交叉验证
#73
方
方毅
学历-经验时间线
gap_years
0
timeline_ok
是
graduation_year
2018
years_experience
8
estimated_work_start
2018
expected_graduation_start
2040
技能-项目一致性
得分
39
声称技能 (25)
网络通信
RPC
发布订阅
Linux
性能分析
故障分析
微服务架构
插件化架构
数据流架构
事件驱动架构
软件工程
云原生
AI技术栈
前端技术栈
HTTP
Websocket
身份认证
网络安全
TCP
UDP
实时影像流
动态加载
Pipeline-Filter
后处理算法集成
Kubernetes
噪声技能 (1)
系统架构设计
项目中验证 (14)
性能优化
发布订阅
容器化编排
配置中心
监控上报
分布式存储
动态加载
网络安全
RPC
实时影像流
全链路压测
UDP
TCP
纠删码
仅在摘要中 (1)
软件工程
无证据 (15)
网络通信
RPC
Linux
性能分析
故障分析
微服务架构
插件化架构
数据流架构
事件驱动架构
云原生
AI技术栈
前端技术栈
HTTP
Websocket
身份认证
矛盾/可疑信号
skill_project_gap
high
26/38 个声称技能在项目和摘要中均无体现: ['网络通信', 'RPC', 'Linux', '性能分析', '故障分析', '微服务架构', '插件化架构', '数据流架构']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2018年，经验8.0年，推算开始工作年份与预期毕业年份偏差0年
建议：核实是否有中断、转行或教育经历不完整
完整原始数据
{
"id": 73,
"mysql_resume_id": 90,
"screening_id": 73,
"skill_project_consistency": {
"noisy_skills": [
"系统架构设计"
],
"claimed_skills": [
"网络通信",
"RPC",
"发布订阅",
"Linux",
"性能分析",
"故障分析",
"微服务架构",
"插件化架构",
"数据流架构",
"事件驱动架构",
"软件工程",
"云原生",
"AI技术栈",
"前端技术栈",
"HTTP",
"Websocket",
"身份认证",
"网络安全",
"TCP",
"UDP",
"实时影像流",
"动态加载",
"Pipeline-Filter",
"后处理算法集成",
"Kubernetes"
],
"consistency_score": 39,
"skills_in_summary_only": [
"软件工程"
],
"skills_without_evidence": [
"网络通信",
"RPC",
"Linux",
"性能分析",
"故障分析",
"微服务架构",
"插件化架构",
"数据流架构",
"事件驱动架构",
"云原生",
"AI技术栈",
"前端技术栈",
"HTTP",
"Websocket",
"身份认证"
],
"skills_verified_in_projects": [
"性能优化",
"发布订阅",
"容器化编排",
"配置中心",
"监控上报",
"分布式存储",
"动态加载",
"网络安全",
"RPC",
"实时影像流",
"全链路压测",
"UDP",
"TCP",
"纠删码"
]
},
"education_timeline": {
"gap_years": 0,
"timeline_ok": true,
"graduation_year": 2018,
"years_experience": 8,
"estimated_work_start": 2018,
"expected_graduation_start": 2040
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 39,
"flags": [
{
"type": "skill_project_gap",
"detail": "26\/38 个声称技能在项目和摘要中均无体现: ['网络通信', 'RPC', 'Linux', '性能分析', '故障分析', '微服务架构', '插件化架构', '数据流架构']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2018年，经验8.0年，推算开始工作年份与预期毕业年份偏差0年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
}
],
"created_at": "2026-06-29T10:06:45.000000Z",
"resume": {
"id": 90,
"resource_id": 90,
"source_text_sha256": "2018b317a76e43426bdecfe6663c7cbb91e801ea3d08f693e071599ce4fd5f4c",
"candidate_name": "方毅",
"age": 32,
"phone": "15571194226",
"email": "15571194226@163.com",
"wechat": "",
"location": "武汉",
"highest_degree": "硕士",
"school": "哈尔滨工业大学",
"major": "仪器仪表工程",
"graduation_year": 2018,
"years_experience": 8,
"current_company": "武汉联影医疗科技有限公司",
"current_title": "高级软件工程师",
"skills_json": [
"网络通信",
"RPC",
"发布订阅",
"Linux",
"性能分析",
"故障分析",
"系统架构设计",
"微服务架构",
"插件化架构",
"数据流架构",
"事件驱动架构",
"软件工程",
"云原生",
"AI技术栈",
"前端技术栈",
"HTTP",
"Websocket",
"身份认证",
"网络安全",
"TCP",
"UDP",
"实时影像流",
"动态加载",
"Pipeline-Filter",
"后处理算法集成",
"Kubernetes",
"k8s",
"容器化编排",
"监控上报",
"配置中心",
"全链路压测",
"性能优化",
"分布式存储",
"纠删码",
"副本一致性",
"CAP",
"资源管理",
"负载均衡",
"Linux调试"
],
"summary": "方毅，硕士毕业于哈尔滨工业大学仪器仪表工程专业，2018年毕业，8年工作经验。曾在海康威视武汉研发中心、腾讯科技武汉有限公司从事后端开发，涉及分布式存储、私有云改造、容器化编排和性能优化。2022年6月至今在武汉联影医疗科技有限公司任高级软件工程师，参与通信中间件、网络安全、无线探头软件架构、插件化和图像后处理链路设计开发。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/35a90bdda9dc28ee_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/35a90bdda9dc28ee_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T08:03:54.000000Z",
"updated_at": "2026-06-29T08:03:54.000000Z",
"deleted_at": null
},
"screening": {
"id": 73,
"mysql_resume_id": 90,
"candidate_name": "方毅",
"age": 32,
"highest_degree": "硕士",
"school": "哈尔滨工业大学",
"years_experience": 8,
"location": "武汉",
"current_company": "武汉联影医疗科技有限公司",
"skills": [
"网络通信",
"RPC",
"发布订阅",
"Linux",
"性能分析",
"故障分析",
"微服务架构",
"插件化架构",
"数据流架构",
"事件驱动架构",
"软件工程",
"云原生",
"AI技术栈",
"前端技术栈",
"HTTP",
"Websocket",
"身份认证",
"网络安全",
"TCP",
"UDP",
"实时影像流",
"动态加载",
"Pipeline-Filter",
"后处理算法集成",
"Kubernetes"
],
