCompletion({
+      messages: msgs,
+      model: model ?? config.atendenteSugestao.model,
+      options: {
+        temperature: temp ?? config.llm.temperature,
+        top_p: config.llm.topP,
+        num_predict: config.llm.numPredict,
+        repeat_penalty: config.llm.repeatPenalty,
+        num_ctx: config.llm.numCtx
+      }
+    });
+    // o Llama às vezes ecoa o cabeçalho de papel ("assistant") quando há mensagens de sistema no meio
+    return content.replace(/^\s*assistant\s*\n+/i, "").trim();
+  };
+
+  const primeira = await chamar(messages, temperature);
+  if (!guardrail) return { sugestao: primeira || null, tentativas: 1, hits: [] };
+
+  const conversa = textoConversa(historico);
+  const hits1 = detectarAfirmacoesArriscadas(primeira, conversa);
+  if (!hits1.length) return { sugestao: primeira || null, tentativas: 1, hits: [] };
+
+  // o aviso vai dentro do system prompt (1ª mensagem); uma 2ª mensagem de sistema no fim confunde o template
+  const aviso = AVISO_REESCRITA([...new Set(hits1.map((h) => h.tipo))]);
+  const segunda = await chamar(
+    messages.map((m, i) => (i === 0 ? { ...m, content: `${m.content}\n\n${aviso}` } : m)),
+    0
+  );
+  const hits2 = detectarAfirmacoesArriscadas(segunda, conversa);
+  if (hits2.length) return { sugestao: null, tentativas: 2, hits: hits2 };
+  return { sugestao: segunda || null, tentativas: 2, hits: [] };
+}
+
+export async function gerarSugestaoResposta(conversaId, opcoes = {}) {
+  const { systemPrompt, ragTipo, guardrail } = { ...OPCOES_PADRAO, ...opcoes };
+
   const conversa = await WhatsappConversa.query().findById(conversaId);
   if (!conversa) throw new NotFoundError("conversa_not_found");
 
@@ -86,40 +197,29 @@ export async function gerarSugestaoResposta(conversaId) {
     .orderBy("Id", "desc")
     .limit(config.atendenteSugestao.historyLimit);
 
+  const historicoMsgs = recentes.reverse();
 
-  const historico = recentes.reverse();
-
-  if (!historico.length || historico[historico.length - 1].Direcao !== "entrada") {
+  if (!historicoMsgs.length || historicoMsgs[historicoMsgs.length - 1].Direcao !== "entrada") {
     return { sugestao: null };
   }
 
-  const recorte = recortarHistorico(historico, config.atendenteSugestao.maxChars);
+  const recorte = recortarHistorico(historicoMsgs, config.atendenteSugestao.maxChars);
 
-  const ultimaMsgCliente = historico[historico.length - 1];
-  const contextoRagTexto = await buscarContextoRag(paraTextoLLM(ultimaMsgCliente));
+  const ultimaMsgCliente = historicoMsgs[historicoMsgs.length - 1];
+  const contextoRagTexto = await buscarContextoRag(paraTextoLLM(ultimaMsgCliente), { tipo: ragTipo });
 
-  const messages = [
-    { role: "system", content: SYSTEM_PROMPT },
-    ...(contextoRagTexto ? [{ role: "system", content: contextoRagTexto }] : []),
-    ...recorte.map((m) => ({
-      role: m.Direcao === "entrada" ? "user" : "assistant",
-      content: paraTextoLLM(m)
-    }))
-  ];
+  const historico = recorte.map((m) => ({
+    role: m.Direcao === "entrada" ? "user" : "assistant",
+    content: paraTextoLLM(m)
+  }));
+  const messages = montarMensagens({ historico, contextoRagTexto, systemPrompt });
 
   try {
-    const { content } = await chatCompletion({
-      messages,
-      model: config.atendenteSugestao.model,
-      options: {
-        temperature: config.llm.temperature,
-        top_p: config.llm.topP,
-        num_predict: config.llm.numPredict,
-        repeat_penalty: config.llm.repeatPenalty,
-        num_ctx: config.llm.numCtx
-      }
-    });
-    return { sugestao: content.trim() || null };
+    const { sugestao, hits } = await gerarTextoSugestao({ messages, historico, guardrail });
+    if (guardrail && !sugestao && hits.length) {
+      console.warn("[atendenteSugestaoService] sugestão descartada pelo guardrail:", hits.map((h) => h.tipo).join(","));
+    }
+    return { sugestao };
   } catch (err) {
     const msg = typeof err?.message === "string" ? err.message : "";
     if (msg.startsWith("ollama_model_not_found") || msg.startsWith("ollama_error:404")) {

