交叉验证
#44
范
范伟
学历-经验时间线
gap_years
1
timeline_ok
是
graduation_year
2017
years_experience
8
estimated_work_start
2018
expected_graduation_start
2039
技能-项目一致性
得分
42
声称技能 (25)
C++
嵌入式开发
Qt5
Qt6
Move to Thread
多线程开发
QML
Qt动画粒子
Qt Creator组件
Qt模型开发
OpenCV
EmguCV
图像处理
ESP
ARM M系列
Google Test
性能测试
CI
DI
单元测试
性能分析
RK3328
YOLO10
ARM64
iTOF 3D相机
项目中验证 (4)
WPF
WinForm
FreeRTOS
HALCON
仅在摘要中 (10)
C++
嵌入式开发
QML
OpenCV
EmguCV
图像处理
Google Test
Buildroot
FreeRTOS
HALCON
无证据 (15)
Qt5
Qt6
Move to Thread
多线程开发
Qt动画粒子
Qt Creator组件
Qt模型开发
ESP
ARM M系列
性能测试
CI
DI
单元测试
性能分析
RK3328
矛盾/可疑信号
skill_project_gap
high
27/40 个声称技能在项目和摘要中均无体现: ['Qt5', 'Qt6', 'Move to Thread', '多线程开发', 'Qt动画粒子', 'Qt Creator组件', 'Qt模型开发', 'ESP']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2017年，经验8.0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
完整原始数据
{
"id": 44,
"mysql_resume_id": 100,
"screening_id": 44,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C++",
"嵌入式开发",
"Qt5",
"Qt6",
"Move to Thread",
"多线程开发",
"QML",
"Qt动画粒子",
"Qt Creator组件",
"Qt模型开发",
"OpenCV",
"EmguCV",
"图像处理",
"ESP",
"ARM M系列",
"Google Test",
"性能测试",
"CI",
"DI",
"单元测试",
"性能分析",
"RK3328",
"YOLO10",
"ARM64",
"iTOF 3D相机"
],
"consistency_score": 42,
"skills_in_summary_only": [
"C++",
"嵌入式开发",
"QML",
"OpenCV",
"EmguCV",
"图像处理",
"Google Test",
"Buildroot",
"FreeRTOS",
"HALCON"
],
"skills_without_evidence": [
"Qt5",
"Qt6",
"Move to Thread",
"多线程开发",
"Qt动画粒子",
"Qt Creator组件",
"Qt模型开发",
"ESP",
"ARM M系列",
"性能测试",
"CI",
"DI",
"单元测试",
"性能分析",
"RK3328"
],
"skills_verified_in_projects": [
"WPF",
"WinForm",
"FreeRTOS",
"HALCON"
]
},
"education_timeline": {
"gap_years": 1,
"timeline_ok": true,
"graduation_year": 2017,
"years_experience": 8,
"estimated_work_start": 2018,
"expected_graduation_start": 2039
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 42,
"flags": [
{
"type": "skill_project_gap",
"detail": "27\/40 个声称技能在项目和摘要中均无体现: ['Qt5', 'Qt6', 'Move to Thread', '多线程开发', 'Qt动画粒子', 'Qt Creator组件', 'Qt模型开发', 'ESP']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2017年，经验8.0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"
}
],
"created_at": "2026-06-29T10:06:30.000000Z",
"resume": {
"id": 100,
"resource_id": 100,
"source_text_sha256": "0d39af6a92512a765a5f782080383cb3d46e067548d337cbd16f81c88ce6b8ea",
"candidate_name": "范伟",
"age": null,
"phone": "16605535472",
"email": "2114623343@qq.com",
"wechat": "",
"location": "",
"highest_degree": "本科",
"school": "安徽大学",
"major": "应用物理",
"graduation_year": 2017,
"years_experience": 8,
"current_company": "上海斯凯恩动力科技有限公司",
"current_title": "嵌入式开发",
"skills_json": [
"C++",
"嵌入式开发",
"Qt5",
"Qt6",
"Move to Thread",
"多线程开发",
"QML",
"Qt动画粒子",
"Qt Creator组件",
"Qt模型开发",
"OpenCV",
"EmguCV",
"图像处理",
"ESP",
"ARM M系列",
"Google Test",
"性能测试",
"CI",
"DI",
"单元测试",
"性能分析",
"RK3328",
"YOLO10",
"ARM64",
"iTOF 3D相机",
"RK1126",
"BSP",
"IIC",
"UART",
"设备树",
"NPU",
"Buildroot",
"FreeRTOS",
"驱动程序开发",
"HALCON",
"WPF",
"WinForm",
"MFC",
"C#",
"NDIS"
],
"summary": "范伟，本科学历，2013-2017年就读于安徽大学应用物理专业，约8年工作经验，求职意向为C++软件工程师、嵌入式方向。曾在上海斯凯恩动力科技有限公司、安徽中科鑫康科技有限公司、南京品兴科技有限公司、深圳市斯普瑞机器人有限公司从事嵌入式开发、3D\/2D相机开发、机器视觉、图像处理、SDK二次开发、驱动和系统开发等工作。技能涉及Qt、QML、OpenCV、EmguCV、ARM、FreeRTOS、Buildroot、Google Test、HALCON、WPF、WinForm、C#、通信协议和机器视觉算法。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/d7a0af0384616831_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/d7a0af0384616831_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T08:13:42.000000Z",
