交叉验证
#39
联
联系
学历-经验时间线
gap_years
1
timeline_ok
是
graduation_year
2018
years_experience
7
estimated_work_start
2019
expected_graduation_start
2040
技能-项目一致性
得分
56
声称技能 (25)
QT框架
C++
协议开发
Windows
Linux
Qt
MFC
C
C++语言
网络协议
跨平台开发
界面开发
网络编程
TCP
IP
Socket编程
Python脚本
UDP
智能相机
Arm
工业相机
编译
脚本语言
图像处理
数据存储
项目中验证 (3)
工业相机
跨平台开发
智能相机
仅在摘要中 (10)
C++
协议开发
Windows
Linux
Qt
MFC
C
TCP
IP
UDP
无证据 (15)
QT框架
C++语言
网络协议
界面开发
网络编程
Socket编程
Python脚本
编译
脚本语言
数据存储
Shell脚本
参数配置
音视频
功能开发
客户端软件
矛盾/可疑信号
skill_project_gap
high
16/37 个声称技能在项目和摘要中均无体现: ['QT框架', 'C++语言', '网络协议', '界面开发', '网络编程', 'Socket编程', 'Python脚本', '编译']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2018年，经验7.0年，推算开始工作年份与预期毕业年份偏差1年
建议：核实是否有中断、转行或教育经历不完整
skill_platform_contradiction
high
技能/项目经历中平台技术栈与岗位Linux要求不匹配
建议：需面试确认是否有 Linux 经验
技能水平矛盾
Linux
medium
声称：技能列表中声称
证据：项目经历中没有提及 Linux 相关开发
完整原始数据
{
"id": 39,
"mysql_resume_id": 60,
"screening_id": 39,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"QT框架",
"C++",
"协议开发",
"Windows",
"Linux",
"Qt",
"MFC",
"C",
"C++语言",
"网络协议",
"跨平台开发",
"界面开发",
"网络编程",
"TCP",
"IP",
"Socket编程",
"Python脚本",
"UDP",
"智能相机",
"Arm",
"工业相机",
"编译",
"脚本语言",
"图像处理",
"数据存储"
],
"consistency_score": 56,
"skills_in_summary_only": [
"C++",
"协议开发",
"Windows",
"Linux",
"Qt",
"MFC",
"C",
"TCP",
"IP",
"UDP"
],
"skills_without_evidence": [
"QT框架",
"C++语言",
"网络协议",
"界面开发",
"网络编程",
"Socket编程",
"Python脚本",
"编译",
"脚本语言",
"数据存储",
"Shell脚本",
"参数配置",
"音视频",
"功能开发",
"客户端软件"
],
"skills_verified_in_projects": [
"工业相机",
"跨平台开发",
"智能相机"
]
},
"education_timeline": {
"gap_years": 1,
"timeline_ok": true,
"graduation_year": 2018,
"years_experience": 7,
"estimated_work_start": 2019,
"expected_graduation_start": 2040
},
"salary_location_check": null,
"skill_level_contradictions": [
{
"skill": "Linux",
"claimed": "技能列表中声称",
"project_evidence": "项目经历中没有提及 Linux 相关开发",
"contradiction_severity": "medium"
}
],
"overall_consistency": 56,
"flags": [
{
"type": "skill_project_gap",
"detail": "16\/37 个声称技能在项目和摘要中均无体现: ['QT框架', 'C++语言', '网络协议', '界面开发', '网络编程', 'Socket编程', 'Python脚本', '编译']",
"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7.0年，推算开始工作年份与预期毕业年份偏差1年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
},
{
"type": "skill_platform_contradiction",
"detail": "技能\/项目经历中平台技术栈与岗位Linux要求不匹配",
"severity": "high",
"suggested_check": "需面试确认是否有 Linux 经验"
}
],
"created_at": "2026-06-29T10:06:27.000000Z",
"resume": {
"id": 60,
"resource_id": 60,
"source_text_sha256": "8f83e666055d93408444d34656a8180b4ecc8f2d009f7e74bd7d2f30e43e21ef",
"target_role": "C++",
"candidate_name": "联系",
"age": null,
"phone": "",
"email": "",
"wechat": "",
"location": "陕西省-西安",
"highest_degree": "本科",
"school": "西安建筑科技大学",
"major": "冶金工程",
"graduation_year": 2018,
"years_experience": 7,
"current_company": "海康机器人股份有限公司",
"current_title": "c\/c++软件工程师",
"skills_json": [
"QT框架",
"C++",
"协议开发",
"Windows",
"Linux",
"Qt",
"MFC",
"C",
"C++语言",
"网络协议",
"跨平台开发",
"界面开发",
"网络编程",
"TCP",
"IP",
"Socket编程",
"Python脚本",
"UDP",
"智能相机",
"Arm",
"工业相机",
"编译",
"脚本语言",
"图像处理",
"数据存储",
"STL",
"D3D",
"Shell脚本",
"图像采集",
"参数配置",
"音视频",
"软件工程",
"数据传输",
"功能开发",
"客户端软件",
"机器视觉产品",
"FTP"
],
"summary": "候选人男，现居西安，2018年本科毕业于西安建筑科技大学冶金工程专业。2018.07至2025.03从事c\/c++软件工程师工作，经历包括西安软通动力、中软国际、海康机器人，主要涉及工业相机、智能相机、视频会议SDK协议开发、跨平台开发、图像采集、数据传输、Qt客户端界面、客户二次开发支持等。技能包含C\/C++、STL、Linux、Windows、Arm、Qt\/MFC、TCP\/IP、UDP、FTP、Socket、Shell、Python、D3D、图像处理等。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/5b464fbebf1c6fd2_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/5b464fbebf1c6fd2_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T07:21:11.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 39,
