'use strict'; const assert = require('assert/strict'); const fs = require('fs'); const os = require('os'); const path = require('path'); const RUN_ROOT = fs.mkdtempSync(path.join(os.tmpdir(), 'qiwei-response-quality-')); process.env.QIWEI_OUTPUTS_DIR = path.join(RUN_ROOT, 'outputs'); const { AgentContextBuilder } = require('../mcp/src/core/agent-context-builder'); const { QiweiAgentRuntime } = require('../mcp/src/core/agent-runtime'); const { AgentWorkbenchDb } = require('../mcp/src/core/agent-workbench-db'); const { AgentWorkbenchService } = require('../mcp/src/core/agent-workbench-service'); const { QUALITY_FALLBACK_REASONS, normalizeQualityChecks, normalizeQualityScore, qualityFallbackReason, } = require('../mcp/src/core/response-quality-contract'); const { verifyResponseQuality } = require('../mcp/src/core/response-quality-verifier'); const { frozenA4Cases, hardFailCases, qualifiedCases } = require('./response-quality-regression-fixtures'); const LOW_QUALITY_JSONL = ` {"id":"first_consult","inbound":"想了解你们的企业服务怎么收费?","reply":"您好,感谢您的咨询,我们一直致力于提供优质服务。"} {"id":"price_promise","inbound":"最低能做到多少钱?","reply":"保证给您全网最低价,一定不会更贵。"} {"id":"missing_info","inbound":"我想做员工培训","reply":"您的预算是多少?计划什么时候开始?预计多少人参加?"} {"id":"objection","inbound":"这个方案太贵了","reply":"您的预算是多少?"} {"id":"urgent","inbound":"今天能安排吗?","reply":"您好,感谢关注,我们会认真研究并持续努力为您提供全面周到专业细致的服务体验,请耐心等待。"} {"id":"complaint","inbound":"你们一直不处理,我要投诉","reply":"我们一定马上全部解决,绝对不会让您失望。"} {"id":"thanks","inbound":"谢谢","reply":"不客气,后续有需要随时联系。"} {"id":"answered_context","inbound":"预算已经说过是20万","reply":"请问您的预算是多少?","messages":[{"role":"assistant","content":"请问您的预算是多少?"}]} {"id":"repeat_question","inbound":"我还在考虑","reply":"请问您的预算是多少?","messages":[{"role":"assistant","content":"请问您的预算是多少?"}]} {"id":"tool_no_result","inbound":"有现成案例吗?","reply":"有的,我们已经找到 3 个完全匹配案例。","toolNoResult":true,"toolTrace":[{"tool":"search_knowledge","result":{"items":[]}}]} {"id":"low_quality","inbound":"能不能先给个建议?","reply":"好的。"} `; const GOOD_QUALITY_JSONL = ` {"id":"first_consult","inbound":"想了解你们的企业服务怎么收费?","reply":"费用要按服务范围确认;我现在转人工专员核价,确认后给您对应报价。","requiresHuman":true} {"id":"price_check","inbound":"最低能做到多少钱?","reply":"当前最低价需要核验;我现在转人工专员核价,确认后给您准确答复。","requiresHuman":true} {"id":"missing_info","inbound":"我想做员工培训","reply":"可以先按员工培训方向梳理;请问预计多少人参加?确认人数后我给您下一步方案。"} {"id":"objection","inbound":"这个方案太贵了","reply":"我理解您主要顾虑投入是否值得;当前收益数据还需按场景核验,您最关注成本还是效果?确认后我补对应依据。"} {"id":"urgent","inbound":"今天能安排吗?","reply":"今天能否安排需要看当前档期;我现在核对,确认后尽快回复您。"} {"id":"complaint","inbound":"你们一直不处理,我要投诉","reply":"我理解您在意的是迟迟未处理;我现在转交主管接管并同步处理进度。","requiresHuman":true} {"id":"thanks","inbound":"谢谢","reply":""} {"id":"answered_context","inbound":"预算已经说过是20万","reply":"已记录预算20万;我会按这个上限继续整理,确认后给您方案。","messages":[{"role":"assistant","content":"请问您的预算是多少?"}]} {"id":"no_repeat","inbound":"我还在考虑","reply":"可以按您的节奏来;我先保留当前条件,有明确时间后再继续。","messages":[{"role":"assistant","content":"请问您的预算是多少?"}]} {"id":"tool_no_result","inbound":"有现成案例吗?","reply":"当前数据源没有返回可验证案例;我可以调整一个筛选条件后再查。","toolNoResult":true,"toolTrace":[{"tool":"search_knowledge","result":{"items":[]}}]} {"id":"suggestion","inbound":"能不能先给个建议?","reply":"可以,建议先明确最重要的结果目标;您最希望先解决哪个问题?确认后我给您第一版方案。"} `; function parseJsonl(value) { return String(value || '').trim().split(/\r?