training/README.md

@@ -31,8 +31,26 @@ ollama: star-atendente                   ← modelo fundido + quantizado q4_K_M
    node scripts/exportarDatasetTreinamento.js --score-min 7 --incluir-parcial   # filtro mais frouxo
    ```
    Gera `training/data/train.jsonl`, `valid.jsonl` e `manifest.json` (rastreia
-   protocolos usados e filtros). Telefones são mascarados; mensagens do bot/sistema
-   ficam de fora; cada amostra começa no cliente e termina na resposta do atendente.
+   protocolos usados — `protocolosTrain`/`protocolosValid`, por atendimento — e filtros).
+   Telefones são mascarados; mensagens do bot/sistema ficam de fora; cada amostra começa
+   no cliente e termina na resposta do atendente.
+
+   **Modo de amostragem (`--modo`)** — importa porque o `mlx-lm` com `--mask-prompt` só
+   calcula loss no *último* turno de cada amostra:
+   - `por-turno` (default, ciclo 5+): cada atendimento gera várias amostras, cada uma
+     terminando num turno diferente do atendente (prefixo da conversa até ali). Sorteia até
+     `--alvos-por-atendimento` (2) turnos com >= `--min-palavras-alvo` (8) palavras, mais
+     acks/fechamentos curtos limitados a `--frac-triviais` (0,15) do total, pra o modelo
+     ainda saber fechar conversa. `--max-alvo-repetido` (30) limita quantas vezes um mesmo
+     texto de atendente ("Vou transferir seu atendimento…") pode ser alvo. O split
+     treino/validação é por **atendimento**, então não há vazamento.
+   - `ultimo-turno` (ciclos 1-4): 1 amostra por atendimento terminando no último turno.
+     Nos ciclos 1-4 isso fazia o alvo ser quase sempre o fechamento ("Disponha!", mediana
+     de 7 palavras, 43,6% com <=5) e o modelo aprendia a fechar conversa em vez de resolver.
+     Mantido só pra reproduzir os datasets antigos.
+
+   Com `por-turno` o dataset tem ~2x mais amostras que o `ultimo-turno`: prefira **1 época**
+   (`./treinar_lora_mlx.sh 1`) pra manter o tempo de treino próximo ao dos ciclos anteriores.
 
 3. **Treinar** (nesta máquina, Apple Silicon):
    ```
@@ -79,6 +97,32 @@ ollama: star-atendente                   ← modelo fundido + quantizado q4_K_M
    `backend/.env` se o modelo for publicado com outro nome. Não confundir com
    `OLLAMA_CHAT_MODEL`, que é o modelo do chat RAG geral.
 
+## Avaliação (`eval/`) — rode antes de publicar qualquer modelo ou mudar o prompt da sugestão
+
+Harness com 30 cenários fictícios (`eval/cenarios.json`), sem dado de cliente:
+
+```
+# modelo MLX (base, ciclos, checkpoints) — da pasta training/, com a .venv
+HF_HUB_OFFLINE=1 .venv/bin/python eval/gerar_respostas.py --variantes base ciclo5 ciclo5@1400 --temp 0.3 --n-amostras 5 --saida eval/out/x.json
+# caminho de produção (Ollama + atendenteSugestaoService) — da pasta backend/
+node training/eval/gerar_ollama.mjs --n 3 --saida training/eval/out/y.json \
+  --variante atual=prompt:atual,rag:nenhum,guard:1 --variante antiga=prompt:producao_v0.txt,rag:avaliacao,guard:0
+# julgar (juiz llama3.1 local + regex de src/services/atendenteSugestaoGuardrails.js)
+node training/eval/juiz.mjs training/eval/out/y.json --saida training/eval/out/y.julgado.json
+node training/eval/juiz.mjs --calibrar      # concordância do juiz com eval/vereditos_manuais.json
+```
+
+Cuidados de leitura: o juiz erra a fronteira adequada/parcial (69% de concordância exata com o manual, 88% em
+3 níveis útil/fraca/afirma_falso) e tem falsos positivos de `afirma_falso` (recusas corretas); confira
+manualmente os casos marcados. Com n≈90 por variante, diferenças de poucos pontos são ruído. `ciclo5@N` é o
+arquivo numerado N da 2ª tentativa: iteração global = N + 1400. Resultados de 25/09/2026: o ciclo 5 ficou em
+33% de respostas úteis contra 79% da base; nenhum checkpoint chegou perto da base.
+
+**Sugestão de resposta em produção (desde 25/09/2026): base `llama3.1`, não o LoRA.** Prompt com regras
+anti-invenção, guardrail pós-geração e RAG desligado (`ATENDENTE_SUGESTAO_RAG_TIPO=nenhum`; o RAG de avaliação
+elevava as afirmações inventadas de ~3% para ~10%). Chaves: `ATENDENTE_SUGESTAO_GUARDRAIL`,
+`ATENDENTE_SUGESTAO_RAG_TIPO` (`nenhum`|`avaliacao`|`conversa`), `ATENDENTE_SUGESTAO_RAG_ENABLED`.
+
 ## Quando re-treinar
 
 O dataset cresce conforme o sync importa protocolos novos e o juiz os avalia.

