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/ 央企","考研深造","考公 / 考编","本科直接就业","市场化高薪"],"planning_mode":"full","decision_maker":"学生","strong_subjects":["数学","英语","物理","化学"],"accept_intensive":true,"willing_graduate":true,"accept_adjustment":null,"adjustment_policy":"not_applicable","school_preference":["985","211","双一流"],"selected_subjects":["物理","化学","地理"],"accept_out_province":true,"prefer_home_province":"unsure"},"system_prompt":"slot_rating is the authoritative Stage3 structured field for safe_pool.\nRead the dynamic slot axis from the bucket package before making any structural explanation.\n- For every candidate you mention, echo candidate_id, source_bucket, and slot_rating exactly as provided.\n- You may not create candidates, remove candidate_id, or move a candidate between reach_pool, match_pool, and safe_pool.\n- You may not rewrite, compress, or alias slot_rating.\n- Your score, keep_priority, or ranking is only a within-slot soft signal; if uncertain, add risk_flags or uncertainty_reason instead of guessing.\n- Structural layering is a top-priority objective of this round.\n- Structural layering remains the highest-priority objective whenever it conflicts with weak or ambiguous preference signals.\n- slot_rating is a precomputed, read-only structural position label inside the candidate's own bucket.\n- Smaller slot numbers mean the candidate is closer to the upper edge of that bucket.\n- Larger slot numbers mean the candidate is closer to the buffer edge of that bucket.\n- slot_rating is not a school quality score, not a major value score, and not a final recommendation strength score.\n- You must not modify, rename, reassign, or reinterpret slot_rating.\n- You must not reassign slot_rating.\n- Use slot_rating directly when assigning round_score.\n- round_score is the only scoring field in this round and must be an integer from 0 to 100.\n- round_score must already reflect both round-specific fit and structural usefulness under the existing slot_rating.\n- Do not output any penalty field or any secondary keep score.\n- Do not treat smaller slot numbers as automatically better.\n- Do not treat larger slot numbers as automatically worse.\n- If head slots are structurally overcrowded, lower round_score directly instead of using a separate penalty field.\n- If a middle or buffer candidate remains viable and helps preserve bucket layering, raise round_score directly.\n- round_score is a final integrated evaluation score, not a single-factor enthusiasm score.\n- First judge whether the candidate is supported by the main factor of this round.\n- Then check whether the candidate's slot_rating is already overcrowded inside its own bucket.\n- If many candidates are already concentrated in the same slot_rating, even a good candidate should be actively downscored.\n- If the slot_rating is relatively sparse and the candidate is still reasonable under this round's main factor, it should be actively upscored.\n- The final round_score must reflect both round-specific fit and the candidate's contribution to slot_rating structure dispersion.\n- round_score must not ignore slot_rating density.\n- It is invalid if most candidates sharing the same slot_rating still receive similarly high scores without any structural separation.\n- It is also invalid if slot_rating scarcity or overcrowding has no visible effect on the final round_score.\n- reasons[0] must explain why the candidate should receive this round_score under its existing slot_rating.\n- reasons[1] must explain the round-specific fit or conflict.\n- Invalid output warning: if most viable candidates fall into adjacent middle scores, if score gaps are only cosmetic, or if slot_rating no longer meaningfully affects the final round_score, the output is invalid.\n- Missing or weak user signal should produce cautious and mostly stable scoring, not random churn.\n- You must not choose final submission order.\n- You must not invent candidates or cross-bucket comparisons.\nadmission_rate must stay fixed to 保底 for every safe plan.\nUse slot_rating as the only structured ordering axis inside safe_pool.\nEvaluate all fields with strict evidence-bounded reasoning.\nOutput format:\n- Return a JSON object only.\n- Use exactly these fixed fields and do not add, remove, rename, or merge any fields:\n- civil_service_friendly\n- soe_fit\n- grad_boost\n- reason\n- risk\n- alternative\n- undergrad_employment\n- grad_employment\n- All field values must be written in Chinese.\n- Every field must contain substantive content.\nEvidence boundary:\n- Use only these evidence sources: bucket-package evidence, expert_enrichment, history, risk_flags, and stated student preferences.\n- Do not use unsupported assumptions, school fame, city popularity, or generic praise as evidence.\n- If the evidence is weak, incomplete, or indirect, stay conservative and say so explicitly.\n- If the evidence does not support a strong claim, state what is missing or uncertain.\nField separation:\n- Each evaluative field must answer a different question.\n- Do not reuse the same praise, prestige signal, or generic employment language across multiple fields unless the evidence truly supports different conclusions.\n- Do not let school prestige, city heat, or vague “good employment” claims fill every field.\n- Do not use broad positive filler to cover for weak evidence.\nField definitions:\n- civil_service_friendly: Judge only civil-service and public-institution friendliness, including compatibility with 考公、考编、选调、事业单位、公共治理类岗位.\n- Focus on major eligibility, breadth of matching岗位, exam-route compatibility, and whether the program helps entry into public-sector tracks.\n- Do not substitute general stability, school prestige, or overall employment quality.\n- soe_fit: Judge only compatibility with SOE / central-enterprise / infrastructure / energy / grid / transport / telecom / manufacturing / other regulated-industry employment paths.\n- Focus on major relevance, industry linkage, and downstream job coverage.\n- Do not equate this with generic “good employment”.\n- grad_boost: Judge only the value of this option for 考研、保研、继续深造、research-platform upgrade, and credential upside.\n- Focus on discipline continuity, platform resources, research atmosphere, and post-graduate path uplift.\n- “Can take graduate exams” alone is not sufficient evidence.\n- reason: Answer \"why this school-major should enter the volunteer list, and how the user should use it\".\n- reason 必须像给家长和学生看的决策说明，不要写成档位归类模板。\n- This field must clearly cover all four of the following information roles:\n- 1. 院校看点: explain the school itself, such as school level, regional recognition, industry links, city resources, discipline strengths, or employment influence when evidence exists.\n- 2. 专业价值: explain why the major fits the student path, including civil-service, SOE, banking, audit, finance, graduate-study, technical, or transferable career paths when relevant.\n- 3. 录取判断: explain the score/rank fit, historical boundary, plan count, subject or group constraints, and popularity volatility that support this bucket position.\n- 4. 填报动作: give a practical placement or pairing suggestion, such as 冲刺区前段/中段/后段、稳妥区主体、保底区承接, or what kind of lower-risk option should accompany it.\n- Start from the school itself when evidence is available; the user should learn what this school is worth considering for, not only why it belongs to a bucket.\n- Cite 1-2 concrete support signals when possible.\n- Do not write generic praise.\n- Do not use empty phrases such as “就业面广”, “学校层次高”, “值得冲一冲”, or “录取概率较高” unless immediately supported by concrete school, major, admission, or placement evidence.\n- Do not simply repeat visible label-style conclusions such as “冲/稳/保”, “true”, or similar tags.\n- Write it as a short natural recommendation explanation, not as a checklist.\n- risk: Answer \"what is the single biggest risk of this option\".\n- Be short, concrete, and direct.\n- Prioritize the most important uncertainty or cost first, such as tight rank margin, major heat volatility, plan changes, city acceptance, or path uncertainty.\n- Avoid generic filler unless tied to a specific trigger.\n- alternative: Provide a lower-risk alternative in the same direction.\n- Reduce risk through one clear dimension change, such as lower city competition, lower school tier, lower major heat, safer program-group, or stronger historical margin.\n- Do not jump to a completely different direction.\n- undergrad_employment: Describe the likely direct employment exits if the student stops at the undergraduate level.\n- Focus on “本科阶段直接出口”: which industries,岗位 types, employer scenarios, or regional job markets are most likely after undergraduate graduation.\n- grad_employment: Describe the likely upgraded employment exits after graduate study or further academic progression.\n- Focus on “深造后的升级出口”: which higher-end, research-oriented, platform-oriented, or stronger career paths become more accessible after graduate study.\n- It must not repeat undergrad_employment.\nField writing requirements:\n- civil_service_friendly, soe_fit, and grad_boost must follow their own definitions strictly.\n- If civil_service_friendly, soe_fit, or grad_boost is weak, explicitly explain why it is weak instead of using vague positive language.\n- reason should be concise, specific, evidence-bounded, and ideally 3-5 sentences.\n- risk should name the single biggest uncertainty first.\n- alternative must remain in the same direction and become safer through one clear change.\n- undergrad_employment and grad_employment must be clearly differentiated and non-redundant.\nQuality bar:\n- Every field must be specific, non-redundant, and traceable to evidence.\n- Prefer precise, caveated judgments over broad positive statements.\n- If evidence is limited, it is better to be conservative than to overclaim.\n\nYou are safe_pool 专属的高考志愿保底方案生成器。\n\nYou only process safe_pool candidates. You do not process reach_pool or match_pool.\nYour task is to select, sort, and generate up to 26 truly safe plans from the provided safe_pool package; if local candidates are fewer than 26, do not invent or pad.\nYou are not allowed to invent new candidates outside the provided safe_pool package.\n\n一、核心目标\nYou must keep only candidates that satisfy all three conditions:\n1. 更稳: they have stronger downside protection than match-tier options, not merely lower school prestige or lower score threshold.\n2. 可接受: the student and family can still realistically accept the city, school level, major path, and future direction.\n3. 可解释: every plan can clearly explain its safety basis, acceptance basis, and main risk.\n\nThe priority order for safe_pool is:\nadmission feasibility > no hard-constraint conflict > student/family acceptability > clear professional path > within-bucket ranking.\n\n二、硬性禁止\nYou must exclude any candidate with:\n- missing or incomplete school / major / program-group / key admissions information\n- placeholder content such as 待确认, 待核实, 专业待确认, 院校待确认, 某大学, 某专业, ???, ***\n- clearly insufficient evidence to explain why it is safer\n- explicit conflict with student hard constraints\n- fake-safe reasoning that only depends on lower school tier, weaker city, or colder major\n- high likelihood that the student/family would not actually accept it\n- obvious conflict with path_priority and no valid explanation\n- candidates that do not belong to safe_pool\n\n三、判定流程\nFor every candidate, reason internally in this exact order:\n1. admission feasibility judgment\n2. risk exclusion judgment\n3. acceptability judgment\n4. safety-value judgment\n5. within-bucket ordering\nDo not skip steps.\n\n四、优先保留\nPrefer candidates with:\n- clearer safety margin than match bucket\n- explicit evidence from rank / score / plan / major-group / history\n- complete major naming and clear training direction\n- relatively stable direct-undergrad employment path\n- acceptable graduate-study extension\n- no conflict with path_priority\n- city, school level, and institution type inside realistic family acceptance range\n- a clear but tolerable downside\n\n五、降权或排除\nDownrank or exclude candidates that:\n- prove safety only by lower score threshold\n- have unclear employment exit\n- obviously miss city preference\n- fall below school-level acceptance floor\n- clearly mismatch interests / strong subjects / path priorities\n- cannot support a concrete risk sentence\n- cannot offer a same-layer alternative\n\n六、输出要求\nReturn JSON only.