交叉验证
#58
徐
徐浩
学历-经验时间线
gap_years
2
timeline_ok
是
graduation_year
2009
years_experience
15
estimated_work_start
2011
expected_graduation_start
2031
技能-项目一致性
得分
40
声称技能 (25)
C
C++
C++11
C++14
C++17
嵌入式开发
软件后台开发
服务器开发
面向对象设计
设计模式
软件调试
性能优化
传统图像处理算法
OpenCV
深度学习模型工程落地
QT6
软件项目开发流程
小型开发团队管理
异步多线程
流控设计
内存管理
JSON
DAG拓扑调度
GPU资源监控
动态batch
项目中验证 (4)
进程间通信
C
ZeroMQ
LTE
仅在摘要中 (10)
C
C++
嵌入式开发
面向对象设计
设计模式
软件调试
性能优化
传统图像处理算法
OpenCV
深度学习模型工程落地
无证据 (15)
C++11
C++14
C++17
软件后台开发
服务器开发
软件项目开发流程
小型开发团队管理
异步多线程
流控设计
内存管理
JSON
DAG拓扑调度
GPU资源监控
动态batch
内存池
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: ['C++11', 'C++14', 'C++17', '软件后台开发', '服务器开发', '软件项目开发流程', '小型开发团队管理', '异步多线程']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2009年，经验15.0年，推算开始工作年份与预期毕业年份偏差2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": 58,
"mysql_resume_id": 61,
"screening_id": 58,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C",
"C++",
"C++11",
"C++14",
"C++17",
"嵌入式开发",
"软件后台开发",
"服务器开发",
"面向对象设计",
"设计模式",
"软件调试",
"性能优化",
"传统图像处理算法",
"OpenCV",
"深度学习模型工程落地",
"QT6",
"软件项目开发流程",
"小型开发团队管理",
"异步多线程",
"流控设计",
"内存管理",
"JSON",
"DAG拓扑调度",
"GPU资源监控",
"动态batch"
],
"consistency_score": 40,
"skills_in_summary_only": [
"C",
"C++",
"嵌入式开发",
"面向对象设计",
"设计模式",
"软件调试",
"性能优化",
"传统图像处理算法",
"OpenCV",
"深度学习模型工程落地"
],
"skills_without_evidence": [
"C++11",
"C++14",
"C++17",
"软件后台开发",
"服务器开发",
"软件项目开发流程",
"小型开发团队管理",
"异步多线程",
"流控设计",
"内存管理",
"JSON",
"DAG拓扑调度",
"GPU资源监控",
"动态batch",
"内存池"
],
"skills_verified_in_projects": [
"进程间通信",
"C",
"ZeroMQ",
"LTE"
]
},
"education_timeline": {
"gap_years": 2,
"timeline_ok": true,
"graduation_year": 2009,
"years_experience": 15,
"estimated_work_start": 2011,
"expected_graduation_start": 2031
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 40,
"flags": [
{
"type": "skill_project_gap",
"detail": "27\/40 个声称技能在项目和摘要中均无体现: ['C++11', 'C++14', 'C++17', '软件后台开发', '服务器开发', '软件项目开发流程', '小型开发团队管理', '异步多线程']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2009年，经验15.0年，推算开始工作年份与预期毕业年份偏差2年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
}
],
"created_at": "2026-06-29T10:06:36.000000Z",
"resume": {
"id": 61,
"resource_id": 61,
"source_text_sha256": "f4f59d74d580d615b3f272a9eb2fea187630593facdda8093d4b09fb5d632e0a",
"target_role": "C++",
"candidate_name": "徐浩",
"age": null,
"phone": "189-6251-4979",
"email": "xuhao916@gmail.com",
"wechat": "",
"location": "",
"highest_degree": "硕士",
"school": "中南大学",
"major": "计算机应用",
"graduation_year": 2009,
"years_experience": 15,
"current_company": "",
"current_title": "计算引擎工程师",
"skills_json": [
"C",
"C++",
"C++11",
"C++14",
"C++17",
"嵌入式开发",
"软件后台开发",
"服务器开发",
"面向对象设计",
"设计模式",
"软件调试",
"性能优化",
"传统图像处理算法",
"OpenCV",
"深度学习模型工程落地",
"QT6",
"软件项目开发流程",
"小型开发团队管理",
"异步多线程",
"流控设计",
"内存管理",
"JSON",
"DAG拓扑调度",
"GPU资源监控",
"动态batch",
"内存池",
"JAVA",
"ZMQ",
"ZeroMQ",
"进程间通信",
"数据协议",
"抽象工厂模式",
"适配器模式",
"异步流水线",
"华为Hi3559",
"华为Hi3516",
"华为Hi3519",
"IVE",
"3GPP通信协议",
"LTE"
],
"summary": "徐浩，硕士学历，2002-2009年就读中南大学计算机应用专业，工作年限15年。具备十多年C\/C++软件后台服务器和嵌入式开发经验，熟悉面向对象设计、设计模式、软件调试和性能优化，熟悉传统图像处理算法、OpenCV、QT6及深度学习模型工程落地。曾任计算引擎工程师、嵌入式协议软件工程师、软件协议栈工程师，参与视觉结构化流水线、智能抓拍机接入、边缘侧算法SDK、LTE协议栈等项目。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/c80efef244d30961_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/c80efef244d30961_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T07:22:07.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 58,
