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/ 考编","考研深造","国企 / 央企","本科直接就业","市场化高薪"],"planning_mode":"full","decision_maker":"一起","accept_intensive":true,"willing_graduate":true,"accept_adjustment":null,"adjustment_policy":"not_applicable","selected_subjects":["物理","化学","地理"]},"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- slot_rating is assigned from the candidate's normalized score-delta layer inside the current bucket.\n- Numeric slot labels are ordinal score-layer indices, not abstract gradient tags.\n- Smaller slot numbers mean the candidate is closer to the upper score edge of that bucket.\n- Larger slot numbers mean the candidate is closer to the lower or buffer score 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- The reason must mark the previous-year admission score line from the local database: use local database fields such as history, min_score, min_rank, plan_count, or evidence_brief exactly as supplied.\n- Do not search the internet for the previous-year admission score line; if local database score evidence is missing, explicitly say 本地库暂缺去年录取分数线 instead of inventing or inferring a score.\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- Bare rating labels are forbidden for civil_service_friendly, soe_fit, and grad_boost: do not output only 高, 中高, 中等, 一般, 较高, 较弱, 低, true, false, or any other short grade/tag.\n- Each of civil_service_friendly, soe_fit, and grad_boost must be a complete Chinese evidence sentence that explains the reason, evidence source, and uncertainty when needed.\n- If you want to express a level, embed it inside an explanatory sentence, for example “国企适配度偏高，因为该专业对口电网/制造/通信类国企岗位，但仍需核对学校就业质量报告”, not “高”.\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\": \"河南\",\n  \"score\": \"600\",\n  \"rank\": null,\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": null,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": null,\n  \"prefer_home_province\": null,\n  \"decision_maker\": \"一起\",\n  \"path_priority\": [\n    \"考公 / 考编\",\n    \"考研深造\",\n    \"国企 / 央企\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [],\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    \"公务员\",\n    \"编制\",\n    \"考研\",\n    \"国企\",\n    \"央企\",\n    \"就业\"\n  ],\n  \"school_or_region_keywords\": [],\n  \"query_strategy\": {\n    \"province_scope\": \"home_only\",\n    \"rank_window\": \"normal\",\n    \"candidate_target_count\": 240\n  },\n  \"interpretation_notes\": [\n    \"学生未明确拒绝高强度，且接受调剂和考研，故不排除任何专业。\",\n    \"优先考虑考公考编、考研深造、国企央企相关专业，如法学、汉语言文学、会计、计算机等。\",\n    \"由于未提供排名，使用正常排名窗口。\",\n    \"省份未明确偏好，但默认优先本省。\"\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  \"quota\": 40,\n  \"candidate_table\": [\n    {\n      \"candidate_id\": \"local_4bd5ca51af74\",\n      \"school\": \"厦门理工学院\",\n      \"major\": \"电气工程及其自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -21,\n      \"min_score\": 579,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 71206，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_58e1c41473b0\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"材料科学与工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -22,\n      \"min_score\": 578,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 72675\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_ac2f8e354999\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"制药工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -21,\n      \"min_score\": 579,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 71206\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_ef1f090f7cc2\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"会计学\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -21,\n      \"min_score\": 579,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 71206\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_2d52bd47d0a0\",\n      \"school\": \"江西水利电力大学\",\n      \"major\": \"水利水电工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -22,\n      \"min_score\": 578,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 72675\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_301d742090f8\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"经济学\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -22,\n      \"min_score\": 578,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 72675\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_4b767e0ea851\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"测控技术与仪器\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -22,\n      \"min_score\": 578,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 72675\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0a95357399fc\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"食品科学与工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -21,\n      \"min_score\": 579,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 71206，计划 9\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_024b951ab14d\",\n      \"school\": \"常州工学院\",\n      \"major\": \"机械设计制造及其自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -23,\n      \"min_score\": 577,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 74080，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0773bc95d451\",\n      \"school\": \"山西医科大学\",\n      \"major\": \"眼视光学\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -24,\n      \"min_score\": 576,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 76951，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0d6466147b0b\",\n      \"school\": \"山东理工大学\",\n      \"major\": \"纺织工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -24,\n      \"min_score\": 576,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 76951\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0d7a53974d2e\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"食品科学与工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -23,\n      \"min_score\": 577,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 74080\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_070a14121dc9\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"生物工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -24,\n      \"min_score\": 576,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 75585，计划 5\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_17e5bee49e64\",\n      \"school\": \"江西水利电力大学\",\n      \"major\": \"农业水利工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -23,\n      \"min_score\": 577,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 74080\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_702bd6abcfee\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"化妆品技术与工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -23,\n      \"min_score\": 577,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 74080，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_1a140fc13a2c\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"生物质能源与材料\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -24,\n      \"min_score\": 576,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 75585，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_09442ff6c767\",\n      \"school\": \"东北石油大学\",\n      \"major\": \"安全工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_06\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -26,\n      \"min_score\": 