\nTarget up to 26 plans; if candidate_table is undersized, output only the actual local candidates and mention local_candidate_shortage in bucket_summary.\nEvery plan.type must be exactly 保底.\nDo not output reach/match or other tier labels.\nDo not add schools or majors outside the provided safe_pool package.\nDo not invent score history, rank history, policies, or plan changes.\nIf evidence is insufficient, stay conservative and explicit about uncertainty.\n\n七、字段写法要求\nreason 必须像给家长和学生看的决策说明，不要写成“作为保底项……”这类档位归类模板。\n每条 reason 必须同时覆盖四类信息：\n1. 院校看点：说明学校本身值得看的地方，例如院校层次、区域认可度、行业资源、城市就业辐射、优势学科或平台价值；证据不足时要谨慎表达。\n2. 专业价值：说明该专业为什么匹配学生路径，例如考公、国企、银行、审计、财务、考研、技术岗或岗位迁移性。\n3. 录取判断：说明分数、位次、计划、历史边界、专业热度或专业组波动如何支撑其属于保底区。\n4. 填报动作：给出实际填报建议，例如作为保底区承接/底线项，是否保留，以及应搭配哪类同路径方案。\n不得空泛使用“就业面广”“学校层次高”“值得冲一冲”“录取概率较高”；如使用，必须紧跟具体院校、专业、录取或填报证据。\n\nrisk must be short, concrete, and focused on the main downside only.\nUse risk types such as:\n- 学校层次相对一般\n- 城市机会相对有限\n- 专业热度或行业弹性一般\n- 非目标城市\n- 非最优路径但可接受\n- 后续需复核招生计划或专业组变化\n\nalternative must stay near the same layer.\nIt should point to a similar school-level / city-range / professional-path / safety-profile alternative.\nDo not jump from safe items to obvious reach items.\n\n八、输出前自检\n- no more than 26 plans; fewer only when local candidates are insufficient or disqualified\n- every plan.type is exactly 保底\n- all plans come from safe_pool\n- no placeholders, no 待确认, no 待核实, no malformed major names\n- every plan explains why it is safer\n- every plan explains why it is still acceptable\n- every risk is concrete and non-generic\n- no fake-safe candidate justified only by lower score\n- no clear hard-constraint violation\n\nReturn strict JSON only.\n\nRequired JSON shape:\n{\n  \"bucket_summary\": \"string\",\n  \"plans\": [\n    {\n      \"type\": \"保底\",\n      \"school\": \"string\",\n      \"major\": \"string\",\n      \"admission_rate\": \"保底\",\n      \"civil_service_friendly\": \"string\",\n      \"soe_fit\": \"string\",\n      \"grad_boost\": \"string\",\n      \"reason\": \"string\",\n      \"risk\": \"string\",\n      \"alternative\": \"string\",\n      \"undergrad_employment\": \"string\",\n      \"grad_employment\": \"string\"\n    }\n  ]\n}","user_prompt":"请基于以下输入，只从 safe_pool 候选中生成 safe 桶志愿方案。\n\n你不能新增候选，不能输出其它桶，不能编造未提供的数据。\n请严格按照 System Prompt 的 safe_pool 判定流程执行。\n\n一、学生画像 student_form_json\n{\n  \"province\": \"山东\",\n  \"score\": \"600\",\n  \"rank\": \"25000\",\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": true,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": [\n    \"985\",\n    \"211\",\n    \"双一流\"\n  ],\n  \"prefer_home_province\": \"unsure\",\n  \"decision_maker\": \"学生\",\n  \"path_priority\": [\n    \"国企 / 央企\",\n    \"考研深造\",\n    \"考公 / 考编\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [\n    \"数学\",\n    \"英语\",\n    \"物理\",\n    \"化学\"\n  ],\n  \"special_notes\": null,\n  \"medical_notes\": null\n}\n\n重点关注：province, score, rank, subject_type, accept_out_province, accept_intensive, willing_graduate, target_city, path_priority, interests, strong_subjects, school_preference, special_notes, medical_notes\n\n二、语义查询计划 semantic_query_plan_json\n{\n  \"version\": \"guided-semantic-query-plan-v1\",\n  \"hard_exclude_major_keywords\": [],\n  \"soft_avoid_major_keywords\": [],\n  \"risk_reminder_keywords\": [],\n  \"preferred_major_keywords\": [\n    \"计算机\",\n    \"电气\",\n    \"电子信息\",\n    \"自动化\",\n    \"机械\",\n    \"材料\",\n    \"软件\",\n    \"人工智能\",\n    \"通信\",\n    \"金融\",\n    \"会计\",\n    \"法学\",\n    \"临床医学\",\n    \"数据科学\",\n    \"网络空间安全\"\n  ],\n  \"school_or_region_keywords\": [\n    \"985\",\n    \"211\",\n    \"双一流\"\n  ],\n  \"query_strategy\": {\n    \"province_scope\": \"national\",\n    \"rank_window\": \"normal\",\n    \"candidate_target_count\": 240\n  },\n  \"interpretation_notes\": [\n    \"学生明确接受出省，故 province_scope 设为 national\",\n    \"学生偏好985/211/双一流，但未明确拒绝其他学校，故 school_or_region_keywords 仅作为偏好，不硬性过滤\",\n    \"学生职业路径优先国企/央企和考研深造，但未明确拒绝高强度或高压力专业，故不设置 hard_exclude 或 soft_avoid\",\n    \"学生无特殊医学或兴趣限制，故不添加风险提醒\",\n    \"preferred_major_keywords 基于 profile_summary 中的推荐专业，使用短关键词便于匹配\"\n  ]\n}\n\n重点关注：hard constraints, soft avoid, high-risk reminders, preference keep, path priority interpretation\n\n三、safe 桶候选包 safe_bucket_package_json\n{\n  \"bucket_name\": \"safe_pool\",\n  \"candidate_table\": [\n    {\n      \"candidate_id\": \"local_fdb994808105\",\n      \"school\": \"西安工业大学\",\n      \"major\": \"会计学\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 43903，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0b2ed9648f0f\",\n      \"school\": \"吉林财经大学\",\n      \"major\": \"会计学\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 43742，计划 6\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_62d9928864ba\",\n      \"school\": \"武汉工程大学\",\n      \"major\": \"机械设计制造及其自动化(智能制造方向)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 42763，计划 5\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_e65b5238f460\",\n      \"school\": \"江西财经大学\",\n      \"major\": \"网络空间安全(低空数据管理与安全)(低空经济专业群)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 43846，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_442ccd304b01\",\n      \"school\": \"重庆理工大学\",\n      \"major\": \"自动化(两江校区)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 42758，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_6952a530da77\",\n      \"school\": \"黑龙江大学\",\n      \"major\": \"计算机科学与技术\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 42646，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0c6a1212d2df\",\n      \"school\": \"青岛科技大学\",\n      \"major\": \"计算机科学与技术\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 46059，计划 52\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_63500b027849\",\n      \"school\": \"新疆大学\",\n      \"major\": \"软件工程(数学单科成绩不低于90分；国家级一流本科专业；含1个俄语言特色班)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 46148，计划 30\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_6102dbffce50\",\n      \"school\": \"武汉工程大学\",\n      \"major\": \"会计学(ACCA国际注册会计师方向)(除基础学费外，另外单独收取课程培训费1.2万元/年)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 45143，计划 4\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_f6535afa2b79\",\n      \"school\": \"兰州交通大学\",\n      \"major\": \"电气工程及其自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 45074，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_59d53627fde7\",\n      \"school\": \"成都理工大学\",\n      \"major\": \"计算机科学与技术(中外合作办学)(4+0模式，成都校区就读；无英语单科要求，全英文小班授课；毕业颁发成都理工大学本科毕业证书、工学学士学位证书和英国牛津布鲁克斯大学计算机科学理学学士学位证书；不能准确在显示器上识别红、黄、绿、兰、紫各颜色中任何一种颜色的数码、字母者不能录取)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 46167，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_7b5a61bd4ba1\",\n      \"school\": \"成都理工大学\",\n      \"major\": \"会计学(中外合作办学)(4+0模式，成都校区就读；无英语单科要求，全英文小班授课；毕业颁发成都理工大学本科毕业证书、管理学学士学位证书和英国牛津布鲁克斯大学会计学理学学士学位证书)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 44899，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_b5051ab27e25\",\n      \"school\": \"贵州医科大学\",\n      \"major\": \"临床医学(色弱、色盲、单色不能识别者不予录取)\",\n      \"source_bucket\": \"safe_pool\",\n    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\"电气工程及其自动化(中外合作办学)(与英国诺森比亚大学“3+1”双学位培养模式)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_06\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 574，位次 48275，计划 5\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_f125f4baffca\",\n      \"school\": \"华东交通大学\",\n      \"major\": \"计算机科学与技术(基础学科拔尖人才培养基地。第1年在进贤教学点就读，后3年在校本部就读)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_05\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 575，位次 46998，计划 7\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_80c5b7be8bd7\",\n      \"school\": \"杭州师范大学\",\n      \"major\": \"临床医学(第一、二、三学年在仓前校区，第四学年起在杭州市金华路120号)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_07\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 573，位次 49316，计划 5\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_fd6984571d9e\",\n      \"school\": \"东北电力大学\",\n      \"major\": \"自动化(国际创新课程ICC项目)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_08\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 572，位次 50519，计划 8\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_2eb3e19cf1ef\",\n      \"school\": \"中北大学\",\n      \"major\": \"机械设计制造及其自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_08\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 572，位次 50527，计划 8\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_a2a3ed864976\",\n      \"school\": \"江西财经大学\",\n      \"major\": \"数据科学与大数据技术(智能量化投资)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_07\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 573，位次 49324，计划 4\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_b38fd8d0fcf7\",\n      \"school\": \"沈阳建筑大学\",\n      \"major\": \"机械设计制造及其自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_10\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 570，位次 52929，计划 1\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_c7bd97616c21\",\n      \"school\": \"安徽师范大学\",\n      \"major\": \"电子信息工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_10\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 570，位次 52964，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0ce675df1333\",\n      \"school\": \"黑龙江大学\",\n      \"major\": \"自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_09\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 571，位次 51789，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_4873465eebd3\",\n      \"school\": \"华东交通大学\",\n      \"major\": \"软件工程(软件开发技术)(第1年在进贤教学点就读，后3年在校本部就读)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_09\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 571，位次 51743，计划 3\",\n      \"risk_flags\": []\n    }\n  ],\n  \"recall_summary\": {\n    \"reference_pool\": {\n      \"pool_name\": \"safe_pool\",\n      \"slice_engine\": \"safe_slice_v2_slot_axis\",\n      \"raw_rows\": 1211,\n      \"after_selection_requirements\": 1158,\n      \"after_semantic_keywords\": 256,\n      \"returned_count\": 256,\n      \"adaptive_window_enabled\": false,\n      \"cohort_size\": null,\n      \"user_percentile\": null,\n      \"accepted_ladder_level\": null,\n      \"accepted_gap_pp_min\": null,\n      \"accepted_gap_pp_max\": null,\n      \"accepted_rank_min\": null,\n      \"accepted_rank_max\": null,\n      \"equivalent_score\": 600,\n      \"equivalent_score_source_year\": null,\n      \"equivalent_score_source_scope\": null,\n      \"equivalent_score_source_basis\": \"input_score\",\n      \"bucket_score_window\": [\n        570,\n        579\n      ],\n      \"probe_counts_by_level\": [],\n      \"effective_count\": 256,\n      \"overflow\": false,\n      \"underfilled_by_supply\": false,\n      \"excluded_by_selection_requirements\": 53,\n      \"excluded_by_semantic_keywords\": 0,\n      \"excluded_by_major_include_keywords\": 0,\n      \"excluded_by_canonical_major\": 902,\n      \"source_tables\": [\n        \"admission_slice_index\"\n      ],\n      \"bucket_program_score_formula\": \"safety_strength_score*0.35 + acceptance_score*0.25 + evidence_quality_score*0.20 + official_match_score*0.15 - school_density_penalty*0.05\",\n      \"province\": \"山东\",\n      \"rank_used\": 25000,\n      \"score_used\": 600,\n      \"selected_subjects\": [\n        \"物理\",\n        \"化学\",\n        \"地理\"\n      ],\n      \"physical_slice_isolation\": true\n    },\n    \"candidate_table_count\": 26\n  },\n  \"data_boundary_notes\": [\n    \"本地数据只包含录取事实字段，不包含学习强度、就业压力等长期语义画像。\",\n    \"三桶参考池仅用于提供机械切片基座；reach / match / safe 会先分别完成四轮处理与分桶生成，随后再进入共享叙述层与程序总装。\",\n    \"如果 ranked_candidates 附带 expert_enrichment，它来自专家版本地表，适合用于报告解释、专业特点补充和风险提醒，不能代替当年官方投档事实。\",\n    \"最终填报仍必须核验山东省教育招生考试院、阳光志愿、院校招生章程、选科与体检限制。\"\n  ]\n}\n\n候选包可能包含：candidate_table.safe_pool, bucket_pipeline.safe_pool, ranked_candidates 中属于 safe_pool 的项, expert_enrichment, history, risk_flags, evidence_summary。\n你必须优先使用候选包中的证据进行判断。