training/data/manifest.json

@@ -1,4014 +1,4106 @@
 {
-  "geradoEm": "2026-09-16T13:04:06.877Z",
+  "geradoEm": "2026-09-24T16:54:47.949Z",
   "filtro": {
-    "scoreMin": 8,
+    "scoreMin": 7,
     "resolvidos": [
-      "sim"
+      "sim",
+      "parcial"
     ],
     "sentimentoExcluido": "negativo",
     "maxChars": 16000
   },
-  "train": 3599,
-  "valid": 400,
-  "protocolos": [
-    "FIN0000007805/2026",
-    "FIN0000007299/2026",
-    "FIN0000007991/2026",
-    "SUP0000015496/2026",
-    "SUP0000017229/2026",
-    "SUP0000017843/2026",
-    "ATE0000008160/2026",
-    "SUP0000017082/2026",
-    "SUP0000019197/2026",
-    "ATE0000008479/2026",
-    "VEN0000003470/2026",
-    "ATE0000008583/2026",
-    "FIN0000007511/2026",
-    "SUP0000017690/2026",
-    "ATE0000009931/2026",
-    "SUP0000014115/2026",
-    "SUP0000016487/2026",
-    "SUP0000019504/2026",
-    "FIN0000007866/2026",
-    "SUP0000019122/2026",
-    "ATE0000008605/2026",
-    "ATE0000010196/2026",
-    "PLA0000001216/2026",
-    "FIN0000008082/2026",
-    "FIN0000007132/2026",
-    "VEN0000004000/2026",
-    "SUP0000019087/2026",
-    "SUP0000016553/2026",
-    "FIN0000009514/2026",
-    "SUP0000014782/2026",
-    "ATE0000009036/2026",
-    "FIN0000007779/2026",
-    "FIN0000007220/2026",
-    "SUP0000016633/2026",
-    "SUP0000014761/2026",
-    "FIN0000007218/2026",
-    "SUP0000015307/2026",
-    "SUP0000016518/2026",
-    "VEN0000003205/2026",
-    "SUP0000016049/2026",
-    "SUP0000016782/2026",
-    "SUP0000018350/2026",
-    "FIN0000009337/2026",
-    "ATE0000009174/2026",
-    "FIN0000007096/2026",
-    "ATE0000010107/2026",
-    "VEN0000003620/2026",
-    "ATE0000009010/2026",
-    "SUP0000018783/2026",
-    "SUP0000015029/2026",
-    "SUP0000016821/2026",
-    "FIN0000007417/2026",
-    "SUP0000017884/2026",
-    "ATE0000008663/2026",
-    "VEN0000003088/2026",
-    "VEN0000003443/2026",
-    "FIN0000008493/2026",
-    "ATE0000008556/2026",
-    "SUP0000017893/2026",
-    "SUP0000019254/2026",
-    "VEN0000003321/2026",
-    "SUP0000011851/2026",
-    "FIN0000008428/2026",
-    "FIN0000008479/2026",
-    "SUP0000018898/2026",
-    "SUP0000019078/2026",
-    "ATE0000010004/2026",
-    "VEN0000003228/2026",
-    "SUP0000017643/2026",
-    "ATE0000008649/2026",
-    "ATE0000009638/2026",
-    "SUP0000015531/2026",
-    "VEN0000003921/2026",
-    "ATE0000008010/2026",
-    "FIN0000008393/2026",
-    "ATE0000009432/2026",
-    "FIN0000008368/2026",
-    "FIN0000008541/2026",
-    "FIN0000007969/2026",
-    "SUP0000015406/2026",
-    "VEN0000003584/2026",
-    "ATE0000009502/2026",
-    "SUP0000015898/2026",
-    "FIN0000007715/2026",
-    "FIN0000008042/2026",
-    "PLA0000001220/2026",
-    "SUP0000018983/2026",
-    "SUP0000018060/2026",
-    "SUP0000017329/2026",
-    "FIN0000007611/2026",
-    "ATE0000009198/2026",
-    "FIN0000009298/2026",
-    "FIN0000008234/2026",
-    "FIN0000007116/2026",
-    "ATE0000010257/2026",
-    "VEN0000003889/2026",
-    "ATE0000010305/2026",
-    "SUP0000016096/2026",
-    "SUP0000017887/2026",
-    "ATE0000008813/2026",
-    "SUP0000016740/2026",
-    "FIN0000007663/2026",
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training/treinar_lora_mlx.sh

@@ -69,11 +69,12 @@ PYTHONUNBUFFERED=1 python3 run_lora_seguro.py \
   --train \
   --data "$DATA_DIR" \
   --adapter-path "$ADAPTER_DIR" \
-  "${RESUME_FLAGS[@]}" \
+  "${RESUME_FLAGS[@]+"${RESUME_FLAGS[@]}"}" \
   --batch-size 1 \
   --num-layers 16 \
   --iters "$ITERS" \
   --max-seq-length 2048 \
+  --mask-prompt \
   --grad-checkpoint \
   --save-every 100 \
   --steps-per-eval 100 \