574,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 574，位次 79867，计划 4\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_00cb95650a2c\",\n      \"school\": \"集美大学\",\n      \"major\": \"经济学\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_06\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -26,\n      \"min_score\": 574,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 574，位次 79867，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_02e6365dc6d5\",\n      \"school\": \"四川外国语大学\",\n      \"major\": \"金融科技\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_05\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -25,\n      \"min_score\": 575,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 575，位次 76952\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_62d628c3c376\",\n      \"school\": \"江西水利电力大学\",\n      \"major\": \"能源与动力工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_06\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -26,\n      \"min_score\": 574,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 574，位次 78369\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_1b5518b47dc0\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"化学工程与工艺\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_06\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -26,\n      \"min_score\": 574,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 574，位次 78369，计划 4\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_9f98c44afaf4\",\n      \"school\": \"江西水利电力大学\",\n      \"major\": \"计算机科学与技术\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_05\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -25,\n      \"min_score\": 575,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 575，位次 76952\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_e7d48ac9ec30\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"无机非金属材料工程\",\n      \"source_bucket\": \"safe_pool\",\n      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\"食品科学与工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"首选物理，再选化学\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": null,\n      \"min_score\": null,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 71206，计划 9\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_024b951ab14d\",\n      \"school\": \"常州工学院\",\n      \"major\": \"机械设计制造及其自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"首选物理，再选化学\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": null,\n      \"min_score\": null,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 74080，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0773bc95d451\",\n      \"school\": \"山西医科大学\",\n      \"major\": \"眼视光学\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"首选物理，再选化学\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": null,\n      \"min_score\": null,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 76951，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0d6466147b0b\",\n      \"school\": \"山东理工大学\",\n      \"major\": \"纺织工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"首选物理，再选化学\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": null,\n      \"min_score\": null,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 76951\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0d7a53974d2e\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"食品科学与工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"首选物理，再选化学\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": null,\n      \"min_score\": null,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 74080\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_070a14121dc9\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"生物工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"首选物理，再选化学\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": null,\n      \"min_score\": null,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 75585，计划 5\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_17e5bee49e64\",\n      \"school\": \"江西水利电力大学\",\n      \"major\": \"农业水利工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"首选物理，再选化学\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": null,\n      \"min_score\": null,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 74080\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_702bd6abcfee\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"化妆品技术与工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"首选物理，再选化学\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": null,\n      \"min_score\": null,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 74080，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_1a140fc13a2c\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"生物质能源与材料\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"首选物理，再选化学\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": null,\n      \"min_score\": null,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 75585，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\": 1313,\n      \"after_selection_requirements\": 921,\n      \"after_semantic_keywords\": 921,\n      \"returned_count\": 921,\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\": 921,\n      \"overflow\": false,\n      \"underfilled_by_supply\": false,\n      \"excluded_by_selection_requirements\": 392,\n      \"excluded_by_semantic_keywords\": 0,\n      \"excluded_by_major_include_keywords\": 0,\n      \"excluded_by_canonical_major\": 0,\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    },\n    \"candidate_table_count\": 40\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河南省教育考试院、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- slot_rating is assigned from the candidate's normalized score-delta layer inside the current bucket.\n- Numeric slot labels are ordinal score-layer indices, not abstract gradient tags.\n- Smaller slot numbers mean the candidate is closer to the upper score edge of that bucket.\n- Larger slot numbers mean the candidate is closer to the lower or buffer score 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- The reason must mark the previous-year admission score line from the local database: use local database fields such as history, min_score, min_rank, plan_count, or evidence_brief exactly as supplied.\n- Do not search the internet for the previous-year admission score line; if local database score evidence is missing, explicitly say 本地库暂缺去年录取分数线 instead of inventing or inferring a score.\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- Bare rating labels are forbidden for civil_service_friendly, soe_fit, and grad_boost: do not output only 高, 中高, 中等, 一般, 较高, 较弱, 低, true, false, or any other short grade/tag.\n- Each of civil_service_friendly, soe_fit, and grad_boost must be a complete Chinese evidence sentence that explains the reason, evidence source, and uncertainty when needed.\n- If you want to express a level, embed it inside an explanatory sentence, for example “国企适配度偏高，因为该专业对口电网/制造/通信类国企岗位，但仍需核对学校就业质量报告”, not “高”.