\n\n四、输出要求\n请输出 JSON only，结构如下：\n{\n  \"bucket_summary\": \"string\",\n  \"plans\": [\n    {\n      \"type\": \"保底\",\n      \"school\": \"string\",\n      \"major\": \"string\",\n      \"admission_rate\": \"保底\",\n      \"civil_service_friendly\": \"string\",\n      \"soe_fit\": \"string\",\n      \"grad_boost\": \"string\",\n      \"reason\": \"string\",\n      \"risk\": \"string\",\n      \"alternative\": \"string\",\n      \"undergrad_employment\": \"string\",\n      \"grad_employment\": \"string\"\n    }\n  ]\n}\n\n硬性要求：plans 最多 26 条；如果候选包 candidate_table 少于该数量，只能输出实际本地候选，不得补造；每条 type 必须是“保底”；school 和 major 必须完整；reason 必须同时写清“院校看点 + 专业价值 + 录取判断 + 填报动作”；risk 必须短、具体；alternative 必须是相近替代方向；不允许输出任何 JSON 之外的内容。","canonical_request_json":{"body":{"model":"deepseek-chat","messages":[{"role":"system","content":"slot_rating is the authoritative Stage3 structured field for safe_pool.\nRead the dynamic slot axis from the bucket package before making any structural explanation.\n- For every candidate you mention, echo candidate_id, source_bucket, and slot_rating exactly as provided.\n- You may not create candidates, remove candidate_id, or move a candidate between reach_pool, match_pool, and safe_pool.\n- You may not rewrite, compress, or alias slot_rating.\n- Your score, keep_priority, or ranking is only a within-slot soft signal; if uncertain, add risk_flags or uncertainty_reason instead of guessing.\n- Structural layering is a top-priority objective of this round.\n- Structural layering remains the highest-priority objective whenever it conflicts with weak or ambiguous preference signals.\n- slot_rating is a precomputed, read-only structural position label inside the candidate's own bucket.\n- Smaller slot numbers mean the candidate is closer to the upper edge of that bucket.\n- Larger slot numbers mean the candidate is closer to the buffer edge of that bucket.\n- slot_rating is not a school quality score, not a major value score, and not a final recommendation strength score.\n- You must not modify, rename, reassign, or reinterpret slot_rating.\n- You must not reassign slot_rating.\n- Use slot_rating directly when assigning round_score.\n- round_score is the only scoring field in this round and must be an integer from 0 to 100.\n- round_score must already reflect both round-specific fit and structural usefulness under the existing slot_rating.\n- Do not output any penalty field or any secondary keep score.\n- Do not treat smaller slot numbers as automatically better.\n- Do not treat larger slot numbers as automatically worse.\n- If head slots are structurally overcrowded, lower round_score directly instead of using a separate penalty field.\n- If a middle or buffer candidate remains viable and helps preserve bucket layering, raise round_score directly.\n- round_score is a final integrated evaluation score, not a single-factor enthusiasm score.\n- First judge whether the candidate is supported by the main factor of this round.\n- Then check whether the candidate's slot_rating is already overcrowded inside its own bucket.\n- If many candidates are already concentrated in the same slot_rating, even a good candidate should be actively downscored.\n- If the slot_rating is relatively sparse and the candidate is still reasonable under this round's main factor, it should be actively upscored.\n- The final round_score must reflect both round-specific fit and the candidate's contribution to slot_rating structure dispersion.\n- round_score must not ignore slot_rating density.\n- It is invalid if most candidates sharing the same slot_rating still receive similarly high scores without any structural separation.\n- It is also invalid if slot_rating scarcity or overcrowding has no visible effect on the final round_score.\n- reasons[0] must explain why the candidate should receive this round_score under its existing slot_rating.\n- reasons[1] must explain the round-specific fit or conflict.\n- Invalid output warning: if most viable candidates fall into adjacent middle scores, if score gaps are only cosmetic, or if slot_rating no longer meaningfully affects the final round_score, the output is invalid.\n- Missing or weak user signal should produce cautious and mostly stable scoring, not random churn.\n- You must not choose final submission order.\n- You must not invent candidates or cross-bucket comparisons.\nadmission_rate must stay fixed to 保底 for every safe plan.\nUse slot_rating as the only structured ordering axis inside safe_pool.\nEvaluate all fields with strict evidence-bounded reasoning.\nOutput format:\n- Return a JSON object only.\n- Use exactly these fixed fields and do not add, remove, rename, or merge any fields:\n- civil_service_friendly\n- soe_fit\n- grad_boost\n- reason\n- risk\n- alternative\n- undergrad_employment\n- grad_employment\n- All field values must be written in Chinese.\n- Every field must contain substantive content.\nEvidence boundary:\n- Use only these evidence sources: bucket-package evidence, expert_enrichment, history, risk_flags, and stated student preferences.\n- Do not use unsupported assumptions, school fame, city popularity, or generic praise as evidence.\n- If the evidence is weak, incomplete, or indirect, stay conservative and say so explicitly.\n- If the evidence does not support a strong claim, state what is missing or uncertain.\nField separation:\n- Each evaluative field must answer a different question.\n- Do not reuse the same praise, prestige signal, or generic employment language across multiple fields unless the evidence truly supports different conclusions.\n- Do not let school prestige, city heat, or vague “good employment” claims fill every field.\n- Do not use broad positive filler to cover for weak evidence.\nField definitions:\n- civil_service_friendly: Judge only civil-service and public-institution friendliness, including compatibility with 考公、考编、选调、事业单位、公共治理类岗位.\n- Focus on major eligibility, breadth of matching岗位, exam-route compatibility, and whether the program helps entry into public-sector tracks.\n- Do not substitute general stability, school prestige, or overall employment quality.\n- soe_fit: Judge only compatibility with SOE / central-enterprise / infrastructure / energy / grid / transport / telecom / manufacturing / other regulated-industry employment paths.\n- Focus on major relevance, industry linkage, and downstream job coverage.\n- Do not equate this with generic “good employment”.\n- grad_boost: Judge only the value of this option for 考研、保研、继续深造、research-platform upgrade, and credential upside.\n- Focus on discipline continuity, platform resources, research atmosphere, and post-graduate path uplift.\n- “Can take graduate exams” alone is not sufficient evidence.\n- reason: Answer \"why this school-major should enter the volunteer list, and how the user should use it\".\n- reason 必须像给家长和学生看的决策说明，不要写成档位归类模板。\n- This field must clearly cover all four of the following information roles:\n- 1. 院校看点: explain the school itself, such as school level, regional recognition, industry links, city resources, discipline strengths, or employment influence when evidence exists.\n- 2. 专业价值: explain why the major fits the student path, including civil-service, SOE, banking, audit, finance, graduate-study, technical, or transferable career paths when relevant.\n- 3. 录取判断: explain the score/rank fit, historical boundary, plan count, subject or group constraints, and popularity volatility that support this bucket position.\n- 4. 填报动作: give a practical placement or pairing suggestion, such as 冲刺区前段/中段/后段、稳妥区主体、保底区承接, or what kind of lower-risk option should accompany it.\n- Start from the school itself when evidence is available; the user should learn what this school is worth considering for, not only why it belongs to a bucket.\n- Cite 1-2 concrete support signals when possible.\n- Do not write generic praise.\n- Do not use empty phrases such as “就业面广”, “学校层次高”, “值得冲一冲”, or “录取概率较高” unless immediately supported by concrete school, major, admission, or placement evidence.\n- Do not simply repeat visible label-style conclusions such as “冲/稳/保”, “true”, or similar tags.\n- Write it as a short natural recommendation explanation, not as a checklist.\n- risk: Answer \"what is the single biggest risk of this option\".\n- Be short, concrete, and direct.\n- Prioritize the most important uncertainty or cost first, such as tight rank margin, major heat volatility, plan changes, city acceptance, or path uncertainty.\n- Avoid generic filler unless tied to a specific trigger.\n- alternative: Provide a lower-risk alternative in the same direction.\n- Reduce risk through one clear dimension change, such as lower city competition, lower school tier, lower major heat, safer program-group, or stronger historical margin.\n- Do not jump to a completely different direction.\n- undergrad_employment: Describe the likely direct employment exits if the student stops at the undergraduate level.\n- Focus on “本科阶段直接出口”: which industries,岗位 types, employer scenarios, or regional job markets are most likely after undergraduate graduation.\n- grad_employment: Describe the likely upgraded employment exits after graduate study or further academic progression.\n- Focus on “深造后的升级出口”: which higher-end, research-oriented, platform-oriented, or stronger career paths become more accessible after graduate study.\n- It must not repeat undergrad_employment.\nField writing requirements:\n- civil_service_friendly, soe_fit, and grad_boost must follow their own definitions strictly.\n- If civil_service_friendly, soe_fit, or grad_boost is weak, explicitly explain why it is weak instead of using vague positive language.\n- reason should be concise, specific, evidence-bounded, and ideally 3-5 sentences.\n- risk should name the single biggest uncertainty first.\n- alternative must remain in the same direction and become safer through one clear change.\n- undergrad_employment and grad_employment must be clearly differentiated and non-redundant.\nQuality bar:\n- Every field must be specific, non-redundant, and traceable to evidence.\n- Prefer precise, caveated judgments over broad positive statements.\n- If evidence is limited, it is better to be conservative than to overclaim.\n\nYou are safe_pool 专属的高考志愿保底方案生成器。\n\nYou only process safe_pool candidates. You do not process reach_pool or match_pool.\nYour task is to select, sort, and generate up to 26 truly safe plans from the provided safe_pool package; if local candidates are fewer than 26, do not invent or pad.\nYou are not allowed to invent new candidates outside the provided safe_pool package.\n\n一、核心目标\nYou must keep only candidates that satisfy all three conditions:\n1. 更稳: they have stronger downside protection than match-tier options, not merely lower school prestige or lower score threshold.\n2. 可接受: the student and family can still realistically accept the city, school level, major path, and future direction.\n3. 可解释: every plan can clearly explain its safety basis, acceptance basis, and main risk.\n\nThe priority order for safe_pool is:\nadmission feasibility > no hard-constraint conflict > student/family acceptability > clear professional path > within-bucket ranking.\n\n二、硬性禁止\nYou must exclude any candidate with:\n- missing or incomplete school / major / program-group / key admissions information\n- placeholder content such as 待确认, 待核实, 专业待确认, 院校待确认, 某大学, 某专业, ???, ***\n- clearly insufficient evidence to explain why it is safer\n- explicit conflict with student hard constraints\n- fake-safe reasoning that only depends on lower school tier, weaker city, or colder major\n- high likelihood that the student/family would not actually accept it\n- obvious conflict with path_priority and no valid explanation\n- candidates that do not belong to safe_pool\n\n三、判定流程\nFor every candidate, reason internally in this exact order:\n1. admission feasibility judgment\n2. risk exclusion judgment\n3. acceptability judgment\n4. safety-value judgment\n5. within-bucket ordering\nDo not skip steps.\n\n四、优先保留\nPrefer candidates with:\n- clearer safety margin than match bucket\n- explicit evidence from rank / score / plan / major-group / history\n- complete major naming and clear training direction\n- relatively stable direct-undergrad employment path\n- acceptable graduate-study extension\n- no conflict with path_priority\n- city, school level, and institution type inside realistic family acceptance range\n- a clear but tolerable downside\n\n五、降权或排除\nDownrank or exclude candidates that:\n- prove safety only by lower score threshold\n- have unclear employment exit\n- obviously miss city preference\n- fall below school-level acceptance floor\n- clearly mismatch interests / strong subjects / path priorities\n- cannot support a concrete risk sentence\n- cannot offer a same-layer alternative\n\n六、输出要求\nReturn JSON only.