"parse_quality_score": 100,
"parser_version": "resume-parser-v1.1+codex",
"llm_enhanced": true,
"check_education": {
"label": "学历",
"detail": "学历要求≥本科",
"matched": true,
"evidence": "硕士",
"severity": "must"
},
"check_experience": {
"label": "经验年限",
"detail": "要求≥3.0年，实际8.0年",
"matched": true,
"evidence": "8.0年",
"severity": "must"
},
"check_core_skill_linux": {
"label": "核心技能",
"detail": "核心技能：精通Linux开发环境",
"matched": false,
"evidence": "命中关键词(1\/5): linux",
"severity": "must"
},
"bonus_arm": {
"label": "加分项",
"detail": "加分项：ARM架构经验",
"matched": false,
"evidence": "未命中",
"severity": "bonus"
},
"bonus_image": {
"label": "加分项",
"detail": "加分项：图像处理\/计算机视觉",
"matched": true,
"evidence": "命中: 图像",
"severity": "bonus"
},
"bonus_driver": {
"label": "加分项",
"detail": "加分项：驱动开发经验",
"matched": false,
"evidence": "未命中",
"severity": "bonus"
},
"redline_education": "pass",
"redline_experience": "pass",
"redline_linux": "weak",
"redline_location": "risk",
"redline_single_day_off": "pending_interview",
"match_score": 36,
"hard_all_pass": false,
"bonus_hit_count": 1,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "26\/38 个声称技能在项目和摘要中均无体现: ['网络通信', 'RPC', 'Linux', '性能分析', '故障分析', '微服务架构', '插件化架构', '数据流架构']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2018年，经验8.0年，推算开始工作年份与预期毕业年份偏差0年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
}
],
"is_noise": false,
"education_timeline": {
"gap_years": 0,
"timeline_ok": true,
"graduation_year": 2018,
"years_experience": 8,
"estimated_work_start": 2018,
"expected_graduation_start": 2040
},
"overall_consistency": 39,
"skill_contradictions": [],
"field_completeness_pct": 100,
"skill_project_consistency": {
"noisy_skills": [
"系统架构设计"
],
"claimed_skills": [
"网络通信",
"RPC",
"发布订阅",
"Linux",
"性能分析",
"故障分析",
"微服务架构",
"插件化架构",
"数据流架构",
"事件驱动架构",
"软件工程",
"云原生",
"AI技术栈",
"前端技术栈",
"HTTP",
"Websocket",
"身份认证",
"网络安全",
"TCP",
"UDP",
"实时影像流",
"动态加载",
"Pipeline-Filter",
"后处理算法集成",
"Kubernetes"
],
"consistency_score": 39,
"skills_in_summary_only": [
"软件工程"
],
"skills_without_evidence": [
"网络通信",
"RPC",
"Linux",
"性能分析",
"故障分析",
"微服务架构",
"插件化架构",
"数据流架构",
"事件驱动架构",
"云原生",
"AI技术栈",
"前端技术栈",
"HTTP",
"Websocket",
"身份认证"
],
"skills_verified_in_projects": [
"性能优化",
"发布订阅",
"容器化编排",
"配置中心",
"监控上报",
"分布式存储",
"动态加载",
"网络安全",
"RPC",
"实时影像流",
"全链路压测",
"UDP",
"TCP",
"纠删码"
]
}
},
"screening_verdict": "pending",
"screening_summary": "存在硬性条件不满足或边界情况，需周总决策",
"pushed_to_feishu": false,
"feishu_message_id": "",
"created_at": "2026-06-29T10:06:45.000000Z",
"updated_at": "2026-06-29T10:43:14.000000Z",
"overall_score": "{\"composite\": 69.1, \"stability\": 67, \"pace_match\": 61, \"tech_power\": 72, \"salary_match\": 74, \"communication\": 75, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"pace_concern\", \"detail\": \"节奏匹配度偏低(评分61\/100)\", \"severity\": \"medium\"}, {\"type\": \"salary_slightly_over\", \"detail\": \"薪资略超预算(匹配度74\/100)\", \"severity\": \"medium\"}]",
"recommended_action": "pending",
"score_breakdown": "{\"stability\": {\"score\": 67, \"weight\": 0.25, \"rationale\": \"基于8.0年经验 + 公司判断 + 离职信号\", \"confidence\": \"medium\", \"confidence_note\": \"真正稳定性需面试确认职业规划和跳槽原因\"}, \"pace_match\": {\"score\": 61, \"weight\": 0.2, \"rationale\": \"地点: 武汉 + 普通 + 8.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 72, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 8.0年\", \"Linux: 弱\", \"加分: 1\/3\", \"交叉验证一致性: 39%\"], \"rationale\": \"硬性条件匹配 + 经验8.0年 + 14个项目 + 一致性39%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 74, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据8.0年经验+学校+公司+城市推断\", \"confidence\": \"low\"}, \"communication\": {\"score\": 75, \"weight\": 0.05, \"rationale\": \"基于简历文本完整度和结构化程度的代理评估，非真实沟通能力\", \"confidence\": \"low\", \"confidence_note\": \"无法从简历评估真实沟通能力，需技术面验证\"}}"
}
}