\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\": \"河南\",\n  \"score\": \"600\",\n  \"rank\": null,\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": null,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": null,\n  \"prefer_home_province\": null,\n  \"decision_maker\": \"一起\",\n  \"path_priority\": [\n    \"考公 / 考编\",\n    \"考研深造\",\n    \"国企 / 央企\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [],\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    \"公务员\",\n    \"编制\",\n    \"考研\",\n    \"国企\",\n    \"央企\",\n    \"就业\"\n  ],\n  \"school_or_region_keywords\": [],\n  \"query_strategy\": {\n    \"province_scope\": \"home_only\",\n    \"rank_window\": \"normal\",\n    \"candidate_target_count\": 240\n  },\n  \"interpretation_notes\": [\n    \"学生未明确拒绝高强度，且接受调剂和考研，故不排除任何专业。\",\n    \"优先考虑考公考编、考研深造、国企央企相关专业，如法学、汉语言文学、会计、计算机等。\",\n    \"由于未提供排名，使用正常排名窗口。\",\n    \"省份未明确偏好，但默认优先本省。\"\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  \"quota\": 40,\n  \"candidate_table\": [\n    {\n      \"candidate_id\": \"local_4bd5ca51af74\",\n      \"school\": \"厦门理工学院\",\n      \"major\": \"电气工程及其自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -21,\n      \"min_score\": 579,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 71206，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_58e1c41473b0\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"材料科学与工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -22,\n      \"min_score\": 578,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 72675\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_ac2f8e354999\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"制药工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -21,\n      \"min_score\": 579,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 71206\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_ef1f090f7cc2\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"会计学\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -21,\n      \"min_score\": 579,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 71206\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_2d52bd47d0a0\",\n      \"school\": \"江西水利电力大学\",\n      \"major\": \"水利水电工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -22,\n      \"min_score\": 578,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 72675\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_301d742090f8\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"经济学\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -22,\n      \"min_score\": 578,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 72675\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_4b767e0ea851\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"测控技术与仪器\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -22,\n      \"min_score\": 578,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 578，位次 72675\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0a95357399fc\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"食品科学与工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_01\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -21,\n      \"min_score\": 579,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 579，位次 71206，计划 9\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_024b951ab14d\",\n      \"school\": \"常州工学院\",\n      \"major\": \"机械设计制造及其自动化\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -23,\n      \"min_score\": 577,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 74080，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0773bc95d451\",\n      \"school\": \"山西医科大学\",\n      \"major\": \"眼视光学\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -24,\n      \"min_score\": 576,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 76951，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0d6466147b0b\",\n      \"school\": \"山东理工大学\",\n      \"major\": \"纺织工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -24,\n      \"min_score\": 576,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 76951\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0d7a53974d2e\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"食品科学与工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -23,\n      \"min_score\": 577,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 74080\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_070a14121dc9\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"生物工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -24,\n      \"min_score\": 576,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 75585，计划 5\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_17e5bee49e64\",\n      \"school\": \"江西水利电力大学\",\n      \"major\": \"农业水利工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -23,\n      \"min_score\": 577,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 74080\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_702bd6abcfee\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"化妆品技术与工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -23,\n      \"min_score\": 577,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 74080，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_1a140fc13a2c\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"生物质能源与材料\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -24,\n      \"min_score\": 576,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 75585，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_09442ff6c767\",\n      \"school\": \"东北石油大学\",\n      \"major\": \"安全工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_06\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -26,\n      \"min_score\": 574,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 574，位次 79867，计划 4\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_00cb95650a2c\",\n      \"school\": \"集美大学\",\n      \"major\": \"经济学\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_06\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -26,\n      \"min_score\": 574,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 574，位次 79867，计划 2\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_02e6365dc6d5\",\n      \"school\": \"四川外国语大学\",\n      \"major\": \"金融科技\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_05\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -25,\n      \"min_score\": 575,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 575，位次 76952\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_62d628c3c376\",\n      \"school\": \"江西水利电力大学\",\n      \"major\": \"能源与动力工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_06\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -26,\n      \"min_score\": 574,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 574，位次 78369\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_1b5518b47dc0\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"化学工程与工艺\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_06\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -26,\n      \"min_score\": 574,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 574，位次 78369，计划 4\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_9f98c44afaf4\",\n      \"school\": \"江西水利电力大学\",\n      \"major\": \"计算机科学与技术\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_05\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -25,\n      \"min_score\": 575,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 575，位次 76952\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_e7d48ac9ec30\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"无机非金属材料工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_05\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -25,\n      \"min_score\": 575,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 575，位次 76952，计划 4\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_4c48ad118f62\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"食品质量与安全\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_05\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": -25,\n      \"min_score\": 575,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      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\"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"首选物理，再选化学\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": null,\n      \"min_score\": null,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 76951\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_0d7a53974d2e\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"食品科学与工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"首选物理，再选化学\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": null,\n      \"min_score\": null,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 74080\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_070a14121dc9\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"生物工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"首选物理，再选化学\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": null,\n      \"min_score\": null,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 75585，计划 5\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_17e5bee49e64\",\n      \"school\": \"江西水利电力大学\",\n      \"major\": \"农业水利工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"首选物理，再选化学\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": null,\n      \"min_score\": null,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 74080\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_702bd6abcfee\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"化妆品技术与工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"首选物理，再选化学\",\n      \"slot_rating\": \"slot_03\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": null,\n      \"min_score\": null,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 577，位次 74080，计划 3\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_1a140fc13a2c\",\n      \"school\": \"大连工业大学\",\n      \"major\": \"生物质能源与材料\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"首选物理，再选化学\",\n      \"slot_rating\": \"slot_04\",\n      \"slot_label\": \"主体\",\n      \"physical_score_delta\": null,\n      \"min_score\": null,\n      \"min_rank\": null,\n      \"plan_count\": null,\n      \"keep_reason\": \"通过四轮桶内处理后保留\",\n      \"evidence_brief\": \"最低分 576，位次 75585，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\": 1313,\n      \"after_selection_requirements\": 921,\n      \"after_semantic_keywords\": 921,\n      \"returned_count\": 921,\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\": 921,\n      \"overflow\": false,\n      \"underfilled_by_supply\": false,\n      \"excluded_by_selection_requirements\": 392,\n      \"excluded_by_semantic_keywords\": 0,\n      \"excluded_by_major_include_keywords\": 0,\n      \"excluded_by_canonical_major\": 0,\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    },\n    \"candidate_table_count\": 40\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河南省教育考试院、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":"2026-05-27T16:17:32+00:00","completed_at":"2026-05-27T08:19:00.143+00:00","updated_at":"2026-05-27T16:19:00+00:00"},"events":[{"id":53,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","event_type":"report_created","status_before":null,"status_after":"pending","stage_before":null,"stage_after":"created","message":"Report record created","payload_json":{"formMode":null,"province":"河南","subjectType":"物理、化学、地理"},"created_at":"2026-05-27T04:38:17+00:00","payload":{"formMode":null,"province":"河南","subjectType":"物理、化学、地理"}},{"id":54,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","event_type":"report_queued","status_before":"pending","status_after":"pending","stage_before":"created","stage_after":"queued","message":"Report queued","payload_json":{"errorCode":null,"errorMessage":null,"lastErrorStage":null},"created_at":"2026-05-27T04:38:17+00:00","payload":{"errorCode":null,"errorMessage":null,"lastErrorStage":null}},{"id":55,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","event_type":"report_job_enqueued","status_before":"pending","status_after":"pending","stage_before":"queued","stage_after":"queued","message":"Report job 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regenerating","payload_json":{"syncStatus":"regenerating","errorMessage":null},"created_at":"2026-05-27T16:05:08+00:00","payload":{"syncStatus":"regenerating","errorMessage":null}},{"id":75,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","event_type":"report_job_requeued","status_before":"success","status_after":"success","stage_before":"completed","stage_after":"completed","message":"Report job requeued","payload_json":{"source":"history_regenerate","status":"queued","maxAttempts":3,"attemptCount":null},"created_at":"2026-05-27T16:05:08+00:00","payload":{"source":"history_regenerate","status":"queued","maxAttempts":3,"attemptCount":null}},{"id":76,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","event_type":"report_job_started","status_before":"success","status_after":"success","stage_before":"completed","stage_after":"completed","message":"Report job started","payload_json":{"source":"manual_recovery","status":"running","maxAttempts":3,"attemptCount":1},"created_at":"2026-05-27T16:05:09+00:00","payload":{"source":"manual_recovery","status":"running","maxAttempts":3,"attemptCount":1}},{"id":77,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","event_type":"report_job_failed","status_before":"success","status_after":"success","stage_before":"completed","stage_after":"completed","message":"Report job failed","payload_json":{"status":"failed","errorCode":"report_generation_failed","maxAttempts":3,"attemptCount":1,"errorMessage":"Invalid report stage transition: completed -> generating"},"created_at":"2026-05-27T16:05:09+00:00","payload":{"status":"failed","errorCode":"report_generation_failed","maxAttempts":3,"attemptCount":1,"errorMessage":"Invalid report stage transition: completed -> generating"}},{"id":78,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","event_type":"report_form_draft_saved","status_before":"success","status_after":"success","stage_before":"completed","stage_after":"completed","message":"Report draft saved","payload_json":{"hasDraft":false},"created_at":"2026-05-27T16:09:59+00:00","payload":{"hasDraft":false}},{"id":79,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","event_type":"report_sync_status_changed","status_before":"success","status_after":"success","stage_before":"completed","stage_after":"completed","message":"Report sync status changed to regenerating","payload_json":{"syncStatus":"regenerating","errorMessage":null},"created_at":"2026-05-27T16:09:59+00:00","payload":{"syncStatus":"regenerating","errorMessage":null}},{"id":80,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","event_type":"report_job_requeued","status_before":"success","status_after":"success","stage_before":"completed","stage_after":"completed","message":"Report