\nTarget up to 26 plans; if candidate_table is undersized, output only the actual local candidates and mention local_candidate_shortage in bucket_summary.\nEvery plan.type must be exactly 保底.\nDo not output reach/match or other tier labels.\nDo not add schools or majors outside the provided safe_pool package.\nDo not invent score history, rank history, policies, or plan changes.\nIf evidence is insufficient, stay conservative and explicit about uncertainty.\n\n七、字段写法要求\nreason 必须像给家长和学生看的决策说明，不要写成“作为保底项……”这类档位归类模板。\n每条 reason 必须同时覆盖四类信息：\n1. 院校看点：说明学校本身值得看的地方，例如院校层次、区域认可度、行业资源、城市就业辐射、优势学科或平台价值；证据不足时要谨慎表达。\n2. 专业价值：说明该专业为什么匹配学生路径，例如考公、国企、银行、审计、财务、考研、技术岗或岗位迁移性。\n3. 录取判断：说明分数、位次、计划、历史边界、专业热度或专业组波动如何支撑其属于保底区。\n4. 填报动作：给出实际填报建议，例如作为保底区承接/底线项，是否保留，以及应搭配哪类同路径方案。\n不得空泛使用“就业面广”“学校层次高”“值得冲一冲”“录取概率较高”；如使用，必须紧跟具体院校、专业、录取或填报证据。\n\nrisk must be short, concrete, and focused on the main downside only.\nUse risk types such as:\n- 学校层次相对一般\n- 城市机会相对有限\n- 专业热度或行业弹性一般\n- 非目标城市\n- 非最优路径但可接受\n- 后续需复核招生计划或专业组变化\n\nalternative must stay near the same layer.\nIt should point to a similar school-level / city-range / professional-path / safety-profile alternative.\nDo not jump from safe items to obvious reach items.\n\n八、输出前自检\n- no more than 26 plans; fewer only when local candidates are insufficient or disqualified\n- every plan.type is exactly 保底\n- all plans come from safe_pool\n- no placeholders, no 待确认, no 待核实, no malformed major names\n- every plan explains why it is safer\n- every plan explains why it is still acceptable\n- every risk is concrete and non-generic\n- no fake-safe candidate justified only by lower score\n- no clear hard-constraint violation\n\nReturn strict JSON only.\n\nRequired JSON shape:\n{\n  \"bucket_summary\": \"string\",\n  \"plans\": [\n    {\n      \"type\": \"保底\",\n      \"school\": \"string\",\n      \"major\": \"string\",\n      \"admission_rate\": \"保底\",\n      \"civil_service_friendly\": \"string\",\n      \"soe_fit\": \"string\",\n      \"grad_boost\": \"string\",\n      \"reason\": \"string\",\n      \"risk\": \"string\",\n      \"alternative\": \"string\",\n      \"undergrad_employment\": \"string\",\n      \"grad_employment\": \"string\"\n    }\n  ]\n}"},{"role":"user","content":"请基于以下输入，只从 safe_pool 候选中生成 safe 桶志愿方案。\n\n你不能新增候选，不能输出其它桶，不能编造未提供的数据。\n请严格按照 System Prompt 的 safe_pool 判定流程执行。\n\n一、学生画像 student_form_json\n{\n  \"province\": \"山东\",\n  \"score\": \"600\",\n  \"rank\": \"25000\",\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": true,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": [\n    \"985\",\n    \"211\",\n    \"双一流\"\n  ],\n  \"prefer_home_province\": \"unsure\",\n  \"decision_maker\": \"学生\",\n  \"path_priority\": [\n    \"国企 / 央企\",\n    \"考研深造\",\n    \"考公 / 考编\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [\n    \"数学\",\n    \"英语\",\n    \"物理\",\n    \"化学\"\n  ],\n  \"special_notes\": null,\n  \"medical_notes\": null\n}\n\n重点关注：province, score, rank, subject_type, accept_out_province, accept_intensive, willing_graduate, target_city, path_priority, interests, strong_subjects, school_preference, special_notes, medical_notes\n\n二、语义查询计划 semantic_query_plan_json\n{\n  \"version\": \"guided-semantic-query-plan-v1\",\n  \"hard_exclude_major_keywords\": [],\n  \"soft_avoid_major_keywords\": [],\n  \"risk_reminder_keywords\": [],\n  \"preferred_major_keywords\": [\n    \"计算机\",\n    \"电气\",\n    \"电子信息\",\n    \"自动化\",\n    \"机械\",\n    \"材料\",\n    \"软件\",\n    \"人工智能\",\n    \"通信\",\n    \"金融\",\n    \"会计\",\n    \"法学\",\n    \"临床医学\",\n    \"数据科学\",\n    \"网络空间安全\"\n  ],\n  \"school_or_region_keywords\": [\n    \"985\",\n    \"211\",\n    \"双一流\"\n  ],\n  \"query_strategy\": {\n    \"province_scope\": \"national\",\n    \"rank_window\": \"normal\",\n    \"candidate_target_count\": 240\n  },\n  \"interpretation_notes\": [\n    \"学生明确接受出省，故 province_scope 设为 national\",\n    \"学生偏好985/211/双一流，但未明确拒绝其他学校，故 school_or_region_keywords 仅作为偏好，不硬性过滤\",\n    \"学生职业路径优先国企/央企和考研深造，但未明确拒绝高强度或高压力专业，故不设置 hard_exclude 或 soft_avoid\",\n    \"学生无特殊医学或兴趣限制，故不添加风险提醒\",\n    \"preferred_major_keywords 基于 profile_summary 中的推荐专业，使用短关键词便于匹配\"\n  ]\n}\n\n重点关注：hard constraints, soft avoid, high-risk reminders, preference keep, path priority interpretation\n\n三、safe 桶候选包 safe_bucket_package_json\n{\n  \"bucket_name\": \"safe_pool\",\n  \"candidate_table\": [\n    {\n      \"candidate_id\": \"local_fdb994808105\",\n      \"school\": \"西安工业大学\",\n      \"major\": \"会计学\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 43903，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0b2ed9648f0f\",\n      \"school\": \"吉林财经大学\",\n      \"major\": \"会计学\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 43742，计划 6\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_62d9928864ba\",\n      \"school\": \"武汉工程大学\",\n      \"major\": \"机械设计制造及其自动化(智能制造方向)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 42763，计划 5\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_e65b5238f460\",\n      \"school\": \"江西财经大学\",\n      \"major\": \"网络空间安全(低空数据管理与安全)(低空经济专业群)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 43846，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_442ccd304b01\",\n      \"school\": \"重庆理工大学\",\n      \"major\": \"自动化(两江校区)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 42758，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_6952a530da77\",\n      \"school\": \"黑龙江大学\",\n      \"major\": \"计算机科学与技术\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 42646，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0c6a1212d2df\",\n      \"school\": \"青岛科技大学\",\n      \"major\": \"计算机科学与技术\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 46059，计划 52\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_63500b027849\",\n      \"school\": \"新疆大学\",\n      \"major\": \"软件工程(数学单科成绩不低于90分；国家级一流本科专业；含1个俄语言特色班)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 46148，计划 30\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_6102dbffce50\",\n      \"school\": \"武汉工程大学\",\n      \"major\": \"会计学(ACCA国际注册会计师方向)(除基础学费外，另外单独收取课程培训费1.2万元/年)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 45143，计划 4\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_f6535afa2b79\",\n      \"school\": \"兰州交通大学\",\n      \"major\": \"电气工程及其自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 45074，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_59d53627fde7\",\n      \"school\": \"成都理工大学\",\n      \"major\": \"计算机科学与技术(中外合作办学)(4+0模式，成都校区就读；无英语单科要求，全英文小班授课；毕业颁发成都理工大学本科毕业证书、工学学士学位证书和英国牛津布鲁克斯大学计算机科学理学学士学位证书；不能准确在显示器上识别红、黄、绿、兰、紫各颜色中任何一种颜色的数码、字母者不能录取)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 46167，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_7b5a61bd4ba1\",\n      \"school\": \"成都理工大学\",\n      \"major\": \"会计学(中外合作办学)(4+0模式，成都校区就读；无英语单科要求，全英文小班授课；毕业颁发成都理工大学本科毕业证书、管理学学士学位证书和英国牛津布鲁克斯大学会计学理学学士学位证书)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 44899，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_b5051ab27e25\",\n      \"school\": \"贵州医科大学\",\n      \"major\": \"临床医学(色弱、色盲、单色不能识别者不予录取)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_06\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 574，位次 48259，计划 8\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_947f9d231e51\",\n      \"school\": \"哈尔滨理工大学\",\n      \"major\": \"自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_05\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 575，位次 47118，计划 4\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_23408b9022aa\",\n      \"school\": \"青海大学\",\n      \"major\": \"金融学\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_06\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 574，位次 48219，计划 4\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_1eb134e2cc62\",\n      \"school\": \"安徽理工大学\",\n      \"major\": \"电气工程及其自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_05\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 575，位次 47053，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_703b51db369d\",\n      \"school\": \"南京工程学院\",\n      \"major\": \"电气工程及其自动化(中外合作办学)(与英国诺森比亚大学“3+1”双学位培养模式)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_06\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 574，位次 48275，计划 5\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_f125f4baffca\",\n      \"school\": \"华东交通大学\",\n      \"major\": \"计算机科学与技术(基础学科拔尖人才培养基地。第1年在进贤教学点就读，后3年在校本部就读)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_05\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 575，位次 46998，计划 7\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_80c5b7be8bd7\",\n      \"school\": \"杭州师范大学\",\n      \"major\": \"临床医学(第一、二、三学年在仓前校区，第四学年起在杭州市金华路120号)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_07\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 573，位次 49316，计划 5\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_fd6984571d9e\",\n      \"school\": \"东北电力大学\",\n      \"major\": \"自动化(国际创新课程ICC项目)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_08\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 572，位次 50519，计划 8\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_2eb3e19cf1ef\",\n      \"school\": \"中北大学\",\n      \"major\": \"机械设计制造及其自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_08\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 572，位次 50527，计划 8\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_a2a3ed864976\",\n      \"school\": \"江西财经大学\",\n      \"major\": \"数据科学与大数据技术(智能量化投资)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_07\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 573，位次 49324，计划 4\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_b38fd8d0fcf7\",\n      \"school\": \"沈阳建筑大学\",\n      \"major\": \"机械设计制造及其自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_10\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 570，位次 52929，计划 1\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_c7bd97616c21\",\n      \"school\": \"安徽师范大学\",\n      \"major\": \"电子信息工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_10\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 570，位次 52964，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0ce675df1333\",\n      \"school\": \"黑龙江大学\",\n      \"major\": \"自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_09\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 571，位次 51789，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_4873465eebd3\",\n      \"school\": \"华东交通大学\",\n      \"major\": \"软件工程(软件开发技术)(第1年在进贤教学点就读，后3年在校本部就读)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_09\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 571，位次 51743，计划 3\",\n      \"risk_flags\": []\n    }\n  ],\n  \"bucket_pipeline\": {\n    \"ai_round_filter_applied\": true,\n    \"candidate_cards_count\": 26,\n    \"final_candidates_count\": 26,\n    \"slot_axis\": [\n      {\n        \"slot_rating\": \"slot_01\",\n        \"score_delta\": -21\n      },\n      {\n        \"slot_rating\": \"slot_02\",\n        \"score_delta\": -22\n      },\n      {\n        \"slot_rating\": \"slot_03\",\n        \"score_delta\": -23\n      },\n      {\n        \"slot_rating\": \"slot_04\",\n        \"score_delta\": -24\n      },\n      {\n        \"slot_rating\": \"slot_05\",\n        \"score_delta\": -25\n      },\n      {\n        \"slot_rating\": \"slot_06\",\n        \"score_delta\": -26\n      },\n      {\n        \"slot_rating\": \"slot_07\",\n        \"score_delta\": -27\n      },\n      {\n        \"slot_rating\": \"slot_08\",\n        \"score_delta\": -28\n      },\n      {\n        \"slot_rating\": \"slot_09\",\n        \"score_delta\": -29\n      },\n      {\n        \"slot_rating\": \"slot_10\",\n        \"score_delta\": -30\n      }\n    ],\n    \"slot_count\": 10,\n    \"head_slot\": \"slot_01\",\n    \"tail_slot\": \"slot_10\",\n    \"slot_rating_counts\": {},\n    \"final_slot_counts\": {},\n    \"final_available_slot_counts\": {},\n    \"round1\": {\n      \"kept\": 26,\n      \"downranked\": 0,\n      \"excluded\": 0\n    },\n    \"round2\": {\n      \"eligible\": 26,\n      \"high_risk\": 0,\n      \"excluded_by_constraints\": 0\n    },\n    \"round3\": {\n      \"ranked_count\": 26,\n      \"excluded_by_round3\": 0,\n      \"path_fit_summary\": [],\n      \"tradeoff_notes\": []\n    },\n    \"round4\": {\n      \"candidate_cards_count\": 26,\n      \"excluded_by_round4\": 0,\n      \"bucket_risk_notes\": [],\n      \"bucket_diversity_notes\": []\n    },\n    \"final_slot_notes\": []\n  },\n  \"ranked_candidates\": [\n    {\n      \"candidate_id\": \"local_fdb994808105\",\n      \"school\": \"西安工业大学\",\n      \"major\": \"会计学\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 43903，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0b2ed9648f0f\",\n      \"school\": \"吉林财经大学\",\n      \"major\": \"会计学\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 43742，计划 6\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_62d9928864ba\",\n      \"school\": \"武汉工程大学\",\n      \"major\": \"机械设计制造及其自动化(智能制造方向)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 42763，计划 5\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_e65b5238f460\",\n      \"school\": \"江西财经大学\",\n      \"major\": \"网络空间安全(低空数据管理与安全)(低空经济专业群)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 43846，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_442ccd304b01\",\n      \"school\": \"重庆理工大学\",\n      \"major\": \"自动化(两江校区)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 42758，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_6952a530da77\",\n      \"school\": \"黑龙江大学\",\n      \"major\": \"计算机科学与技术\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 42646，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0c6a1212d2df\",\n      \"school\": \"青岛科技大学\",\n      \"major\": \"计算机科学与技术\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 46059，计划 52\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_63500b027849\",\n      \"school\": \"新疆大学\",\n      \"major\": \"软件工程(数学单科成绩不低于90分；国家级一流本科专业；含1个俄语言特色班)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 46148，计划 30\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_6102dbffce50\",\n      \"school\": \"武汉工程大学\",\n      \"major\": \"会计学(ACCA国际注册会计师方向)(除基础学费外，另外单独收取课程培训费1.2万元/年)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 45143，计划 4\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_f6535afa2b79\",\n      \"school\": \"兰州交通大学\",\n      \"major\": \"电气工程及其自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 45074，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_59d53627fde7\",\n      \"school\": \"成都理工大学\",\n      \"major\": \"计算机科学与技术(中外合作办学)(4+0模式，成都校区就读；无英语单科要求，全英文小班授课；毕业颁发成都理工大学本科毕业证书、工学学士学位证书和英国牛津布鲁克斯大学计算机科学理学学士学位证书；不能准确在显示器上识别红、黄、绿、兰、紫各颜色中任何一种颜色的数码、字母者不能录取)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 46167，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_7b5a61bd4ba1\",\n      \"school\": \"成都理工大学\",\n      \"major\": \"会计学(中外合作办学)(4+0模式，成都校区就读；无英语单科要求，全英文小班授课；毕业颁发成都理工大学本科毕业证书、管理学学士学位证书和英国牛津布鲁克斯大学会计学理学学士学位证书)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 44899，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_b5051ab27e25\",\n      \"school\": \"贵州医科大学\",\n      \"major\": \"临床医学(色弱、色盲、单色不能识别者不予录取)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_06\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 574，位次 48259，计划 8\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_947f9d231e51\",\n      \"school\": \"哈尔滨理工大学\",\n      \"major\": \"自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_05\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 575，位次 47118，计划 4\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_23408b9022aa\",\n      \"school\": \"青海大学\",\n      \"major\": \"金融学\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_06\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 574，位次 48219，计划 4\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_1eb134e2cc62\",\n      \"school\": \"安徽理工大学\",\n      \"major\": \"电气工程及其自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_05\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 575，位次 47053，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_703b51db369d\",\n      \"school\": \"南京工程学院\",\n      \"major\": \"电气工程及其自动化(中外合作办学)(与英国诺森比亚大学“3+1”双学位培养模式)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_06\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 574，位次 48275，计划 5\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_f125f4baffca\",\n      \"school\": \"华东交通大学\",\n      \"major\": \"计算机科学与技术(基础学科拔尖人才培养基地。第1年在进贤教学点就读，后3年在校本部就读)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_05\",\n      \"slot_label\": \"主体\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 575，位次 46998，计划 7\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_80c5b7be8bd7\",\n      \"school\": \"杭州师范大学\",\n      \"major\": \"临床医学(第一、二、三学年在仓前校区，第四学年起在杭州市金华路120号)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_07\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 573，位次 49316，计划 5\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_fd6984571d9e\",\n      \"school\": \"东北电力大学\",\n      \"major\": \"自动化(国际创新课程ICC项目)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_08\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 572，位次 50519，计划 8\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_2eb3e19cf1ef\",\n      \"school\": \"中北大学\",\n      \"major\": \"机械设计制造及其自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_08\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 572，位次 50527，计划 8\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_a2a3ed864976\",\n      \"school\": \"江西财经大学\",\n      \"major\": \"数据科学与大数据技术(智能量化投资)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_07\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 573，位次 49324，计划 4\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_b38fd8d0fcf7\",\n      \"school\": \"沈阳建筑大学\",\n      \"major\": \"机械设计制造及其自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_10\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 570，位次 52929，计划 1\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_c7bd97616c21\",\n      \"school\": \"安徽师范大学\",\n      \"major\": \"电子信息工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_10\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 570，位次 52964，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0ce675df1333\",\n      \"school\": \"黑龙江大学\",\n      \"major\": \"自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_09\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 571，位次 51789，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_4873465eebd3\",\n      \"school\": \"华东交通大学\",\n      \"major\": \"软件工程(软件开发技术)(第1年在进贤教学点就读，后3年在校本部就读)\",\n      \"source_bucket\": \"safe_pool\",\n      \"slot_rating\": \"slot_09\",\n      \"slot_label\": \"缓冲\",\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 571，位次 51743，计划 3\",\n      \"risk_flags\": []\n    }\n  ],\n  \"recall_summary\": {\n    \"reference_pool\": {\n      \"pool_name\": \"safe_pool\",\n      \"slice_engine\": \"safe_slice_v2_slot_axis\",\n      \"raw_rows\": 1211,\n      \"after_selection_requirements\": 1158,\n      \"after_semantic_keywords\": 256,\n      \"returned_count\": 256,\n      \"adaptive_window_enabled\": false,\n      \"cohort_size\": null,\n      \"user_percentile\": null,\n      \"accepted_ladder_level\": null,\n      \"accepted_gap_pp_min\": null,\n      \"accepted_gap_pp_max\": null,\n      \"accepted_rank_min\": null,\n      \"accepted_rank_max\": null,\n      \"equivalent_score\": 600,\n      \"equivalent_score_source_year\": null,\n      \"equivalent_score_source_scope\": null,\n      \"equivalent_score_source_basis\": \"input_score\",\n      \"bucket_score_window\": [\n        570,\n        579\n      ],\n      \"probe_counts_by_level\": [],\n      \"effective_count\": 256,\n      \"overflow\": false,\n      \"underfilled_by_supply\": false,\n      \"excluded_by_selection_requirements\": 53,\n      \"excluded_by_semantic_keywords\": 0,\n      \"excluded_by_major_include_keywords\": 0,\n      \"excluded_by_canonical_major\": 902,\n      \"source_tables\": [\n        \"admission_slice_index\"\n      ],\n      \"bucket_program_score_formula\": \"safety_strength_score*0.35 + acceptance_score*0.25 + evidence_quality_score*0.20 + official_match_score*0.15 - school_density_penalty*0.05\",\n      \"province\": \"山东\",\n      \"rank_used\": 25000,\n      \"score_used\": 600,\n      \"selected_subjects\": [\n        \"物理\",\n        \"化学\",\n        \"地理\"\n      ],\n      \"physical_slice_isolation\": true\n    },\n    \"candidate_table_count\": 26\n  },\n  \"data_boundary_notes\": [\n    \"本地数据只包含录取事实字段，不包含学习强度、就业压力等长期语义画像。\",\n    \"三桶参考池仅用于提供机械切片基座；reach / match / safe 会先分别完成四轮处理与分桶生成，随后再进入共享叙述层与程序总装。\",\n    \"如果 ranked_candidates 附带 expert_enrichment，它来自专家版本地表，适合用于报告解释、专业特点补充和风险提醒，不能代替当年官方投档事实。\",\n    \"最终填报仍必须核验山东省教育招生考试院、阳光志愿、院校招生章程、选科与体检限制。\"\n  ]\n}\n\n候选包可能包含：candidate_table.safe_pool, bucket_pipeline.safe_pool, ranked_candidates 中属于 safe_pool 的项, expert_enrichment, history, risk_flags, evidence_summary。\n你必须优先使用候选包中的证据进行判断。\n\n四、输出要求\n请输出 JSON only，结构如下：\n{\n  \"bucket_summary\": \"string\",\n  \"plans\": [\n    {\n      \"type\": \"保底\",\n      \"school\": \"string\",\n      \"major\": \"string\",\n      \"admission_rate\": \"保底\",\n      \"civil_service_friendly\": \"string\",\n      \"soe_fit\": \"string\",\n      \"grad_boost\": \"string\",\n      \"reason\": \"string\",\n      \"risk\": \"string\",\n      \"alternative\": \"string\",\n      \"undergrad_employment\": \"string\",\n      \"grad_employment\": \"string\"\n    }\n  ]\n}\n\n硬性要求：plans 最多 26 条；如果候选包 candidate_table 少于该数量，只能输出实际本地候选，不得补造；每条 type 必须是“保底”；school 和 major 必须完整；reason 必须同时写清“院校看点 + 专业价值 + 录取判断 + 填报动作”；risk 必须短、具体；alternative 必须是相近替代方向；不允许输出任何 JSON 之外的内容。"}],"max_tokens":16384,"temperature":0.7,"response_format":{"type":"json_object"}},"model":"deepseek-chat","endpoint":"https://api.deepseek.com/chat/completions","provider":"DeepSeek","requestKind":"guided_safe_pool_report_generate"},"actual_provider":"DeepSeek","actual_model":"deepseek-chat","used_repair_pass":false,"repair_attempt_count":0,"status":"success","error_code":null,"error_message":null,"created_at":"2026-05-18T22:36:34+00:00","completed_at":"2026-05-18T14:38:05.488+00:00","updated_at":"2026-05-18T22:38:05+00:00"},"events":[{"id":15,"report_id":"5541f109-5ab2-4cc3-80c0-95f2f0b600fd","trace_id":"trace_8d46beb0-e7d8-4feb-9a11-542bf0c5807a","event_type":"report_created","status_before":null,"status_after":"pending","stage_before":null,"stage_after":"created","message":"Report record 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post processing started","payload_json":{"errorCode":null,"errorMessage":null,"lastErrorStage":null},"created_at":"2026-05-18T22:38:05+00:00","payload":{"errorCode":null,"errorMessage":null,"lastErrorStage":null}},{"id":21,"report_id":"5541f109-5ab2-4cc3-80c0-95f2f0b600fd","trace_id":"trace_8d46beb0-e7d8-4feb-9a11-542bf0c5807a","event_type":"report_content_saved","status_before":"pending","status_after":"pending","stage_before":"post_processing","stage_after":"post_processing","message":"Report content saved","payload_json":{"hasContent":true},"created_at":"2026-05-18T22:38:05+00:00","payload":{"hasContent":true}},{"id":22,"report_id":"5541f109-5ab2-4cc3-80c0-95f2f0b600fd","trace_id":"trace_8d46beb0-e7d8-4feb-9a11-542bf0c5807a","event_type":"report_completed","status_before":"pending","status_after":"success","stage_before":"post_processing","stage_after":"completed","message":"Report generation completed","payload_json":{"errorCode":null,"errorMessage":null,"lastErrorStage":null},"created_at":"2026-05-18T22:38:05+00:00","payload":{"errorCode":null,"errorMessage":null,"lastErrorStage":null}},{"id":23,"report_id":"5541f109-5ab2-4cc3-80c0-95f2f0b600fd","trace_id":"trace_8d46beb0-e7d8-4feb-9a11-542bf0c5807a","event_type":"report_job_succeeded","status_before":"success","status_after":"success","stage_before":"completed","stage_after":"completed","message":"Report job completed","payload_json":{"status":"success","attemptCount":1},"created_at":"2026-05-18T22:38:05+00:00","payload":{"status":"success","attemptCount":1}}],"aiCallLogs":[{"id":1,"report_id":"5541f109-5ab2-4cc3-80c0-95f2f0b600fd","trace_id":"trace_8d46beb0-e7d8-4feb-9a11-542bf0c5807a","attempt_no":1,"provider":"DeepSeek","model":"deepseek-chat","prompt_version":"report-guided-grounding-v1","request_kind":"user_profile_major_space_plan","system_prompt_excerpt":"You are the user_profile_major_space_plan engine for a Chinese gaokao guided report.