"updated_at": "2026-06-29T08:13:42.000000Z",
"deleted_at": null
},
"screening": {
"id": 44,
"mysql_resume_id": 100,
"candidate_name": "范伟",
"age": null,
"highest_degree": "本科",
"school": "安徽大学",
"years_experience": 8,
"location": "",
"current_company": "上海斯凯恩动力科技有限公司",
"skills": [
"C++",
"嵌入式开发",
"Qt5",
"Qt6",
"Move to Thread",
"多线程开发",
"QML",
"Qt动画粒子",
"Qt Creator组件",
"Qt模型开发",
"OpenCV",
"EmguCV",
"图像处理",
"ESP",
"ARM M系列",
"Google Test",
"性能测试",
"CI",
"DI",
"单元测试",
"性能分析",
"RK3328",
"YOLO10",
"ARM64",
"iTOF 3D相机"
],
"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": "未找到相关关键词",
"severity": "must"
},
"bonus_arm": {
"label": "加分项",
"detail": "加分项：ARM架构经验",
"matched": true,
"evidence": "命中: arm, 嵌入式",
"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, opencv, 图像",
"severity": "bonus"
},
"bonus_driver": {
"label": "加分项",
"detail": "加分项：驱动开发经验",
"matched": true,
"evidence": "命中: 驱动",
"severity": "bonus"
},
"redline_education": "pass",
"redline_experience": "pass",
"redline_linux": "weak",
"redline_location": "unknown",
"redline_single_day_off": "pending_interview",
"match_score": 56,
"hard_all_pass": false,
"bonus_hit_count": 3,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "27\/40 个声称技能在项目和摘要中均无体现: ['Qt5', 'Qt6', 'Move to Thread', '多线程开发', 'Qt动画粒子', 'Qt Creator组件', 'Qt模型开发', 'ESP']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2017年，经验8.0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"
}
],
"is_noise": false,
"education_timeline": {
"gap_years": 1,
"timeline_ok": true,
"graduation_year": 2017,
"years_experience": 8,
"estimated_work_start": 2018,
"expected_graduation_start": 2039
},
"overall_consistency": 42,
"skill_contradictions": [],
"field_completeness_pct": 80,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C++",
"嵌入式开发",
"Qt5",
"Qt6",
"Move to Thread",
"多线程开发",
"QML",
"Qt动画粒子",
"Qt Creator组件",
"Qt模型开发",
"OpenCV",
"EmguCV",
"图像处理",
"ESP",
"ARM M系列",
"Google Test",
"性能测试",
"CI",
"DI",
"单元测试",
"性能分析",
"RK3328",
"YOLO10",
"ARM64",
"iTOF 3D相机"
],
"consistency_score": 42,
"skills_in_summary_only": [
"C++",
"嵌入式开发",
"QML",
"OpenCV",
"EmguCV",
"图像处理",
"Google Test",
"Buildroot",
"FreeRTOS",
"HALCON"
],
"skills_without_evidence": [
"Qt5",
"Qt6",
"Move to Thread",
"多线程开发",
"Qt动画粒子",
"Qt Creator组件",
"Qt模型开发",
"ESP",
"ARM M系列",
"性能测试",
"CI",
"DI",
"单元测试",
"性能分析",
"RK3328"
],
"skills_verified_in_projects": [
"WPF",
"WinForm",
"FreeRTOS",
"HALCON"
]
}
},
"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": "2026-06-29T10:06:30.000000Z",
"updated_at": "2026-06-29T10:42:59.000000Z",
"overall_score": "{\"composite\": 72.6, \"stability\": 67, \"pace_match\": 71, \"tech_power\": 77, \"salary_match\": 74, \"communication\": 75, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"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\": 71, \"weight\": 0.2, \"rationale\": \"地点: 未知 + 普通 + 8.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 77, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 8.0年\", \"Linux: 弱\", \"加分: 3\/3\", \"交叉验证一致性: 42%\"], \"rationale\": \"硬性条件匹配 + 经验8.0年 + 4个项目 + 一致性42%\", \"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\"}}"
}
}