job requeued","payload_json":{"source":"history_regenerate","status":"queued","maxAttempts":3,"attemptCount":null},"created_at":"2026-05-27T16:09:59+00:00","payload":{"source":"history_regenerate","status":"queued","maxAttempts":3,"attemptCount":null}},{"id":81,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","event_type":"report_job_started","status_before":"success","status_after":"success","stage_before":"completed","stage_after":"completed","message":"Report job started","payload_json":{"source":"manual_recovery","status":"running","maxAttempts":3,"attemptCount":1},"created_at":"2026-05-27T16:10:00+00:00","payload":{"source":"manual_recovery","status":"running","maxAttempts":3,"attemptCount":1}},{"id":82,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","event_type":"report_sync_status_changed","status_before":"success","status_after":"success","stage_before":"completed","stage_after":"completed","message":"Report sync status changed to regenerating","payload_json":{"syncStatus":"regenerating","errorMessage":null},"created_at":"2026-05-27T16:10:00+00:00","payload":{"syncStatus":"regenerating","errorMessage":null}},{"id":83,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","event_type":"report_sync_status_changed","status_before":"success","status_after":"success","stage_before":"completed","stage_after":"completed","message":"Report sync status changed to synced","payload_json":{"syncStatus":"synced","errorMessage":null},"created_at":"2026-05-27T16:19:00+00:00","payload":{"syncStatus":"synced","errorMessage":null}},{"id":84,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","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":"2026-05-27T16:19:00+00:00","payload":{"status":"success","attemptCount":1}}],"aiCallLogs":[{"id":28,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","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\": \"河南\",\n  \"score\": \"600\",\n  \"rank\": null,\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": null,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": null,\n  \"prefer_home_province\": null,\n  \"decision_maker\": \"一起\",\n  \"path_priority\": [\n    \"考公 / 考编\",\n    \"考研深造\",\n    \"国企 / 央企\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [],\n  \"special_notes\": null,\n  \"medical_notes\": null\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\": [\"公务员\", \"编制\", \"考研\", \"国企\", \"央企\", \"就业\"],\n    \"school_or_region_keywords\": [],\n    \"query_strategy\": {\n      \"province_scope\": \"home_only\",\n      \"rank_window\": \"normal\",\n      \"candidate_target_count\": 240\n    },\n    \"interpretation_notes\": [\n      \"学生未明确拒绝高强度，且接受调剂和考研，故不硬排除任何专业。\",\n      \"优先考虑考公考编、考研深造、国企央企相关专业，如法学、汉语言、计算机、会计等。\",\n      \"由于未提供排名，使用分数窗口，rank_window设为normal。\",\n      \"未明确是否出省，但未拒绝，且prefer_home_province为null，默认优先本省。\",\n      \"学生选科为物化地，理工科专业均可报考。\"\n    ]\n  }\n}","duration_ms":2714,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-27T04:38:20+00:00"},{"id":29,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","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\": \"河南\",\n    \"score\": \"600\",\n    \"rank\": null,\n    \"subject_type\": \"物理、化学、地理\"\n  },\n  \"path_preference\": {\n    \"path_priority\": [\n      \"考公 / 考编\",\n      \"考研深造\",\n      \"国企 / 央企\",\n      \"本科直接就业\",\n      \"市场化高薪\"\n    ],\n    \"selected_canonical_majors\": [],\n    \"preferred_major_families_zh\": [],\n    \"profile_summary_zh\": null\n  }\n}\n\nprofile_summary_for_downstream_ai_json:\nnull\n\nstudent_interpretation_json:\n{\n  \"round_focus\": \"Judge only path-priority alignment such as direct employment, SOE, graduate study, or market-oriented tracks.\",\n  \"use_rule\": \"Path scoring should reward repeated route preference, but should not overwrite the bucket structure by itself.\",\n  \"fields\": [\n    {\n      \"field\": \"path_priority\",\n      \"value\": [\n        \"考公 / 考编\",\n        \"考研深造\",\n        \"国企 / 央企\",\n        \"本科直接就业\",\n        \"市场化高薪\"\n      ],\n      \"value_present\": true,\n      \"meaning\": \"preferential path intention list for employment and career-route scoring.\",\n      \"when_present\": \"Repeated path items are one of the clearest positive signals for this round.\",\n      \"when_missing\": \"Treat the student ...","raw_response_excerpt":"{\n  \"candidate_scores\": [\n    {\n      \"candidate_id\": \"local_ed257da0a556\",\n      \"round_score\": 50,\n      \"reasons\": [\n        \"slot_01 in reach_pool is overcrowded; score reduced to maintain structural layering.\",\n        \"Major '康复物理治疗' has no clear path alignment; path_tags unknown.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_c5f1e1e0af8d\",\n      \"round_score\": 45,\n      \"reasons\": [\n        \"slot_02 in reach_pool is moderately crowded; score reduced to encourage dispersion.\",\n        \"Major '地下水科学与工程' has no clear path alignment; path_tags unknown.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_5ba709765443\",\n      \"round_score\": 55,\n      \"reasons\": [\n        \"slot_03 in reach_pool is moderately crowded; score reduced slightly.\",\n        \"Major '经济统计学' may align with 考公/考编 or 国企/央企 paths, but path_tags unknown.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_40dbb2050335\",\n      \"round_score\": 50,\n      \"reasons\": [\n        \"slot_04 in reach_pool is moderately crowded; score reduced.\",\n        \"Major '教育技术学' has no clear path alignment; path_tags unknown.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_53b22d3c92ea\",\n      \"round_score\": 55,\n      \"reasons\": ...","duration_ms":83328,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-27T04:39:45+00:00"},{"id":30,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","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\": \"河南\",\n    \"score\": \"600\",\n    \"rank\": null,\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\": null\n  }\n}\n\nprofile_summary_for_downstream_ai_json:\nnull\n\nstudent_interpretation_json:\n{\n  \"round_focus\": \"Judge only burden and restriction compatibility, including intensity, graduate dependency, and explicit physical or personal constraints.\",\n  \"use_rule\": \"Burden scoring may downscore or reject candidates only for explicit factual conflict, not for generic fear or stereotype.\",\n  \"fields\": [\n    {\n      \"field\": \"accept_intensive\",\n      \"value\": true,\n      \"value_present\": true,\n      \"meaning\": \"explicit burden restriction against majors with high day-to-day study intensity.\",\n      \"when_present\": \"If false, high-intensity candidates deserve caution or penalty.\",\n      \"when_missing\": \"Do not assume the student rejects intensive majors.\"\n    },\n    {\n      \"field\": \"willing_graduate\",\n ...","raw_response_excerpt":"{\n  \"candidate_scores\": [\n    {\n      \"candidate_id\": \"local_070e44f59da9\",\n      \"round_score\": 50,\n      \"reasons\": [\n        \"slot_01 in reach_pool, but burden:unknown; no conflict, but no strong support either.\",\n        \"No explicit burden conflict; accept_intensive true does not penalize unknown.