\nYou may only choose canonical_major_name values that already exist in probe_canonical_major_pool_json.\nYou must not output executable keywords, SQL, candidate rows, or candidate_id values.\nReturn strict JSON only.\nRequired shape:\n{\n  \"selected_canonical_majors\": [{ \"canonical_major_name\": \"string\", \"confidence\": 0.82, \"reason_zh\": \"string\" }],\n  \"profile_summary_zh\": \"string\"\n}\nKeep the order meaningful because downstream code preserves your order.\nReturn at most top 15 selected_canonical_majors.","user_prompt_excerpt":"student_form_json:\n{\n  \"province\": \"山东\",\n  \"path_priority\": [\n    \"国企 / 央企\",\n    \"考研深造\",\n    \"考公 / 考编\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"student_name\": \"测试01\",\n  \"score\": \"600\",\n  \"rank\": \"25000\",\n  \"selected_subjects\": [\n    \"物理\",\n    \"化学\",\n    \"地理\"\n  ],\n  \"gender\": \"男\",\n  \"accept_out_province\": true,\n  \"prefer_home_province\": \"unsure\",\n  \"school_preference\": [\n    \"985\",\n    \"211\",\n    \"双一流\"\n  ],\n  \"decision_maker\": \"学生\",\n  \"strong_subjects\": [\n    \"数学\",\n    \"英语\",\n    \"物理\",\n    \"化学\"\n  ],\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"subject_type\": \"物理、化学、地理\",\n  \"adjustment_policy\": \"not_applicable\",\n  \"accept_adjustment\": null,\n  \"planning_mode\": \"full\"\n}\n\nprobe_canonical_major_pool_json:\n[\n  {\n    \"canonical_major_name\": \"阿拉伯语\"\n  },\n  {\n    \"canonical_major_name\": \"宝石及材料工艺学\"\n  },\n  {\n    \"canonical_major_name\": \"保加利亚语\"\n  },\n  {\n    \"canonical_major_name\": \"保险学\"\n  },\n  {\n    \"canonical_major_name\": \"波兰语\"\n  },\n  {\n    \"canonical_major_name\": \"材料成型及控制工程\"\n  },\n  {\n    \"canonical_major_name\": \"材料化学\"\n  },\n  {\n    \"canonical_major_name\": \"材料科学与工程\"\n  },\n  {\n    \"canonical_major_name\": \"材料类\"\n  },\n  {\n    \"canonical_major_name\": \"材料物理\"\n  },\n  {\n    \"canonical_major_name\": \"财...","raw_response_excerpt":"{\n  \"selected_canonical_majors\": [\n    {\n      \"canonical_major_name\": \"计算机科学与技术\",\n      \"confidence\": 0.95,\n      \"reason_zh\": \"学生选考物理化学，数学英语强，偏好国企/央企和考研，计算机专业就业面广，符合高薪和稳定需求。\"\n    },\n    {\n      \"canonical_major_name\": \"电气工程及其自动化\",\n      \"confidence\": 0.90,\n      \"reason_zh\": \"物理化学强项，国企/央企需求大，电气专业对口国家电网等央企，稳定性高。\"\n    },\n    {\n      \"canonical_major_name\": \"电子信息工程\",\n      \"confidence\": 0.85,\n      \"reason_zh\": \"物理化学基础好，电子信息类就业前景好，可进国企或考研深造。\"\n    },\n    {\n      \"canonical_major_name\": \"自动化\",\n      \"confidence\": 0.85,\n      \"reason_zh\": \"物理化学强项，自动化专业应用广泛，国企和考研方向均适合。\"\n    },\n    {\n      \"canonical_major_name\": \"机械设计制造及其自动化\",\n      \"confidence\": 0.80,\n      \"reason_zh\": \"物理化学强，机械专业在国企需求大，且可考研提升。\"\n    },\n    {\n      \"canonical_major_name\": \"材料科学与工程\",\n      \"confidence\": 0.75,\n      \"reason_zh\": \"化学强项，材料专业在国企和考研方向有优势，但需注意就业面相对窄。\"\n    },\n    {\n      \"canonical_major_name\": \"软件工程\",\n      \"confidence\": 0.80,\n      \"reason_zh\": \"数学英语强，软件工程高薪且可进互联网大厂，但优先级低于国企偏好。\"\n    },\n    {\n      \"canonical_major_name\": \"人工智能\",\n      \"confidence\": 0.75,\n      \"reason_zh\": \"新兴热门，物理数学强，但竞争激烈，适合考研深造。\"\n    },\n    {\n      \"canonical_major_name\": \"通信工程\",\n      \"confidence\": 0.75,\n      \"reason_zh\": \"物理强，通信行业国企多，如...","duration_ms":12041,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-18T22:24:38+00:00"},{"id":2,"report_id":"5541f109-5ab2-4cc3-80c0-95f2f0b600fd","trace_id":"trace_8d46beb0-e7d8-4feb-9a11-542bf0c5807a","attempt_no":1,"provider":"DeepSeek","model":"deepseek-chat","prompt_version":"report-guided-grounding-v1","request_kind":"guided_semantic_query_plan","system_prompt_excerpt":"You are a query-planning engine for a Chinese gaokao admissions product.\n\nYour task is not to recommend schools.\nYour task is to translate a student form into machine-usable retrieval and filtering intent.\n\nThe local dataset only contains factual admissions fields such as school name, major name, score, rank, subject requirements, school location, year, and plan count.\nTherefore, any semantic preference such as study intensity, career pressure, graduate-study burden, stability, or family fit must be compiled into major-name keywords and caution rules that can be used against those factual fields.\n\nReturn strict JSON only.\n\nRequired JSON shape:\n{\n  \"semantic_query_plan\": {\n    \"hard_exclude_major_keywords\": [\"string\"],\n    \"soft_avoid_major_keywords\": [\"string\"],\n    \"risk_reminder_keywords\": [\"string\"],\n    \"preferred_major_keywords\": [\"string\"],\n    \"school_or_region_keywords\": [\"string\"],\n    \"query_strategy\": {\n      \"province_scope\": \"home_only|national|unclear\",\n      \"rank_window\": \"narrow|normal|wide\",\n      \"candidate_target_count\": 240\n    },\n    \"interpretation_notes\": [\"string\"]\n  }\n}\n\nRules:\n- hard_exclude, soft_avoid, and risk_reminder are downstream review signals onl...","user_prompt_excerpt":"Build a semantic query plan for the following guided report form.\n\nstudent_form_json:\n{\n  \"province\": \"山东\",\n  \"score\": \"600\",\n  \"rank\": \"25000\",\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": true,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": [\n    \"985\",\n    \"211\",\n    \"双一流\"\n  ],\n  \"prefer_home_province\": \"unsure\",\n  \"decision_maker\": \"学生\",\n  \"path_priority\": [\n    \"国企 / 央企\",\n    \"考研深造\",\n    \"考公 / 考编\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [\n    \"数学\",\n    \"英语\",\n    \"物理\",\n    \"化学\"\n  ],\n  \"special_notes\": null,\n  \"medical_notes\": null\n}\n\nprofile_summary_for_downstream_ai_json:\n{\n  \"selected_canonical_majors\": [\n    \"计算机科学与技术\",\n    \"电气工程及其自动化\",\n    \"电子信息工程\",\n    \"自动化\",\n    \"机械设计制造及其自动化\",\n    \"材料科学与工程\",\n    \"软件工程\",\n    \"人工智能\",\n    \"通信工程\",\n    \"金融学\",\n    \"会计学\",\n    \"法学\",\n    \"临床医学\",\n    \"数据科学与大数据技术\",\n    \"网络空间安全\"\n  ],\n  \"profile_summary_zh\": \"该生为山东理科男生，选考物理、化学、地理，总分600分，位次25000，数学、英语、物理、化学为优势科目。职业路径优先国企/央企和考研深造，偏好985/211/双一流高校，可接受出省就读。建议优先选择计算机、电气、电子信息等工科专业，兼顾稳定与高薪，同时可考虑金融、会计等经管类专业作为备选。\"\n}\n\nOutput strict JSON only.","raw_response_excerpt":"{\n  \"semantic_query_plan\": {\n    \"hard_exclude_major_keywords\": [],\n    \"soft_avoid_major_keywords\": [],\n    \"risk_reminder_keywords\": [],\n    \"preferred_major_keywords\": [\"计算机\", \"电气\", \"电子信息\", \"自动化\", \"机械\", \"材料\", \"软件\", \"人工智能\", \"通信\", \"金融\", \"会计\", \"法学\", \"临床医学\", \"数据科学\", \"网络空间安全\"],\n    \"school_or_region_keywords\": [\"985\", \"211\", \"双一流\"],\n    \"query_strategy\": {\n      \"province_scope\": \"national\",\n      \"rank_window\": \"normal\",\n      \"candidate_target_count\": 240\n    },\n    \"interpretation_notes\": [\n      \"学生明确接受出省，故 province_scope 设为 national\",\n      \"学生偏好985/211/双一流，但未明确拒绝其他学校，故 school_or_region_keywords 仅作为偏好，不硬性过滤\",\n      \"学生职业路径优先国企/央企和考研深造，但未明确拒绝高强度或高压力专业，故不设置 hard_exclude 或 soft_avoid\",\n      \"学生无特殊医学或兴趣限制，故不添加风险提醒\",\n      \"preferred_major_keywords 基于 profile_summary 中的推荐专业，使用短关键词便于匹配\"\n    ]\n  }\n}","duration_ms":3895,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-18T22:24:42+00:00"},{"id":3,"report_id":"5541f109-5ab2-4cc3-80c0-95f2f0b600fd","trace_id":"trace_8d46beb0-e7d8-4feb-9a11-542bf0c5807a","attempt_no":1,"provider":"DeepSeek","model":"deepseek-chat","prompt_version":"report-guided-grounding-v1","request_kind":"guided_stage3_geo_slice","system_prompt_excerpt":"You are a senior gaokao admissions counselor serving Shandong New Gaokao students.\nYou are experienced in evaluating candidate school-major options with score/rank context, admissions evidence, student preference boundaries, and risk control.\nYou are currently participating in the Guided gaokao planning workflow at Stage3.\nIn this call, you are responsible only for geography acceptance and region-boundary judgment.\n\nThis Stage3 round focuses on geography preference.\nThis is a single-dimension scoring step inside the Guided workflow.\nYou do not re-bucket candidates. You do not generate new candidates. You do not select final schools. You do not output final submission order.\nYour only job is to score the provided candidate cards for this single dimension while respecting their existing slot_rating structure, and to return reusable report material.\n\nReturn strict JSON only.\n\nRequired JSON shape:\n{\n  \"candidate_scores\": [\n    {\n      \"candidate_id\": \"string\",\n      \"round_score\": 0,\n      \"reasons\": [\"string\"]\n    }\n  ],\n  \"report_material\": {\n    \"round_summary\": \"string\",\n    \"preferred_signals\": [\"string\"],\n    \"caution_signals\": [\"string\"],\n    \"user_visible_advice\": [\"string\"]\n  ...","user_prompt_excerpt":"Build the stage3 geo slice plan.\n\nround_profile_compact_json:\n{\n  \"score_rank_baseline\": {\n    \"province\": \"山东\",\n    \"score\": \"600\",\n    \"rank\": \"25000\",\n    \"subject_type\": \"物理、化学、地理\"\n  },\n  \"geo_preference\": {\n    \"target_city\": null,\n    \"accept_out_province\": true,\n    \"prefer_home_province\": \"unsure\"\n  }\n}\n\nprofile_summary_for_downstream_ai_json:\n{\n  \"selected_canonical_majors\": [\n    \"计算机科学与技术\",\n    \"电气工程及其自动化\",\n    \"电子信息工程\",\n    \"自动化\",\n    \"机械设计制造及其自动化\",\n    \"材料科学与工程\",\n    \"软件工程\",\n    \"人工智能\",\n    \"通信工程\",\n    \"金融学\",\n    \"会计学\",\n    \"法学\",\n    \"临床医学\",\n    \"数据科学与大数据技术\",\n    \"网络空间安全\"\n  ],\n  \"profile_summary_zh\": \"该生为山东理科男生，选考物理、化学、地理，总分600分，位次25000，数学、英语、物理、化学为优势科目。职业路径优先国企/央企和考研深造，偏好985/211/双一流高校，可接受出省就读。建议优先选择计算机、电气、电子信息等工科专业，兼顾稳定与高薪，同时可考虑金融、会计等经管类专业作为备选。\"\n}\n\nstudent_interpretation_json:\n{\n  \"round_focus\": \"Judge only geography preference alignment for the current candidate set.\",\n  \"use_rule\": \"Geo scoring should react strongly only to explicit city/province signals, and stay conservative when the student only shows mild location preference.\",\n  \"fields\": [\n    {\n      \"field\": \"province\",\n      \"value\": \"山东\",\n      \"value_present\": true,\n      \"meaning\": \"student home province...","raw_response_excerpt":"{\n  \"candidate_scores\": [\n    {\n      \"candidate_id\": \"local_7317e7689e89\",\n      \"round_score\": 85,\n      \"reasons\": [\n        \"slot_16 in reach_pool, structurally useful as a buffer slot; home province (山东) aligns with soft preference.\",\n        \"Home province candidate with geo:home_province tag; prefer_home_province is unsure but provides slight stability.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_fe1aee359031\",\n      \"round_score\": 70,\n      \"reasons\": [\n        \"slot_14 in reach_pool, moderate structural position; outside province but acceptable.\",\n        \"Outside province candidate with geo:outside_preferred_region; accept_out_province is true, no conflict.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_4ca40d09bb1c\",\n      \"round_score\": 65,\n      \"reasons\": [\n        \"slot_16 in reach_pool, buffer slot; outside province, no strong geo signal.\",\n        \"Outside province candidate; accept_out_province true, but no home province bonus.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_3b5f0ff56e00\",\n      \"round_score\": 68,\n      \"reasons\": [\n        \"slot_15 in reach_pool, near buffer; outside province, acceptable.\",\n        \"Outside province candidate; no ex...","duration_ms":121348,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-18T22:26:44+00:00"},{"id":4,"report_id":"5541f109-5ab2-4cc3-80c0-95f2f0b600fd","trace_id":"trace_8d46beb0-e7d8-4feb-9a11-542bf0c5807a","attempt_no":1,"provider":"DeepSeek","model":"deepseek-chat","prompt_version":"report-guided-grounding-v1","request_kind":"guided_stage3_platform_slice","system_prompt_excerpt":"You are a senior gaokao admissions counselor serving Shandong New Gaokao students.\nYou are experienced in evaluating candidate school-major options with score/rank context, admissions evidence, student preference boundaries, and risk control.\nYou are currently participating in the Guided gaokao planning workflow at Stage3.\nIn this call, you are responsible only for school-platform preference judgment.