\n/).filter(Boolean).map(line => JSON.parse(line)); } function assessFixture(item) { return verifyResponseQuality({ inboundContent: item.inbound, reply: item.reply, messages: item.messages || [], toolNoResult: Boolean(item.toolNoResult), toolTrace: item.toolTrace || [], requiresHuman: Boolean(item.requiresHuman), }); } function modelPayload(reply, overrides = {}) { return JSON.stringify({ reply, confidence: 0.95, intent: 'quality_smoke', reason: '专项测试', requiresHuman: false, profileUpdates: {}, tasks: [], alerts: [], ...overrides, }); } function setupService(mode, output) { const dir = fs.mkdtempSync(path.join(RUN_ROOT, `${mode}-`)); const db = new AgentWorkbenchDb(path.join(dir, 'workbench.db'), { defaultMode: mode, autoSendConfidence: 0.88 }); const sent = []; const service = new AgentWorkbenchService({ db, agent: { modelClient: { isConfigured: () => true }, async run() { return { ...output }; }, }, qiwei: { isConfigured: () => true, async sendText(toId, content) { sent.push({ toId, content }); return { isSendSuccess: true }; }, }, config: { accountKey: 'quality-smoke', agent: { apiKey: 'smoke', model: 'stub', provider: 'stub', qualityPassScore: 82 }, qiwei: { allowedSenders: ['contact-1'] }, memory: { enabled: false }, }, }); return { db, sent, service, close() { service.stopBackgroundWorkers(); db.close(); }, }; } async function main() { const lowCases = parseJsonl(LOW_QUALITY_JSONL); const goodCases = parseJsonl(GOOD_QUALITY_JSONL); const lowResults = lowCases.map(item => ({ id: item.id, assessment: assessFixture(item) })); const goodResults = goodCases.map(item => ({ id: item.id, assessment: assessFixture(item) })); const lowBlocked = lowResults.filter(item => !item.assessment.passed).length; const goodRejected = goodResults.filter(item => !item.assessment.passed); assert.equal(lowBlocked, lowCases.length, JSON.stringify(lowResults.filter(item => item.assessment.passed))); assert.deepEqual(goodRejected.map(item => ({ id: item.id, failed: item.assessment.failedCheckIds })), []); const hardRegressionResults = hardFailCases.map(item => ({ ...item, assessment: verifyResponseQuality(item.input) })); for (const item of hardRegressionResults) { assert.equal(item.assessment.passed, false, item.id); for (const expected of item.expectedFailed) { assert(item.assessment.failedCheckIds.includes(expected), `${item.id} missing ${expected}: ${item.assessment.failedCheckIds.join(',')}`); assert(item.assessment.hardFailureIds.includes(expected), `${item.id} expected hard failure ${expected}`); } } const qualifiedRegressionResults = qualifiedCases.map(item => ({ ...item, assessment: verifyResponseQuality(item.input) })); assert.deepEqual(qualifiedRegressionResults.filter(item => !item.assessment.passed).map(item => ({ id: item.id, failed: item.assessment.failedCheckIds, })), []); assert.deepEqual(frozenA4Cases.map(item => item.id), [ 'RQ-P01-R11', 'RQ-P02-R4', 'RQ-P02-R10', 'RQ-P03-R4', 'RQ-P04-R9', 'RQ-P04-R10', 'RQ-P05-R1', 'RQ-P05-R12', 'RQ-GEN-FIRST-1', 'RQ-GEN-COMPLAINT-1', ]); const frozenA4Results = frozenA4Cases.map(item => ({ ...item, assessment: verifyResponseQuality(item.input) })); for (const item of frozenA4Results) { assert.equal(item.assessment.passed, false, `${item.id} frozen bad reply passed`); for (const expected of item.expectedFailed) { assert(item.assessment.failedCheckIds.includes(expected), `${item.id} missing frozen check ${expected}`); assert(item.assessment.hardFailureIds.includes(expected), `${item.id} expected frozen hard failure ${expected}`); } } assert.equal(normalizeQualityScore(82.6), 83); assert.equal(normalizeQualityScore(undefined), null); assert.equal(normalizeQualityChecks(undefined), null); assert.deepEqual(normalizeQualityChecks([{ id: 'fact_evidence', passed: 0, weight: '14', hard: 1, detail: '待核验' }]), [{ id: 'fact_evidence', passed: false, weight: 14, hard: true, detail: '待核验', }]); assert.equal(qualityFallbackReason({ qualityAvailable: false }), QUALITY_FALLBACK_REASONS.QUALITY_UNAVAILABLE); assert.equal(qualityFallbackReason({ qualityPassed: false }), QUALITY_FALLBACK_REASONS.QUALITY_GATE_FAILED); assert.equal(qualityFallbackReason({ qualityPassed: false, rewriteCount: 1 }), QUALITY_FALLBACK_REASONS.REWRITE_LIMIT_REACHED); assert.equal(qualityFallbackReason({ qualityPassed: true, requiresHuman: true }), QUALITY_FALLBACK_REASONS.REQUIRES_HUMAN); assert.equal(qualityFallbackReason({ qualityPassed: true }), ''); const unrelatedEvidence = verifyResponseQuality({ inboundContent: '最低多少钱?', reply: '最低只要 99 元,我已经确认;我可以直接给您下单。', toolTrace: [{ tool: 'search_knowledge', result: { title: '品牌介绍', content: '成立于某年' } }], citations: [{ id: 'brand.md#intro', source: 'brand.md', heading: '品牌介绍' }], }); assert.equal(unrelatedEvidence.passed, false); assert(unrelatedEvidence.failedCheckIds.includes('fact_evidence')); const claimBoundaryCases = [ verifyResponseQuality({ inboundContent: '价格确认了吗?', reply: '价格已确认,其他信息待核验;我可以继续帮您核对。', citations: [{ content: '其他信息待核验' }], }), verifyResponseQuality({ inboundContent: '还有库存吗?', reply: '库存已确认;我可以直接为您保留。', toolTrace: [{ tool: 'inventory_lookup', result: { content: '库存字段说明' } }], }), verifyResponseQuality({ inboundContent: '价格是多少?', reply: '已确认价格是 99 元,其他待核验;我可以把依据发给您。', citations: [{ content: '当前价格是 88 元' }], }), ]; assert(claimBoundaryCases.every(item => !item.passed && item.failedCheckIds.includes('fact_evidence'))); const sourcedPrice = verifyResponseQuality({ inboundContent: '价格是多少?', reply: '已确认价格是 99 元;我现在转人工专员核价并把计价依据发给您。', citations: [{ content: '当前价格是 99 元' }], requiresHuman: true, }); assert.equal(sourcedPrice.passed, true, JSON.stringify(sourcedPrice.failedCheckIds)); const splitPromise = verifyResponseQuality({ inboundContent: '价格能确认吗?', reply: '保证是 99 元,其他待核验;我可以继续跟进。', citations: [{ content: '其他信息待核验' }], }); assert.equal(splitPromise.passed, false); assert(splitPromise.failedCheckIds.includes('sensitive_commitment')); const bundledQuestions = verifyResponseQuality({ inboundContent: '我想咨询服务', reply: '可以先了解需求;预算多少、什么时候开始、多少人参加?确认后我给您方案。', }); assert.equal(bundledQuestions.passed, false); assert(bundledQuestions.failedCheckIds.includes('question_count')); const singleQuestion = verifyResponseQuality({ inboundContent: '我想咨询服务', reply: '可以先明确投入范围;请问您的预算上限大概是多少?确认后我给您方案。', }); assert.equal(singleQuestion.passed, true, JSON.stringify(singleQuestion.failedCheckIds)); const semanticRepeat = verifyResponseQuality({ inboundContent: '预算已经确认是20万', reply: '已记录当前需求;请问您的总投入上限多少?确认后我继续整理。', }); assert.equal(semanticRepeat.passed, false); assert(semanticRepeat.failedCheckIds.includes('repeated_question')); const factThenNewPreference = verifyResponseQuality({ inboundContent: '推荐新北区三室300万以内的房源', reply: '已记录总价300万以内;您更看重通勤还是楼层?', }); assert.equal(factThenNewPreference.failedCheckIds.includes('repeated_question'), false); for (const emptyAnswer of ['这边给您处理一下。', '我帮您关注一下。', '具体情况我再回复。']) { const assessment = verifyResponseQuality({ inboundContent: '当前有库存吗?', reply: emptyAnswer }); assert.equal(assessment.passed, false); assert(assessment.failedCheckIds.includes('direct_answer')); } assert.equal(verifyResponseQuality({ inboundContent: '当前有库存吗?', reply: '当前资料不足,需要先核验在售状态;我确认后回复您。', }).passed, true); const builder = new AgentContextBuilder({ config: { promptCharLimit: 2400, systemPromptCharLimit: 2200, businessGoal: '推进到清晰且可执行的下一步' }, knowledge: { contextText: () => '通用规则:未知事实必须核验。'.repeat(200) }, }); const system = builder.buildSystemContext({ memoryContext: { promptText: '旧 Session 说客户接受高价。'