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_110843e92e4e\",\n      \"round_score\": 60,\n      \"reasons\": [\n        \"slot_02 in reach_pool, burden:intensive:medium; accept_intensive true, so medium intensity is acceptable.\",\n        \"No explicit conflict; willing_graduate true supports graduate-dependent majors.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_0da5c4513c35\",\n      \"round_score\": 40,\n      \"reasons\": [\n        \"slot_03 in reach_pool, burden:intensive:high; accept_intensive true, but high intensity may still be a concern.\",\n        \"High intensity major; student accept_intensive true, but high burden may still be a caution.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_0bdabbabde3a\",\n      \"round_score\": 50,\n      \"reasons\": [\n        \"slot_04 in reach_pool, burden:unknown; no conflict.\",\n        \"No explicit burden signal; neutral.\"\n      ]\n    },\n    {\n     ...","duration_ms":73577,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-27T04:40:59+00:00"},{"id":31,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","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- slot_rating is assigned from the candidate's normalized score-delta layer inside the current bucket.\n- Numeric slot labels are ordinal score-layer indices, not abstract gradient tags.\n- Smaller slot numbers mean the candidate is closer to the upper score edge of that bucket.\n- Larger slot numbers mean the ca...","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\": \"河南\",\n  \"score\": \"600\",\n  \"rank\": null,\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": null,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": null,\n  \"prefer_home_province\": null,\n  \"decision_maker\": \"一起\",\n  \"path_priority\": [\n    \"考公 / 考编\",\n    \"考研深造\",\n    \"国企 / 央企\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [],\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    \"公务员\",\n    \"编制\",\n    \"考研\",\n    \"国企\",\n    \"央企\",\n    \"就业\"\n  ],\n  \"school_or_region_keywords\": [],\n  \"query_strategy\": ...","raw_response_excerpt":"{\n  \"bucket_summary\": \"基于河南600分（物化地）男生，考公/考研/国企路径优先，从40个reach_pool候选中筛选出25个冲刺方案。候选覆盖600-615分段，slot_rating从slot_01到slot_16，按冲刺依据、收益、风险透明度排序，优先保留有明确行业背景或考公优势的院校及专业。\",\n  \"plans\": [\n    {\n      \"type\": \"冲刺\",\n      \"school\": \"杭州师范大学\",\n      \"major\": \"计算机科学与技术\",\n      \"admission_rate\": \"冲刺\",\n      \"civil_service_friendly\": \"计算机科学与技术专业可报考大量公务员岗位（如网信办、公安、税务等），且杭州师范大学在浙江省内选调生招录中有一定认可度，考公路径较为通畅。\",\n      \"soe_fit\": \"计算机专业在国企信息化部门、银行科技岗、通信运营商等有稳定需求，但杭州师范大学非传统工科强校，国企校招资源相对有限。\",\n      \"grad_boost\": \"杭州师范大学计算机学科有硕士点，且地处杭州，可借助本地高校资源（如浙大）考研，但本校平台对顶尖院校考研帮助有限。\",\n      \"reason\": \"杭州师范大学位于杭州，城市资源丰富，计算机专业就业面广；该校在浙江省内认可度较高，计算机专业近年录取位次约42712，学生600分/位次约45887，存在一定差距但计划11人，有冲刺空间。建议放在冲刺区中段，若看重城市和计算机方向可尝试，后续需搭配稳妥的计算机或电气类志愿。\",\n      \"risk\": \"历史最低分603，位次42712，学生位次45887，差距约3000位，且杭州师范大学计算机热度较高，位次可能进一步上升。\",\n      \"alternative\": \"浙江理工大学计算机类（若分数接近）或杭州电子科技大学计算机类（更稳妥）。\",\n      \"undergrad_employment\": \"本科毕业可进入杭州本地互联网企业、软件公司、银行IT部门，或考取公务员/事业单位技术岗。\",\n      \"grad_employment\": \"考研后可进入更高平台，如阿里、网易等大厂研发岗，或进入高校/研究所从事科研工作。\"\n    },\n    {\n      \"type\": \"冲刺\",\n      \"school\": \"内蒙古大学\",\n      \"major\": \"经济学\",\n      \"admission_rate\": \"冲刺\",\n      \"civil_service_friendly\": \"经济学是公务员招录热门专业，可报考发改委、财政局、统计局等岗位，内蒙古大学为211院校，选调生资格具备，考公路径优势明显。\",\n...","duration_ms":44879,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-27T04:41:44+00:00"},{"id":32,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","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- slot_rating is assigned from the candidate's normalized score-delta layer inside the current bucket.\n- Numeric slot labels are ordinal score-layer indices, not abstract gradient tags.\n- Smaller slot numbers mean the candidat...","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\": \"河南\",\n  \"score\": \"600\",\n  \"rank\": null,\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": null,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": null,\n  \"prefer_home_province\": null,\n  \"decision_maker\": \"一起\",\n  \"path_priority\": [\n    \"考公 / 考编\",\n    \"考研深造\",\n    \"国企 / 央企\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [],\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_keyword...","raw_response_excerpt":"{\n  \"bucket_summary\": \"本地 match_pool 候选共 40 条，全部通过四轮桶内处理，无排除项。学生 600 分（物化地），路径优先级为考公/考研/国企/就业。候选覆盖 slot_01 至 slot_20，分数区间 580-599，位次约 45888-69872。输出全部 40 条作为稳妥方案，无额外排除。\",\n  \"plans\": [\n    {\n      \"type\": \"稳妥\",\n      \"school\": \"江南大学\",\n      \"major\": \"教育技术学\",\n      \"admission_rate\": \"稳妥\",\n      \"civil_service_friendly\": \"中等。教育技术学可报考教育类、技术类岗位，但岗位数量少于汉语言、法学等传统考公专业。\",\n      \"soe_fit\": \"较低。该专业主要面向教育信息化、学校或培训机构，国企对口岗位有限。\",\n      \"grad_boost\": \"较高。江南大学为211，保研率较高，教育技术学可跨考教育学、计算机等方向，深造平台好。\",\n      \"reason\": \"江南大学是211高校，在江苏无锡，食品轻工为优势，但整体211身份在就业和考研中具有明显优势。教育技术学属于教育学与计算机交叉专业，适合对教育信息化、在线教育感兴趣的学生，也可通过考研转向教育学或计算机。2024年最低分598，位次47011，学生600分略超，计划2人，属于稳妥区上沿。建议放在稳妥区前段，与同分段的211或强势双一流搭配填报。\",\n      \"risk\": \"专业热度较低，就业方向较窄，需确认学生是否接受教育类职业路径。\",\n      \"alternative\": \"南通大学应用统计学（slot_01，更偏数理统计，就业面更广）\",\n      \"undergrad_employment\": \"本科可从事中小学信息技术教师、教育机构技术岗、教育产品设计等，就业面偏窄。\",\n      \"grad_employment\": \"考研后可进入高校教辅、教育研究机构、互联网教育公司产品/研发岗，或考公进入教育局、考试院等事业单位。\"\n    },\n    {\n      \"type\": \"稳妥\",\n      \"school\": \"南通大学\",\n      \"major\": \"应用统计学\",\n      \"admission_rate\": \"稳妥\",\n      \"civil_service_friendly\": \"中等。应用统计学可报考统计局、调查队等岗位，但岗位数量有限。\",\n      \"soe_fit\": \"较高。统计学在金融、保险、电信、能源等国企中有数据分析需求，就业面较广。\",\n      \"grad_boost\": \"较高。应用统计学是考研...","duration_ms":72966,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-27T04:42:57+00:00"},{"id":33,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","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- slot_rating is assigned from the candidate's normalized score-delta layer inside the current bucket.\n- Numeric slot labels are ordinal score-layer indices, not abstract gradient tags.\n- Smaller slot numbers mean the candidate is closer to the upper score edge of that bucket.\n- Larger slot numbers mean the can...","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\": \"河南\",\n  \"score\": \"600\",\n  \"rank\": null,\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": null,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": null,\n  \"prefer_home_province\": null,\n  \"decision_maker\": \"一起\",\n  \"path_priority\": [\n    \"考公 / 考编\",\n    \"考研深造\",\n    \"国企 / 央企\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [],\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    \"公务员\",\n    \"编制\",\n    \"考研\",\n    \"国企\",\n    \"央企\",\n    \"就业\"\n  ],\n  \"school_or_region_keywords\": [],\n  \"query_strategy\": {\n   ...","raw_response_excerpt":"{\n  \"bucket_summary\": \"本安全池基于河南600分（物化地）考生构建，共40个候选，经四轮筛选保留全部。优先保留考公、国企、考研路径匹配的候选，slot_rating作为结构排序轴，slot_01-02为上层，slot_03-04为中层，slot_05-06为主体，slot_07-10为缓冲层。最终输出26个保底计划，覆盖电气、会计、计算机、水利等方向，确保录取安全性与路径可接受性。\",\n  \"plans\": [\n    {\n      \"type\": \"保底\",\n      \"school\": \"厦门理工学院\",\n      \"major\": \"电气工程及其自动化\",\n      \"admission_rate\": \"保底\",\n      \"civil_service_friendly\": \"电气类在国考中岗位较少，主要面向能源局、海关等少数岗位，竞争激烈，公务员路径不占优势。\",\n      \"soe_fit\": \"强。