\n\nThis Stage3 round focuses on school-platform preference.\nThis is a single-dimension scoring step inside the Guided workflow.\nYou do not re-bucket candidates. You do not generate new candidates. You do not select final schools. You do not output final submission order.\nYour only job is to score the provided candidate cards for this single dimension while respecting their existing slot_rating structure, and to return reusable report material.\n\nReturn strict JSON only.\n\nRequired JSON shape:\n{\n  \"candidate_scores\": [\n    {\n      \"candidate_id\": \"string\",\n      \"round_score\": 0,\n      \"reasons\": [\"string\"]\n    }\n  ],\n  \"report_material\": {\n    \"round_summary\": \"string\",\n    \"preferred_signals\": [\"string\"],\n    \"caution_signals\": [\"string\"],\n    \"user_visible_advice\": [\"string\"]\n  }\n}\n\nRul...","user_prompt_excerpt":"Build the stage3 platform slice plan.\n\nround_profile_compact_json:\n{\n  \"score_rank_baseline\": {\n    \"province\": \"山东\",\n    \"score\": \"600\",\n    \"rank\": \"25000\",\n    \"subject_type\": \"物理、化学、地理\"\n  },\n  \"platform_preference\": {\n    \"school_preference\": [\n      \"985\",\n      \"211\",\n      \"双一流\"\n    ],\n    \"profile_summary_zh\": \"该生为山东理科男生，选考物理、化学、地理，总分600分，位次25000，数学、英语、物理、化学为优势科目。职业路径优先国企/央企和考研深造，偏好985/211/双一流高校，可接受出省就读。建议优先选择计算机、电气、电子信息等工科专业，兼顾稳定与高薪，同时可考虑金融、会计等经管类专业作为备选。\"\n  }\n}\n\nprofile_summary_for_downstream_ai_json:\n{\n  \"selected_canonical_majors\": [\n    \"计算机科学与技术\",\n    \"电气工程及其自动化\",\n    \"电子信息工程\",\n    \"自动化\",\n    \"机械设计制造及其自动化\",\n    \"材料科学与工程\",\n    \"软件工程\",\n    \"人工智能\",\n    \"通信工程\",\n    \"金融学\",\n    \"会计学\",\n    \"法学\",\n    \"临床医学\",\n    \"数据科学与大数据技术\",\n    \"网络空间安全\"\n  ],\n  \"profile_summary_zh\": \"该生为山东理科男生，选考物理、化学、地理，总分600分，位次25000，数学、英语、物理、化学为优势科目。职业路径优先国企/央企和考研深造，偏好985/211/双一流高校，可接受出省就读。建议优先选择计算机、电气、电子信息等工科专业，兼顾稳定与高薪，同时可考虑金融、会计等经管类专业作为备选。\"\n}\n\nstudent_interpretation_json:\n{\n  \"round_focus\": \"Judge only school-platform preference, not the final admission value of the candidate.\",\n  \"use_rule\": \"Platform scoring should be mild unless the user clearly names school-platform preferences.\",\n  \"fields\": [\n    {...","raw_response_excerpt":"{\n  \"candidate_scores\": [\n    {\n      \"candidate_id\": \"local_f681d25340fc\",\n      \"round_score\": 85,\n      \"reasons\": [\n        \"slot_01 in reach_pool, head slot with 211 tag, structurally valuable for layering.\",\n        \"Platform tag 211 aligns with user preference for 211 schools.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_e96e67d46d03\",\n      \"round_score\": 82,\n      \"reasons\": [\n        \"slot_02 in reach_pool, 211 tag, good structural position.\",\n        \"Platform tag 211 aligns with user preference.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_bb95d458fd07\",\n      \"round_score\": 40,\n      \"reasons\": [\n        \"slot_03 in reach_pool, but only public tag, no tier tag.\",\n        \"Lacks 985/211/double_first_class tag, weak platform fit.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_750d82b754e3\",\n      \"round_score\": 78,\n      \"reasons\": [\n        \"slot_04 in reach_pool, 211 tag, structurally useful.\",\n        \"Platform tag 211 aligns with user preference.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_75e741248f89\",\n      \"round_score\": 75,\n      \"reasons\": [\n        \"slot_05 in reach_pool, double_first_class tag, moderate structural value.\",\n        \"Plat...","duration_ms":116141,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-18T22:28:40+00:00"},{"id":5,"report_id":"5541f109-5ab2-4cc3-80c0-95f2f0b600fd","trace_id":"trace_8d46beb0-e7d8-4feb-9a11-542bf0c5807a","attempt_no":1,"provider":"DeepSeek","model":"deepseek-chat","prompt_version":"report-guided-grounding-v1","request_kind":"guided_stage3_path_slice","system_prompt_excerpt":"You are a senior gaokao admissions counselor serving Shandong New Gaokao students.\nYou are experienced in evaluating candidate school-major options with score/rank context, admissions evidence, student preference boundaries, and risk control.\nYou are currently participating in the Guided gaokao planning workflow at Stage3.\nIn this call, you are responsible only for major-path and future-path preference judgment.\n\nThis Stage3 round focuses on path-priority preference.\nThis is a single-dimension scoring step inside the Guided workflow.\nYou do not re-bucket candidates. You do not generate new candidates. You do not select final schools. You do not output final submission order.\nYour only job is to score the provided candidate cards for this single dimension while respecting their existing slot_rating structure, and to return reusable report material.\n\nReturn strict JSON only.\n\nRequired JSON shape:\n{\n  \"candidate_scores\": [\n    {\n      \"candidate_id\": \"string\",\n      \"round_score\": 0,\n      \"reasons\": [\"string\"]\n    }\n  ],\n  \"report_material\": {\n    \"round_summary\": \"string\",\n    \"preferred_signals\": [\"string\"],\n    \"caution_signals\": [\"string\"],\n    \"user_visible_advice\": [\"string\"]\n ...","user_prompt_excerpt":"Build the stage3 path slice plan.\n\nround_profile_compact_json:\n{\n  \"score_rank_baseline\": {\n    \"province\": \"山东\",\n    \"score\": \"600\",\n    \"rank\": \"25000\",\n    \"subject_type\": \"物理、化学、地理\"\n  },\n  \"path_preference\": {\n    \"path_priority\": [\n      \"国企 / 央企\",\n      \"考研深造\",\n      \"考公 / 考编\",\n      \"本科直接就业\",\n      \"市场化高薪\"\n    ],\n    \"selected_canonical_majors\": [\n      \"计算机科学与技术\",\n      \"电气工程及其自动化\",\n      \"电子信息工程\",\n      \"自动化\",\n      \"机械设计制造及其自动化\",\n      \"材料科学与工程\"\n    ],\n    \"preferred_major_families_zh\": [],\n    \"profile_summary_zh\": \"该生为山东理科男生，选考物理、化学、地理，总分600分，位次25000，数学、英语、物理、化学为优势科目。职业路径优先国企/央企和考研深造，偏好985/211/双一流高校，可接受出省就读。建议优先选择计算机、电气、电子信息等工科专业，兼顾稳定与高薪，同时可考虑金融、会计等经管类专业作为备选。\"\n  }\n}\n\nprofile_summary_for_downstream_ai_json:\n{\n  \"selected_canonical_majors\": [\n    \"计算机科学与技术\",\n    \"电气工程及其自动化\",\n    \"电子信息工程\",\n    \"自动化\",\n    \"机械设计制造及其自动化\",\n    \"材料科学与工程\",\n    \"软件工程\",\n    \"人工智能\",\n    \"通信工程\",\n    \"金融学\",\n    \"会计学\",\n    \"法学\",\n    \"临床医学\",\n    \"数据科学与大数据技术\",\n    \"网络空间安全\"\n  ],\n  \"profile_summary_zh\": \"该生为山东理科男生，选考物理、化学、地理，总分600分，位次25000，数学、英语、物理、化学为优势科目。职业路径优先国企/央企和考研深造，偏好985/211/双一流高校，可接受出省就读。建议优先选择计算机、电气、电子信息等工科专业，兼顾稳定与高薪，同时可考虑金融、会计等经管类专业作为备选。\"\n}\n\nstudent_interpretation_json:\n{\n  \"round_focus\": \"Judg...","raw_response_excerpt":"{\n  \"candidate_scores\": [\n    {\n      \"candidate_id\": \"local_f681d25340fc\",\n      \"round_score\": 40,\n      \"reasons\": [\n        \"slot_01 in reach_pool is overcrowded; score lowered to maintain structural dispersion.\",\n        \"Major 材料科学与工程 is not in the student's selected canonical majors; path alignment weak.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_e96e67d46d03\",\n      \"round_score\": 55,\n      \"reasons\": [\n        \"slot_02 in reach_pool is moderately crowded; score adjusted for structural balance.\",\n        \"Major 机械设计制造及其自动化 is in selected canonical majors; path alignment moderate.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_79d5aefd3fff\",\n      \"round_score\": 50,\n      \"reasons\": [\n        \"slot_03 in reach_pool is moderately crowded; score adjusted.\",\n        \"Major 通信工程 is in selected canonical majors; path alignment moderate.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_750d82b754e3\",\n      \"round_score\": 60,\n      \"reasons\": [\n        \"slot_04 in reach_pool is moderately crowded; score adjusted.\",\n        \"Major 人工智能 is in selected canonical majors; path alignment good.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_75e741248f89\",\n      \"round_sc...","duration_ms":116963,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-18T22:30:37+00:00"},{"id":6,"report_id":"5541f109-5ab2-4cc3-80c0-95f2f0b600fd","trace_id":"trace_8d46beb0-e7d8-4feb-9a11-542bf0c5807a","attempt_no":1,"provider":"DeepSeek","model":"deepseek-chat","prompt_version":"report-guided-grounding-v1","request_kind":"guided_stage3_burden_slice","system_prompt_excerpt":"You are a senior gaokao admissions counselor serving Shandong New Gaokao students.\nYou are experienced in evaluating candidate school-major options with score/rank context, admissions evidence, student preference boundaries, and risk control.\nYou are currently participating in the Guided gaokao planning workflow at Stage3.\nIn this call, you are responsible only for burden, restriction, and risk-boundary judgment.\n\nThis Stage3 round focuses on burden and restriction preference.\nThis is a single-dimension scoring step inside the Guided workflow.\nYou do not re-bucket candidates. You do not generate new candidates. You do not select final schools. You do not output final submission order.\nYour only job is to score the provided candidate cards for this single dimension while respecting their existing slot_rating structure, and to return reusable report material.\n\nReturn strict JSON only.\n\nRequired JSON shape:\n{\n  \"candidate_scores\": [\n    {\n      \"candidate_id\": \"string\",\n      \"round_score\": 0,\n      \"reasons\": [\"string\"]\n    }\n  ],\n  \"report_material\": {\n    \"round_summary\": \"string\",\n    \"preferred_signals\": [\"string\"],\n    \"caution_signals\": [\"string\"],\n    \"user_visible_advice\": [\"...","user_prompt_excerpt":"Build the stage3 burden slice plan.\n\nround_profile_compact_json:\n{\n  \"score_rank_baseline\": {\n    \"province\": \"山东\",\n    \"score\": \"600\",\n    \"rank\": \"25000\",\n    \"subject_type\": \"物理、化学、地理\"\n  },\n  \"burden_and_constraints\": {\n    \"accept_intensive\": true,\n    \"willing_graduate\": true,\n    \"medical_notes\": null,\n    \"special_notes\": null,\n    \"risk_major_families_zh\": [],\n    \"profile_summary_zh\": \"该生为山东理科男生，选考物理、化学、地理，总分600分，位次25000，数学、英语、物理、化学为优势科目。职业路径优先国企/央企和考研深造，偏好985/211/双一流高校，可接受出省就读。建议优先选择计算机、电气、电子信息等工科专业，兼顾稳定与高薪，同时可考虑金融、会计等经管类专业作为备选。\"\n  }\n}\n\nprofile_summary_for_downstream_ai_json:\n{\n  \"selected_canonical_majors\": [\n    \"计算机科学与技术\",\n    \"电气工程及其自动化\",\n    \"电子信息工程\",\n    \"自动化\",\n    \"机械设计制造及其自动化\",\n    \"材料科学与工程\",\n    \"软件工程\",\n    \"人工智能\",\n    \"通信工程\",\n    \"金融学\",\n    \"会计学\",\n    \"法学\",\n    \"临床医学\",\n    \"数据科学与大数据技术\",\n    \"网络空间安全\"\n  ],\n  \"profile_summary_zh\": \"该生为山东理科男生，选考物理、化学、地理，总分600分，位次25000，数学、英语、物理、化学为优势科目。职业路径优先国企/央企和考研深造，偏好985/211/双一流高校，可接受出省就读。建议优先选择计算机、电气、电子信息等工科专业，兼顾稳定与高薪，同时可考虑金融、会计等经管类专业作为备选。\"\n}\n\nstudent_interpretation_json:\n{\n  \"round_focus\": \"Judge only burden and restriction compatibility, including intensity, graduate dependency, and explicit physical or personal constraints.\",...","raw_response_excerpt":"{\n  \"candidate_scores\": [\n    {\n      \"candidate_id\": \"local_041af26a8783\",\n      \"round_score\": 70,\n      \"reasons\": [\n        \"slot_01 in reach_pool is sparse; candidate helps maintain head slot structure.\",\n        \"金融学 has burden:unknown, no conflict with accept_intensive=true.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_e96e67d46d03\",\n      \"round_score\": 70,\n      \"reasons\": [\n        \"slot_02 in reach_pool is sparse; candidate helps maintain head slot structure.\",\n        \"机械设计制造及其自动化 has burden:unknown, no conflict with accept_intensive=true.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_79d5aefd3fff\",\n      \"round_score\": 60,\n      \"reasons\": [\n        \"slot_03 in reach_pool is sparse; candidate helps maintain head slot structure.\",\n        \"通信工程 has burden:intensive:medium, which is acceptable given accept_intensive=true.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_750d82b754e3\",\n      \"round_score\": 70,\n      \"reasons\": [\n        \"slot_04 in reach_pool is sparse; candidate helps maintain head slot structure.\",\n        \"人工智能 has burden:unknown, no conflict with accept_intensive=true.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_75e741248f89\",\n    ...","duration_ms":113108,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-18T22:32:30+00:00"},{"id":7,"report_id":"5541f109-5ab2-4cc3-80c0-95f2f0b600fd","trace_id":"trace_8d46beb0-e7d8-4feb-9a11-542bf0c5807a","attempt_no":1,"provider":"DeepSeek","model":"deepseek-chat","prompt_version":"report-v2-rank-first+report-guided-grounding-v1+bucket-v1","request_kind":"guided_reach_pool_report_generate","system_prompt_excerpt":"slot_rating is the authoritative Stage3 structured field for reach_pool.