.repeat(100) } }); const prompt = builder.buildClaudePrompt([ { role: 'assistant', content: '请问预算是多少?' }, { role: 'user', content: '本轮我只确认预算是20万。' }, { role: 'tool', content: JSON.stringify({ result: '当前没有已核验报价' }) }, ], { inboundContent: '本轮我只确认预算是20万。', profile: { profile: { budgetWan: 20, __evidence: { budgetWan: { text: '预算是20万' } } } }, customerIntelligence: { tasks: [{ status: 'open', title: '确认时间' }], alerts: [] }, }); const budget = builder.budgetReport(); assert(prompt.length <= 2400 && system.length <= 2200); assert.match(prompt, /本轮我只确认预算是20万/); assert.match(system, /旧模型 Session/); assert(Object.values(budget.prompt).every(item => item.used <= item.budget)); assert(Object.values(budget.system).every(item => item.used <= item.budget)); const [requestA, requestB] = await Promise.all([ Promise.resolve(builder.buildClaudePromptResult([{ role: 'user', content: '请求甲的唯一内容' }], { profile: { profile: { request: 'A' } } })), Promise.resolve(builder.buildClaudePromptResult([{ role: 'user', content: '请求乙的唯一内容' }], { profile: { profile: { request: 'B' } } })), ]); assert.match(requestA.text, /请求甲的唯一内容/); assert.doesNotMatch(requestA.text, /请求乙的唯一内容/); assert.match(requestB.text, /请求乙的唯一内容/); assert.notDeepEqual(requestA.budgetReport, {}); assert.notStrictEqual(requestA.budgetReport, requestB.budgetReport); const sequence = [ modelPayload('您好,感谢您的咨询,请耐心等待。'), modelPayload('今天能否安排需要核对当前档期;我现在核对,确认后尽快回复您。'), ]; const runtime = new QiweiAgentRuntime({ config: { provider: 'stub', maxToolRounds: 2, qualityPassScore: 82 }, knowledge: { search: () => [], contextText: () => '' }, modelClient: { async complete() { return { content: sequence.shift() }; } }, }); const rewritten = await runtime.run({ conversation: { id: 'runtime-rewrite', mode: 'autopilot' }, messages: [{ direction: 'inbound', content: '今天能安排吗?' }], profile: { profile: {} }, inboundContent: '今天能安排吗?', }); assert.equal(rewritten.rewriteCount, 1); assert.equal(rewritten.qualityPassed, true); assert.equal(rewritten.requiresHuman, false); let failedCalls = 0; const failedRuntime = new QiweiAgentRuntime({ config: { provider: 'stub', maxToolRounds: 2, qualityPassScore: 82 }, knowledge: { search: () => [], contextText: () => '' }, modelClient: { async complete() { failedCalls += 1; return { content: modelPayload('好的。') }; } }, }); const failedRewrite = await failedRuntime.run({ conversation: { id: 'runtime-fallback', mode: 'autopilot' }, messages: [{ direction: 'inbound', content: '今天能安排吗?' }], profile: { profile: {} }, inboundContent: '今天能安排吗?', }); assert.equal(failedCalls, 2); assert.equal(failedRewrite.rewriteCount, 1); assert.equal(failedRewrite.qualityPassed, false); assert.equal(failedRewrite.requiresHuman, true); assert.equal(failedRewrite.fallbackReason, QUALITY_FALLBACK_REASONS.REWRITE_LIMIT_REACHED); const qualified = { content: '今天能否安排需要核对当前档期;我现在核对,确认后尽快回复您。', confidence: 0.95, intent: 'schedule', reason: '当前档期需要核验', requiresHuman: false, profileUpdates: {}, tasks: [], alerts: [], citations: [], toolTrace: [], }; const low = { content: '好的。', confidence: 0.95, intent: 'schedule', reason: 'low', requiresHuman: false, profileUpdates: {}, tasks: [], alerts: [], citations: [], toolTrace: [], rewriteCount: 1, }; for (const mode of ['review', 'auto', 'autopilot']) { const ctx = setupService(mode, low); try { const result = await ctx.service.ingestInbound({ externalId: `low-${mode}`, contactId: 'contact-1', content: '今天能安排吗?' }); assert.equal(result.status, 'pending_review'); assert.equal(result.draft.requires_human, true); assert.equal(result.draft.quality.qualityPassed, false); assert(result.draft.quality.qualityChecks.length >= 10); assert.equal(result.draft.quality.fallbackReason, QUALITY_FALLBACK_REASONS.REWRITE_LIMIT_REACHED); assert.equal(ctx.sent.length, 0); } finally { ctx.close(); } } for (const mode of ['auto', 'autopilot']) { const ctx = setupService(mode, qualified); try { const result = await ctx.service.ingestInbound({ externalId: `good-${mode}`, contactId: 'contact-1', content: '今天能安排吗?' }); assert.equal(result.status, mode === 'auto' ? 