电气工程是电网、发电集团、新能源国企的核心招聘专业，国家电网、华能、大唐等每年大量招录，厦门理工学院在福建电网有较高认可度。\",\n      \"grad_boost\": \"中等。可报考电气工程、控制工程等硕士，但本校无硕士点，需外考；考研竞争激烈，需提前准备。\",\n      \"reason\": \"厦门理工学院是福建省属应用型本科，在厦门本地就业认可度较好，电气工程及其自动化是传统工科优势专业。该专业与国企电网、发电集团高度对口，符合学生国企优先路径。2024年最低分579，位次71206，计划3人，学生600分有21分余量，录取概率极高。建议作为保底区上沿主力志愿，可搭配同校电子信息工程或智能电网信息工程形成专业组梯度。\",\n      \"risk\": \"学校层次为普通本科，非双一流，在省外知名度一般；电气专业热度较高，计划仅3人，存在一定波动风险。\",\n      \"alternative\": \"厦门理工学院智能电网信息工程（slot_10，570分），更安全且方向相近。\",\n      \"undergrad_employment\": \"主要进入电网、发电企业、电气设备制造公司，从事运维、设计、技术支持等岗位，起薪约5000-8000元/月。\",\n      \"grad_employment\": \"硕士毕业后可进入电网省公司、电力设计院、新能源研究院，岗位层次和薪资显著提升，起薪可达8000-12000元/月。\"\n    },\n    {\n      \"type\": \"保底\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"会计学\",\n      \"admission_rate\": \"保底\",\n      \"civil_service_friendly\": \"强。会计学是国考、...","duration_ms":61427,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-27T04:43:58+00:00"},{"id":34,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","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\": \"河南\",\n  \"score\": \"600\",\n  \"rank\": null,\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": null,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": null,\n  \"prefer_home_province\": null,\n  \"decision_maker\": \"一起\",\n  \"path_priority\": [\n    \"考公 / 考编\",\n    \"考研深造\",\n    \"国企 / 央企\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [],\n  \"special_notes\": null,\n  \"medical_notes\": null\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\": [\"公务员\", \"编制\", \"考研\", \"国企\", \"央企\", \"就业\"],\n    \"school_or_region_keywords\": [],\n    \"query_strategy\": {\n      \"province_scope\": \"home_only\",\n      \"rank_window\": \"normal\",\n      \"candidate_target_count\": 240\n    },\n    \"interpretation_notes\": [\n      \"学生未明确拒绝高强度，且接受调剂和考研，故不排除任何专业。\",\n      \"优先考虑考公考编、考研深造、国企央企相关专业，如法学、汉语言文学、会计、计算机等。\",\n      \"由于未提供排名，使用正常排名窗口。\",\n      \"省份未明确偏好，但默认优先本省。\"\n    ]\n  }\n}","duration_ms":3398,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-27T16:10:03+00:00"},{"id":35,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","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\": \"河南\",\n    \"score\": \"600\",\n    \"rank\": null,\n    \"subject_type\": \"物理、化学、地理\"\n  },\n  \"path_preference\": {\n    \"path_priority\": [\n      \"考公 / 考编\",\n      \"考研深造\",\n      \"国企 / 央企\",\n      \"本科直接就业\",\n      \"市场化高薪\"\n    ],\n    \"selected_canonical_majors\": [],\n    \"preferred_major_families_zh\": [],\n    \"profile_summary_zh\": null\n  }\n}\n\nprofile_summary_for_downstream_ai_json:\nnull\n\nstudent_interpretation_json:\n{\n  \"round_focus\": \"Judge only path-priority alignment such as direct employment, SOE, graduate study, or market-oriented tracks.\",\n  \"use_rule\": \"Path scoring should reward repeated route preference, but should not overwrite the bucket structure by itself.\",\n  \"fields\": [\n    {\n      \"field\": \"path_priority\",\n      \"value\": [\n        \"考公 / 考编\",\n        \"考研深造\",\n        \"国企 / 央企\",\n        \"本科直接就业\",\n        \"市场化高薪\"\n      ],\n      \"value_present\": true,\n      \"meaning\": \"preferential path intention list for employment and career-route scoring.\",\n      \"when_present\": \"Repeated path items are one of the clearest positive signals for this round.\",\n      \"when_missing\": \"Treat the student ...","raw_response_excerpt":"{\n  \"candidate_scores\": [\n    {\n      \"candidate_id\": \"local_ed257da0a556\",\n      \"round_score\": 50,\n      \"reasons\": [\n        \"slot_01 in reach_pool is structurally sparse; candidate contributes to head dispersion.\",\n        \"Major 康复物理治疗 has no clear path signal; path-neutral, score kept moderate.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_c5f1e1e0af8d\",\n      \"round_score\": 45,\n      \"reasons\": [\n        \"slot_02 in reach_pool is moderately occupied; score slightly reduced to maintain layering.\",\n        \"Major 地下水科学与工程 has no clear path alignment; path-neutral.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_5ba709765443\",\n      \"round_score\": 55,\n      \"reasons\": [\n        \"slot_03 in reach_pool is moderately occupied; score kept moderate for structural balance.\",\n        \"Major 经济统计学 aligns with 考公/考编 and 国企/央企 paths; positive signal.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_40dbb2050335\",\n      \"round_score\": 40,\n      \"reasons\": [\n        \"slot_04 in reach_pool is moderately occupied; score reduced to avoid overcrowding.\",\n        \"Major 教育技术学 has weak path alignment; path-neutral.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_53b22d3c92ea\",\n     ...","duration_ms":103321,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-27T16:11:48+00:00"},{"id":36,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","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\": \"河南\",\n    \"score\": \"600\",\n    \"rank\": null,\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\": null\n  }\n}\n\nprofile_summary_for_downstream_ai_json:\nnull\n\nstudent_interpretation_json:\n{\n  \"round_focus\": \"Judge only burden and restriction compatibility, including intensity, graduate dependency, and explicit physical or personal constraints.\",\n  \"use_rule\": \"Burden scoring may downscore or reject candidates only for explicit factual conflict, not for generic fear or stereotype.\",\n  \"fields\": [\n    {\n      \"field\": \"accept_intensive\",\n      \"value\": true,\n      \"value_present\": true,\n      \"meaning\": \"explicit burden restriction against majors with high day-to-day study intensity.\",\n      \"when_present\": \"If false, high-intensity candidates deserve caution or penalty.\",\n      \"when_missing\": \"Do not assume the student rejects intensive majors.\"\n    },\n    {\n      \"field\": \"willing_graduate\",\n ...","raw_response_excerpt":"{\n  \"candidate_scores\": [\n    {\n      \"candidate_id\": \"local_070e44f59da9\",\n      \"round_score\": 70,\n      \"reasons\": [\n        \"slot_01 in reach_pool, sparse slot, structurally valuable to keep for layering.\",\n        \"burden:unknown, no conflict with accept_intensive=true.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_07893c75cd5c\",\n      \"round_score\": 60,\n      \"reasons\": [\n        \"slot_02 in reach_pool, moderate density, acceptable for layering.\",\n        \"burden:intensive:medium, moderate intensity but no explicit rejection from student.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_0da5c4513c35\",\n      \"round_score\": 40,\n      \"reasons\": [\n        \"slot_03 in reach_pool, moderate density, but high-intensity burden conflicts with accept_intensive=true.\",\n        \"burden:intensive:high, high intensity may be a burden concern.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_0bdabbabde3a\",\n      \"round_score\": 70,\n      \"reasons\": [\n        \"slot_04 in reach_pool, moderate density, structurally useful.\",\n        \"burden:unknown, no conflict.\"\n      ]\n    },\n    {\n      \"candidate_id\": \"local_0536e260ed47\",\n      \"round_score\": 60,\n      \"reasons\": [\n        \"slot_0...","duration_ms":117479,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-27T16:13:46+00:00"},{"id":37,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","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- slot_rating is assigned from the candidate's normalized score-delta layer inside the current bucket.