"mysql_resume_id": 60,
"candidate_name": "联系",
"age": null,
"highest_degree": "本科",
"school": "西安建筑科技大学",
"years_experience": 7,
"location": "陕西省-西安",
"current_company": "海康机器人股份有限公司",
"skills": [
"QT框架",
"C++",
"协议开发",
"Windows",
"Linux",
"Qt",
"MFC",
"C",
"C++语言",
"网络协议",
"跨平台开发",
"界面开发",
"网络编程",
"TCP",
"IP",
"Socket编程",
"Python脚本",
"UDP",
"智能相机",
"Arm",
"工业相机",
"编译",
"脚本语言",
"图像处理",
"数据存储"
],
"parse_quality_score": 80,
"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": "本科",
"severity": "must"
},
"check_experience": {
"label": "经验年限",
"detail": "要求≥3.0年，实际7.0年",
"matched": true,
"evidence": "7.0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": true,
"evidence": "命中: arm",
"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: 图像处理, 图像, 视频",
"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": 66,
"hard_all_pass": false,
"bonus_hit_count": 2,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "16\/37 个声称技能在项目和摘要中均无体现: ['QT框架', 'C++语言', '网络协议', '界面开发', '网络编程', 'Socket编程', 'Python脚本', '编译']",
"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7.0年，推算开始工作年份与预期毕业年份偏差1年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
},
{
"type": "skill_platform_contradiction",
"detail": "技能\/项目经历中平台技术栈与岗位Linux要求不匹配",
"severity": "high",
"suggested_check": "需面试确认是否有 Linux 经验"
}
],
"is_noise": false,
"education_timeline": {
"gap_years": 1,
"timeline_ok": true,
"graduation_year": 2018,
"years_experience": 7,
"estimated_work_start": 2019,
"expected_graduation_start": 2040
},
"overall_consistency": 56,
"skill_contradictions": [
{
"skill": "Linux",
"claimed": "技能列表中声称",
"project_evidence": "项目经历中没有提及 Linux 相关开发",
"contradiction_severity": "medium"
}
],
"field_completeness_pct": 80,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"QT框架",
"C++",
"协议开发",
"Windows",
"Linux",
"Qt",
"MFC",
"C",
"C++语言",
"网络协议",
"跨平台开发",
"界面开发",
"网络编程",
"TCP",
"IP",
"Socket编程",
"Python脚本",
"UDP",
"智能相机",
"Arm",
"工业相机",
"编译",
"脚本语言",
"图像处理",
"数据存储"
],
"consistency_score": 56,
"skills_in_summary_only": [
"C++",
"协议开发",
"Windows",
"Linux",
"Qt",
"MFC",
"C",
"TCP",
"IP",
"UDP"
],
"skills_without_evidence": [
"QT框架",
"C++语言",
"网络协议",
"界面开发",
"网络编程",
"Socket编程",
"Python脚本",
"编译",
"脚本语言",
"数据存储",
"Shell脚本",
"参数配置",
"音视频",
"功能开发",
"客户端软件"
],
"skills_verified_in_projects": [
"工业相机",
"跨平台开发",
"智能相机"
]
}
},
"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": "2026-06-29T10:06:27.000000Z",
"updated_at": "2026-06-29T10:42:57.000000Z",
"overall_score": "{\"composite\": 73.2, \"stability\": 72, \"pace_match\": 68, \"tech_power\": 80, \"salary_match\": 69, \"communication\": 75, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"salary_slightly_over\", \"detail\": \"薪资略超预算(匹配度69\/100)\", \"severity\": \"medium\"}]",
"recommended_action": "pending",
"score_breakdown": "{\"stability\": {\"score\": 72, \"weight\": 0.25, \"rationale\": \"基于7.0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\": 68, \"weight\": 0.2, \"rationale\": \"地点: 陕西省-西安 + 大厂 + 7.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 80, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 7.0年\", \"Linux: 弱\", \"加分: 2\/3\", \"交叉验证一致性: 56%\"], \"rationale\": \"硬性条件匹配 + 经验7.0年 + 3个项目 + 一致性56%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 69, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据7.0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\"}}"
}
}