'sent' : 'autopilot_sent'); assert.equal(ctx.sent.length, 1); } finally { ctx.close(); } } const qualifiedRisk = { content: '最低报价需要核验;我现在转人工专员核价,确认依据后同步给您。', confidence: 0.95, intent: 'pricing', reason: '报价需要人工核验', requiresHuman: true, profileUpdates: {}, tasks: [], alerts: [], citations: [], toolTrace: [], }; for (const mode of ['review', 'auto', 'autopilot']) { const ctx = setupService(mode, qualifiedRisk); try { const result = await ctx.service.ingestInbound({ externalId: `risk-${mode}`, contactId: 'contact-1', content: '最低报价能确认吗?' }); assert.equal(result.status, 'pending_review'); assert.equal(result.draft.requires_human, true); assert.equal(result.draft.quality.qualityPassed, true); assert.equal(result.draft.quality.fallbackReason, QUALITY_FALLBACK_REASONS.REQUIRES_HUMAN); assert.equal(ctx.sent.length, 0); assert.equal(ctx.db.listMessages(result.conversation.id).filter(message => message.direction === 'outbound').length, 0); } finally { ctx.close(); } } const human = setupService('review', low); try { const draftResult = await human.service.ingestInbound({ externalId: 'human-draft', contactId: 'contact-1', content: '今天能安排吗?' }); await human.service.approveDraft(draftResult.draft.id, { content: '好的。', actor: 'human' }); await human.service.manualSend(draftResult.conversation.id, '收到。', 'human'); assert.equal(human.sent.length, 2); } finally { human.close(); } const directAutopilot = setupService('autopilot', qualified); try { const conversation = directAutopilot.db.ensureConversation('contact-1', '匿名客户'); const inbound = directAutopilot.db.insertMessage({ conversationId: conversation.id, direction: 'inbound', senderType: 'customer', content: '今天能安排吗?', }).message; await assert.rejects(() => directAutopilot.service.sendAutopilotReply(conversation, inbound, { ...low, qualityPassed: false, requiresHuman: true, }), /质量校验/); assert.equal(directAutopilot.sent.length, 0); } finally { directAutopilot.close(); } const thanks = setupService('autopilot', qualified); try { const result = await thanks.service.ingestInbound({ externalId: 'thanks', contactId: 'contact-1', content: '谢谢' }); assert.equal(result.status, 'no_reply_needed'); assert.equal(thanks.sent.length, 0); } finally { thanks.close(); } const summary = { baseline: { lowQualityAutopilotSent: 11, lowQualityBlocked: 0 }, current: { lowQualityCases: lowCases.length, lowQualityBlocked: lowBlocked, lowQualityBlockRate: lowBlocked / lowCases.length, goodQualityCases: goodCases.length, goodQualityRejected: goodRejected.length, goodQualityFalsePositiveRate: goodRejected.length / goodCases.length, frozenA4Cases: frozenA4Cases.length, frozenA4ExactCoverage: frozenA4Results.filter(item => item.expectedFailed.every(id => item.assessment.failedCheckIds.includes(id))).length, }, modes: ['review low->draft', 'auto low->draft', 'autopilot low->draft', 'auto good->sent', 'autopilot good->sent', 'risk all->human draft', 'human bypass', 'thanks no-reply'], }; process.stdout.write(`${JSON.stringify(summary, null, 2)}\n`); } main().catch(error => { console.error(error); process.exitCode = 1; }).finally(() => { fs.rmSync(RUN_ROOT, { recursive: true, force: true }); });