"mysql_resume_id": 61,
"candidate_name": "徐浩",
"age": null,
"highest_degree": "硕士",
"school": "中南大学",
"years_experience": 15,
"location": "",
"current_company": "",
"skills": [
"C",
"C++",
"C++11",
"C++14",
"C++17",
"嵌入式开发",
"软件后台开发",
"服务器开发",
"面向对象设计",
"设计模式",
"软件调试",
"性能优化",
"传统图像处理算法",
"OpenCV",
"深度学习模型工程落地",
"QT6",
"软件项目开发流程",
"小型开发团队管理",
"异步多线程",
"流控设计",
"内存管理",
"JSON",
"DAG拓扑调度",
"GPU资源监控",
"动态batch"
],
"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": "硕士",
"severity": "must"
},
"check_experience": {
"label": "经验年限",
"detail": "要求≥3.0年，实际15.0年",
"matched": true,
"evidence": "15.0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: 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": false,
"evidence": "未命中",
"severity": "bonus"
},
"redline_education": "pass",
"redline_experience": "pass",
"redline_linux": "weak",
"redline_location": "unknown",
"redline_single_day_off": "pending_interview",
"match_score": 46,
"hard_all_pass": false,
"bonus_hit_count": 2,
"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: ['C++11', 'C++14', 'C++17', '软件后台开发', '服务器开发', '软件项目开发流程', '小型开发团队管理', '异步多线程']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2009年，经验15.0年，推算开始工作年份与预期毕业年份偏差2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": 2,
"timeline_ok": true,
"graduation_year": 2009,
"years_experience": 15,
"estimated_work_start": 2011,
"expected_graduation_start": 2031
},
"overall_consistency": 40,
"skill_contradictions": [],
"field_completeness_pct": 80,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C",
"C++",
"C++11",
"C++14",
"C++17",
"嵌入式开发",
"软件后台开发",
"服务器开发",
"面向对象设计",
"设计模式",
"软件调试",
"性能优化",
"传统图像处理算法",
"OpenCV",
"深度学习模型工程落地",
"QT6",
"软件项目开发流程",
"小型开发团队管理",
"异步多线程",
"流控设计",
"内存管理",
"JSON",
"DAG拓扑调度",
"GPU资源监控",
"动态batch"
],
"consistency_score": 40,
"skills_in_summary_only": [
"C",
"C++",
"嵌入式开发",
"面向对象设计",
"设计模式",
"软件调试",
"性能优化",
"传统图像处理算法",
"OpenCV",
"深度学习模型工程落地"
],
"skills_without_evidence": [
"C++11",
"C++14",
"C++17",
"软件后台开发",
"服务器开发",
"软件项目开发流程",
"小型开发团队管理",
"异步多线程",
"流控设计",
"内存管理",
"JSON",
"DAG拓扑调度",
"GPU资源监控",
"动态batch",
"内存池"
],
"skills_verified_in_projects": [
"进程间通信",
"C",
"ZeroMQ",
"LTE"
]
}
},
"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": "2026-06-29T10:06:36.000000Z",
"updated_at": "2026-06-29T10:43:09.000000Z",
"overall_score": "{\"composite\": 70.1, \"stability\": 77, \"pace_match\": 58, \"tech_power\": 77, \"salary_match\": 62, \"communication\": 75, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"pace_concern\", \"detail\": \"节奏匹配度偏低(评分58\/100)\", \"severity\": \"medium\"}, {\"type\": \"salary_slightly_over\", \"detail\": \"薪资略超预算(匹配度62\/100)\", \"severity\": \"medium\"}]",
"recommended_action": "pending",
"score_breakdown": "{\"stability\": {\"score\": 77, \"weight\": 0.25, \"rationale\": \"基于15.0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\": 58, \"weight\": 0.2, \"rationale\": \"地点: 未知 + 普通 + 15.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 77, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 15.0年\", \"Linux: 弱\", \"加分: 2\/3\", \"交叉验证一致性: 40%\"], \"rationale\": \"硬性条件匹配 + 经验15.0年 + 4个项目 + 一致性40%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 62, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据15.0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\"}}"
}
}