\n- Numeric slot labels are ordinal score-layer indices, not abstract gradient tags.\n- Smaller slot numbers mean the candidate is closer to the upper score edge of that bucket.\n- Larger slot numbers mean the ca...","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\": \"河南\",\n  \"score\": \"600\",\n  \"rank\": null,\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": null,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": null,\n  \"prefer_home_province\": null,\n  \"decision_maker\": \"一起\",\n  \"path_priority\": [\n    \"考公 / 考编\",\n    \"考研深造\",\n    \"国企 / 央企\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [],\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    \"公务员\",\n    \"编制\",\n    \"考研\",\n    \"国企\",\n    \"央企\",\n    \"就业\"\n  ],\n  \"school_or_region_keywords\": [],\n  \"query_strategy\": ...","raw_response_excerpt":"{\n  \"bucket_summary\": \"河南物理组600分，选科物化地，考公/考研/国企路径优先。reach_pool候选40条，经筛选保留25条冲刺方案，覆盖上沿、主体、缓冲各slot，优先保留与路径匹配、录取依据清晰、风险可解释的候选。\",\n  \"plans\": [\n    {\n      \"type\": \"冲刺\",\n      \"school\": \"杭州师范大学\",\n      \"major\": \"计算机科学与技术\",\n      \"admission_rate\": \"冲刺\",\n      \"civil_service_friendly\": \"计算机专业可报考大量公务员岗位（如网信办、公安、大数据局），但杭州师范大学非双一流，选调范围有限，考公需自行备考，整体友好度中等偏上。\",\n      \"soe_fit\": \"计算机专业在国企信息化部门、银行科技岗、运营商等有稳定需求，杭州师范大学在长三角国企招聘中有一定认可度，适配度中等。\",\n      \"grad_boost\": \"杭州师范大学有计算机硕士点，考研氛围较好，可冲刺浙大、杭电等更高层次院校，但非985/211，保研率较低，需自身努力。\",\n      \"reason\": \"杭州师范大学位于杭州，城市资源丰富，计算机专业为热门工科，就业面广。学生分数600分，去年最低分603，位次42712，差3分，属于合理冲刺区间。建议放在冲刺区前段，若想增加录取概率，可搭配浙江理工大学计算机作为稳妥替代。\",\n      \"risk\": \"去年最低分603，学生600分，位次差距约3000，且计算机专业热度高，可能进一步推高录取线。\",\n      \"alternative\": \"浙江理工大学计算机科学与技术（杭州，去年最低分598左右，位次更接近）\",\n      \"undergrad_employment\": \"本科可进入杭州及长三角中小型IT企业、银行科技岗、国企信息化部门，从事软件开发、测试、运维等岗位。\",\n      \"grad_employment\": \"读研后可进入大型互联网公司（阿里、网易）、金融机构总部科技部、高校或研究所，岗位层次和薪资显著提升。\"\n    },\n    {\n      \"type\": \"冲刺\",\n      \"school\": \"西南交通大学\",\n      \"major\": \"经济与贸易类\",\n      \"admission_rate\": \"冲刺\",\n      \"civil_service_friendly\": \"经济贸易类可报考发改委、商务局、海关等岗位，但专业对口度不如法学、会计，需注意岗位限制。西南交大为211，选调资格较好，整体考公友好度中等偏高。\",\n      \"soe_fit\": \"西南交大在铁路、交通、基建类央企中认可度高，经济贸易类可进入...","duration_ms":98608,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-27T16:15:25+00:00"},{"id":38,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","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- slot_rating is assigned from the candidate's normalized score-delta layer inside the current bucket.\n- Numeric slot labels are ordinal score-layer indices, not abstract gradient tags.\n- Smaller slot numbers mean the candidat...","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\": \"河南\",\n  \"score\": \"600\",\n  \"rank\": null,\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": null,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": null,\n  \"prefer_home_province\": null,\n  \"decision_maker\": \"一起\",\n  \"path_priority\": [\n    \"考公 / 考编\",\n    \"考研深造\",\n    \"国企 / 央企\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [],\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_keyword...","raw_response_excerpt":"{\n  \"bucket_summary\": \"本稳妥方案基于河南物理组600分考生，从match_pool的40个候选中筛选出40条。候选覆盖slot_01至slot_20，分数区间580-599，录取风险可控。优先保留与考公、考研、国企路径匹配的候选，排除专业方向模糊或就业出口不清晰的选项。\",\n  \"plans\": [\n    {\n      \"type\": \"稳妥\",\n      \"school\": \"江南大学\",\n      \"major\": \"教育技术学\",\n      \"admission_rate\": \"稳妥\",\n      \"civil_service_friendly\": \"教育技术学属于教育学类，可报考教育部门、电教馆等事业单位岗位，但岗位数量有限，考公面较窄。\",\n      \"soe_fit\": \"该专业与国企岗位关联度低，主要面向教育信息化企业，国企对口岗位较少。\",\n      \"grad_boost\": \"江南大学为211高校，保研率较高，教育技术学可考研至教育学、计算机交叉方向，深造平台较好。\",\n      \"reason\": \"江南大学是211高校，位于无锡，长三角就业认可度高。教育技术学属于教育学与计算机交叉学科，适合对教育信息化感兴趣的学生。去年最低分598，位次47011，计划2人，考生600分略高于最低分，属于稳妥区前段。建议作为稳妥主力志愿，同时搭配同校其他专业或同层次211的类似专业。\",\n      \"risk\": \"教育技术学非热门专业，就业面相对较窄，需确认学生是否接受教育方向。\",\n      \"alternative\": \"可考虑江南大学其他专业或南京邮电大学的教育技术学，录取位次相近。\",\n      \"undergrad_employment\": \"本科毕业可从事教育信息化产品设计、在线教育平台运营、学校电教管理等工作，主要就业于教育科技公司或中小学。\",\n      \"grad_employment\": \"硕士毕业后可进入高校担任教育技术教师、教育研究院研究员，或进入互联网教育公司从事产品研发，薪资和平台显著提升。\"\n    },\n    {\n      \"type\": \"稳妥\",\n      \"school\": \"南通大学\",\n      \"major\": \"应用统计学\",\n      \"admission_rate\": \"稳妥\",\n      \"civil_service_friendly\": \"应用统计学专业可报考统计局、税务局等岗位，考公岗位较多，属于公务员招录热门专业。\",\n      \"soe_fit\": \"该专业在银行、保险、电信等国企的数据分析岗位需求较大，国企适配度较高。\",\n      \"grad_boost\": \"应用统计学是考研热门专业，可转向统计学、数据科学、金融工程等...","duration_ms":127719,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-27T16:17:32+00:00"},{"id":39,"report_id":"6c033832-8a0c-4b5c-a3f9-70fe080fafaf","trace_id":"trace_0cd89a67-8dee-424a-9225-2b4df9e69671","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- slot_rating is assigned from the candidate's normalized score-delta layer inside the current bucket.\n- Numeric slot labels are ordinal score-layer indices, not abstract gradient tags.\n- Smaller slot numbers mean the candidate is closer to the upper score edge of that bucket.\n- Larger slot numbers mean the can...","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\": \"河南\",\n  \"score\": \"600\",\n  \"rank\": null,\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": null,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": null,\n  \"prefer_home_province\": null,\n  \"decision_maker\": \"一起\",\n  \"path_priority\": [\n    \"考公 / 考编\",\n    \"考研深造\",\n    \"国企 / 央企\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [],\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    \"公务员\",\n    \"编制\",\n    \"考研\",\n    \"国企\",\n    \"央企\",\n    \"就业\"\n  ],\n  \"school_or_region_keywords\": [],\n  \"query_strategy\": {\n   ...","raw_response_excerpt":"{\n  \"bucket_summary\": \"安全池候选共40个，覆盖厦门理工学院、重庆工商大学、江西水利电力大学、大连工业大学、常州工学院、山西医科大学、山东理工大学、东北石油大学、集美大学、四川外国语大学、河南工业大学、重庆医科大学、北京物资学院等院校，分数区间570-579，位次约7.1万-8.4万。根据学生考公/考研/国企优先路径，优先保留会计学、经济学、电气、计算机、水利水电等专业，排除纺织工程、材料类等弱相关专业，最终输出26条保底方案。\",\n  \"plans\": [\n    {\n      \"type\": \"保底\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"会计学\",\n      \"admission_rate\": \"保底\",\n      \"civil_service_friendly\": \"会计学专业可报考税务、审计、财政等大量公务员岗位，专业对口度高，考公路径清晰。\",\n      \"soe_fit\": \"国企财务部门需求稳定，重庆工商大学在西南地区国企就业有一定认可度，适合进入央企或地方国企财务岗。\",\n      \"grad_boost\": \"会计学考研方向明确（会计学硕/专硕），学校平台可支撑考研，但非双一流院校，名校深造需额外努力。\",\n      \"reason\": \"重庆工商大学是重庆市属重点财经类院校，在西南地区财经领域认可度较高。会计学专业是该校传统优势专业，就业面广，考公、国企、事务所均可。2024年最低分579，位次71206，低于学生600分约21分，安全边际充足。建议作为保底区核心选项，放在保底前段，可搭配同校经济学或财务管理。\",\n      \"risk\": \"非双一流院校，在部分省份选调或央企总部招聘中可能受限。\",\n      \"alternative\": \"重庆工商大学财务管理专业，分数相近，方向类似。\",\n      \"undergrad_employment\": \"本科毕业可进入中小企业财务岗、会计师事务所、银行柜员等，起薪约4000-6000元/月。\",\n      \"grad_employment\": \"硕士毕业后可进入大型国企财务部、券商、基金公司后台，或通过考公进入税务局、审计局等。\"\n    },\n    {\n      \"type\": \"保底\",\n      \"school\": \"重庆工商大学\",\n      \"major\": \"经济学\",\n      \"admission_rate\": \"保底\",\n      \"civil_service_friendly\": \"经济学专业可报考发改委、统计局、财政局等岗位，考公覆盖面较广。\",\n      \"soe_fit\": \"国企经济分析、战略规划岗位有需求，但竞争激烈，需研究生学历更优。\",\n      \"...","duration_ms":87208,"success":true,"error_code":null,"error_message":null,"created_at":"2026-05-27T16:19:00+00:00"}]}