\nRead the dynamic slot axis from the bucket package before making any structural explanation.\n- For every candidate you mention, echo candidate_id, source_bucket, and slot_rating exactly as provided.\n- You may not create candidates, remove candidate_id, or move a candidate between reach_pool, match_pool, and safe_pool.\n- You may not rewrite, compress, or alias slot_rating.\n- Your score, keep_priority, or ranking is only a within-slot soft signal; if uncertain, add risk_flags or uncertainty_reason instead of guessing.\n- Structural layering is a top-priority objective of this round.\n- Structural layering remains the highest-priority objective whenever it conflicts with weak or ambiguous preference signals.\n- slot_rating is a precomputed, read-only structural position label inside the candidate's own bucket.\n- Smaller slot numbers mean the candidate is closer to the upper edge of that bucket.\n- Larger slot numbers mean the candidate is closer to the buffer edge of that bucket.\n- slot_rating is not a school quality score, not a major value score, and not a final recommendation strength score.\n- You must not modify,...","user_prompt_excerpt":"请基于以下输入，只从 reach_pool 候选中生成 reach 冲刺桶志愿方案。\n\n你不能新增候选，不能输出其它桶，不能编造未提供的数据。\n请严格按照 System Prompt 的 reach_pool 判定流程执行。\n\n一、学生画像 student_form_json\n{\n  \"province\": \"山东\",\n  \"score\": \"600\",\n  \"rank\": \"25000\",\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": true,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": [\n    \"985\",\n    \"211\",\n    \"双一流\"\n  ],\n  \"prefer_home_province\": \"unsure\",\n  \"decision_maker\": \"学生\",\n  \"path_priority\": [\n    \"国企 / 央企\",\n    \"考研深造\",\n    \"考公 / 考编\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [\n    \"数学\",\n    \"英语\",\n    \"物理\",\n    \"化学\"\n  ],\n  \"special_notes\": null,\n  \"medical_notes\": null\n}\n\n重点关注：province, score, rank, subject_type, accept_out_province, accept_intensive, willing_graduate, target_city, path_priority, interests, strong_subjects, school_preference, special_notes, medical_notes\n\n二、语义查询计划 semantic_query_plan_json\n{\n  \"version\": \"guided-semantic-query-plan-v1\",\n  \"hard_exclude_major_keywords\": [],\n  \"soft_avoid_major_keywords\": [],\n  \"risk_reminder_keywords\": [],\n  \"preferred_major_keywords\": [\n    \"计算机\",\n    \"电气\",\n    \"电子信息\",\n    \"...","raw_response_excerpt":"{\n  \"bucket_summary\": \"基于山东考生600分/位次25000的reach_pool候选包，共20个候选，全部保留作为冲刺方案。候选覆盖slot_01至slot_16，包含211、双一流及行业特色院校，专业集中在计算机、电气、机械、金融、法学等与考生路径（国企/央企、考研、考公）匹配的方向。所有候选均有历史位次依据，风险可控，适合作为志愿表上沿探索。\",\n  \"plans\": [\n    {\n      \"type\": \"冲刺\",\n      \"school\": \"东北大学秦皇岛分校\",\n      \"major\": \"通信工程(中外合作办学)(合作院校为澳大利亚悉尼科技大学)\",\n      \"admission_rate\": \"冲刺\",\n      \"civil_service_friendly\": \"通信工程专业在考公中岗位较少，主要面向工信、通信管理等少数部门，竞争激烈，考编优势一般。\",\n      \"soe_fit\": \"通信工程毕业生可进入三大运营商、国家电网、中国电子等央企，从事网络规划、通信系统运维，国企就业渠道较广。\",\n      \"grad_boost\": \"中外合作办学模式便于申请海外硕士，悉尼科技大学在通信领域有较强实力，考研国内985/211也有一定基础。\",\n      \"reason\": \"东北大学秦皇岛分校是985高校，在山东认可度高，中外合作办学项目与悉尼科技大学合作，通信工程专业就业前景好。考生位次25000，历史最低位次23030，差距约2000位，属于合理冲刺范围。建议放在冲刺区前段，若家庭经济条件允许，可作为985平台的重要尝试。\",\n      \"risk\": \"中外合作办学学费较高，需评估家庭经济承受能力；历史位次差距约2000位，录取不确定性较大。\",\n      \"alternative\": \"可考虑东北大学秦皇岛分校其他非中外合作专业，或同层次211高校通信工程专业。\",\n      \"undergrad_employment\": \"本科毕业可进入通信设备商（华为、中兴）、运营商（移动、电信）从事技术或运维岗位，也可考取通信相关公务员。\",\n      \"grad_employment\": \"深造后可进入通信行业研发中心、高校科研院所，或进入金融、互联网行业从事数据通信、算法岗位，薪资和平台显著提升。\"\n    },\n    {\n      \"type\": \"冲刺\",\n      \"school\": \"南京农业大学\",\n      \"major\": \"金融学\",\n      \"admission_rate\": \"冲刺\",\n      \"civil_service_friendly\": \"金融学专业可报考财政、税务、金融监管、发改委等岗位，岗位数量较多，考公路径通畅。\",\n      ...","duration_ms":74252,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-18T22:33:45+00:00"},{"id":8,"report_id":"5541f109-5ab2-4cc3-80c0-95f2f0b600fd","trace_id":"trace_8d46beb0-e7d8-4feb-9a11-542bf0c5807a","attempt_no":1,"provider":"DeepSeek","model":"deepseek-chat","prompt_version":"report-v2-rank-first+report-guided-grounding-v1+bucket-v1","request_kind":"guided_match_pool_report_generate","system_prompt_excerpt":"slot_rating is the authoritative Stage3 structured field for match_pool.\nRead the dynamic slot axis from the bucket package before making any structural explanation.\nThe current bucket uses a dynamic slot axis rather than a fixed global slot ceiling.\n- For every candidate you mention, echo candidate_id, source_bucket, and slot_rating exactly as provided.\n- You may not create candidates, remove candidate_id, or move a candidate between reach_pool, match_pool, and safe_pool.\n- You may not rewrite, compress, or alias slot_rating.\n- Your score, keep_priority, or ranking is only a within-slot soft signal; if uncertain, add risk_flags or uncertainty_reason instead of guessing.\n- Structural layering is a top-priority objective of this round.\n- Structural layering remains the highest-priority objective whenever it conflicts with weak or ambiguous preference signals.\n- slot_rating is a precomputed, read-only structural position label inside the candidate's own bucket.\n- Smaller slot numbers mean the candidate is closer to the upper edge of that bucket.\n- Larger slot numbers mean the candidate is closer to the buffer edge of that bucket.\n- slot_rating is not a school quality score, not a maj...","user_prompt_excerpt":"slot_rating is the only structured ordering axis for match output.\nadmission_rate must stay fixed to 稳妥.\nDo not rewrite slot_rating into any three-band alias.\n\n请基于以下输入，只从 match_pool 候选中生成 match 稳妥桶志愿方案。\n\n你不能新增候选，不能输出其它桶，不能编造未提供的数据。\n请严格按照 System Prompt 的 match_pool 判定流程执行。\n\n一、学生画像 student_form_json\n{\n  \"province\": \"山东\",\n  \"score\": \"600\",\n  \"rank\": \"25000\",\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": true,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": [\n    \"985\",\n    \"211\",\n    \"双一流\"\n  ],\n  \"prefer_home_province\": \"unsure\",\n  \"decision_maker\": \"学生\",\n  \"path_priority\": [\n    \"国企 / 央企\",\n    \"考研深造\",\n    \"考公 / 考编\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [\n    \"数学\",\n    \"英语\",\n    \"物理\",\n    \"化学\"\n  ],\n  \"special_notes\": null,\n  \"medical_notes\": null\n}\n\n重点关注：province, score, rank, subject_type, accept_out_province, accept_intensive, willing_graduate, target_city, path_priority, interests, strong_subjects, school_preference, special_notes, medical_notes\n\n二、语义查询计划 semantic_query_plan_json\n{\n  \"version\": \"guided-semantic-query-plan-v1\",\n  \"hard_exclud...","raw_response_excerpt":"{\n  \"bucket_summary\": \"基于山东600分/位次25000的物理化学地理组合考生，从match_pool候选包中筛选出50条稳妥志愿。候选覆盖slot_01至slot_20，优先保留与国企/央企、考研深造、考公/考编路径匹配的计算机、电气、自动化、金融、会计等专业，同时考虑学校层次（211/双一流）和城市接受度。所有候选录取位次在25000-42000之间，与考生位次匹配，风险可控。\",\n  \"plans\": [\n    {\n      \"type\": \"稳妥\",\n      \"school\": \"湖南师范大学\",\n      \"major\": \"金融学\",\n      \"admission_rate\": \"稳妥\",\n      \"civil_service_friendly\": \"金融学专业可报考财政局、税务局、审计局等经济管理类岗位，湖南师范大学211身份在选调生和公务员考试中具有优势，岗位选择面较广。\",\n      \"soe_fit\": \"金融学毕业生可进入银行、证券公司、保险公司等国企金融机构，湖南师范大学211背景在国企招聘中具备一定竞争力。\",\n      \"grad_boost\": \"湖南师范大学为211高校，保研率较高，金融学专业可考研至985或财经类名校，提升学历层次。\",\n      \"reason\": \"湖南师范大学是211高校，在湖南省内及全国有一定认可度，师范类院校的金融学专业虽非强势，但211平台对考研和就业仍有帮助。金融学专业适合考公、银行、国企等路径，与考生国企/央企、考公/考编优先级匹配。2023年最低分599，位次25117，考生位次25000，处于上沿位置，计划4人，录取概率较高。建议作为稳妥区前段志愿，与后续志愿形成梯度。\",\n      \"risk\": \"金融学专业热度较高，位次可能小幅波动；师范类院校的金融学在金融行业认可度不如财经类院校。\",\n      \"alternative\": \"湘潭大学金融学（位次更低，录取更稳，同为双一流）。\",\n      \"undergrad_employment\": \"本科毕业可进入银行、证券公司、保险公司等金融机构从事客户经理、柜员、销售等岗位，或考取公务员。\",\n      \"grad_employment\": \"研究生毕业可进入券商、基金、投行等高端金融机构，或通过选调生进入政府机关，薪资和平台显著提升。\"\n    },\n    {\n      \"type\": \"稳妥\",\n      \"school\": \"扬州大学\",\n      \"major\": \"电气工程及其自动化\",\n      \"admission_rate\": \"稳妥\",\n      \"civil_service_friendly\": \"电气工程专业可报考电网、能源局、质检局等岗位，但公务员...","duration_ms":168925,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-18T22:36:33+00:00"},{"id":9,"report_id":"5541f109-5ab2-4cc3-80c0-95f2f0b600fd","trace_id":"trace_8d46beb0-e7d8-4feb-9a11-542bf0c5807a","attempt_no":1,"provider":"DeepSeek","model":"deepseek-chat","prompt_version":"report-v2-rank-first+report-guided-grounding-v1+bucket-v1","request_kind":"guided_safe_pool_report_generate","system_prompt_excerpt":"slot_rating is the authoritative Stage3 structured field for safe_pool.\nRead the dynamic slot axis from the bucket package before making any structural explanation.\n- For every candidate you mention, echo candidate_id, source_bucket, and slot_rating exactly as provided.\n- You may not create candidates, remove candidate_id, or move a candidate between reach_pool, match_pool, and safe_pool.\n- You may not rewrite, compress, or alias slot_rating.\n- Your score, keep_priority, or ranking is only a within-slot soft signal; if uncertain, add risk_flags or uncertainty_reason instead of guessing.\n- Structural layering is a top-priority objective of this round.\n- Structural layering remains the highest-priority objective whenever it conflicts with weak or ambiguous preference signals.\n- slot_rating is a precomputed, read-only structural position label inside the candidate's own bucket.\n- Smaller slot numbers mean the candidate is closer to the upper edge of that bucket.\n- Larger slot numbers mean the candidate is closer to the buffer edge of that bucket.\n- slot_rating is not a school quality score, not a major value score, and not a final recommendation strength score.\n- You must not modify, ...","user_prompt_excerpt":"请基于以下输入，只从 safe_pool 候选中生成 safe 桶志愿方案。\n\n你不能新增候选，不能输出其它桶，不能编造未提供的数据。\n请严格按照 System Prompt 的 safe_pool 判定流程执行。\n\n一、学生画像 student_form_json\n{\n  \"province\": \"山东\",\n  \"score\": \"600\",\n  \"rank\": \"25000\",\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": true,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": [\n    \"985\",\n    \"211\",\n    \"双一流\"\n  ],\n  \"prefer_home_province\": \"unsure\",\n  \"decision_maker\": \"学生\",\n  \"path_priority\": [\n    \"国企 / 央企\",\n    \"考研深造\",\n    \"考公 / 考编\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [\n    \"数学\",\n    \"英语\",\n    \"物理\",\n    \"化学\"\n  ],\n  \"special_notes\": null,\n  \"medical_notes\": null\n}\n\n重点关注：province, score, rank, subject_type, accept_out_province, accept_intensive, willing_graduate, target_city, path_priority, interests, strong_subjects, school_preference, special_notes, medical_notes\n\n二、语义查询计划 semantic_query_plan_json\n{\n  \"version\": \"guided-semantic-query-plan-v1\",\n  \"hard_exclude_major_keywords\": [],\n  \"soft_avoid_major_keywords\": [],\n  \"risk_reminder_keywords\": [],\n  \"preferred_major_keywords\": [\n    \"计算机\",\n    \"电气\",\n    \"电子信息\",\n    \"自动化\",...","raw_response_excerpt":"{\n  \"bucket_summary\": \"基于学生位次25000、分数600，safe_pool共26个候选，全部保留。slot_rating从slot_01到slot_10，分数区间579-570，位次42646-52964，安全边际充足。优先保留与路径（国企/央企、考研、考公）匹配度高、专业方向明确的候选。\",\n  \"plans\": [\n    {\n      \"type\": \"保底\",\n      \"school\": \"武汉工程大学\",\n      \"major\": \"机械设计制造及其自动化(智能制造方向)\",\n      \"admission_rate\": \"保底\",\n      \"civil_service_friendly\": \"机械类岗位在公务员招录中较少，对口岗位有限，考公竞争力一般。\",\n      \"soe_fit\": \"智能制造方向契合制造业国企需求，可进入东风、武钢等武汉本地央企，国企就业前景良好。\",\n      \"grad_boost\": \"武汉工程大学有机械工程硕士点，考研氛围较好，可冲刺本校或更高层次院校。\",\n      \"reason\": \"武汉工程大学是湖北省属重点高校，在化工、机械领域有行业积累，武汉作为中部工业重镇，就业资源丰富。智能制造方向对接制造业升级，适合进入国企或考研深造。录取最低分579，位次42763，低于学生位次约17000名，安全边际充足。建议作为保底区上沿选项，与重庆理工大学自动化等构成理工类保底组合。\",\n      \"risk\": \"学校非双一流，在部分国企校招中可能受限于院校层次。\",\n      \"alternative\": \"重庆理工大学自动化（两江校区），同为理工类保底，位次相近。\",\n      \"undergrad_employment\": \"可进入制造业国企（如东风、武钢）从事设备管理、工艺设计等岗位，或进入民营制造企业。\",\n      \"grad_employment\": \"考研后可进入更高层次机械类国企研发岗，或进入高校/研究所从事科研工作。\"\n    },\n    {\n      \"type\": \"保底\",\n      \"school\": \"重庆理工大学\",\n      \"major\": \"自动化(两江校区)\",\n      \"admission_rate\": \"保底\",\n      \"civil_service_friendly\": \"自动化专业可报考工信、市场监管等部门岗位，但竞争激烈，考公路径一般。\",\n      \"soe_fit\": \"自动化专业在电力、制造类国企需求稳定，重庆理工在西南地区国企中有一定认可度。\",\n      \"grad_boost\": \"学校有控制科学与工程硕士点，考研可往重庆大学、西南交大等提升。\",\n      \"reason\": \"重...","duration_ms":91476,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-18T22:38:05+00:00"}]}