报告执行流程与 Prompt 回放

slot_rating is the authoritative Stage3 structured field for safe_pool.
Read the dynamic slot axis from the bucket package before making any structural explanation.
- For every candidate you mention, echo candidate_id, source_bucket, and slot_rating exactly as provided.
- You may not create candidates, remove candidate_id, or move a candidate between reach_pool, match_pool, and safe_pool.
- You may not rewrite, compress, or alias slot_rating.
- Your score, keep_priority, or ranking is only a within-slot soft signal; if uncertain, add risk_flags or uncertainty_reason instead of guessing.
- Structural layering is a top-priority objective of this round.
- Structural layering remains the highest-priority objective whenever it conflicts with weak or ambiguous preference signals.
- slot_rating is a precomputed, read-only structural position label inside the candidate's own bucket.
- slot_rating is assigned from the candidate's normalized score-delta layer inside the current bucket.
- Numeric slot labels are ordinal score-layer indices, not abstract gradient tags.
- Smaller slot numbers mean the candidate is closer to the upper score edge of that bucket.
- Larger slot numbers mean the candidate is closer to the lower or buffer score edge of that bucket.
- slot_rating is not a school quality score, not a major value score, and not a final recommendation strength score.
- You must not modify, rename, reassign, or reinterpret slot_rating.
- You must not reassign slot_rating.
- Use slot_rating directly when assigning round_score.
- round_score is the only scoring field in this round and must be an integer from 0 to 100.
- round_score must already reflect both round-specific fit and structural usefulness under the existing slot_rating.
- Do not output any penalty field or any secondary keep score.
- Do not treat smaller slot numbers as automatically better.
- Do not treat larger slot numbers as automatically worse.
- If head slots are structurally overcrowded, lower round_score directly instead of using a separate penalty field.
- If a middle or buffer candidate remains viable and helps preserve bucket layering, raise round_score directly.
- round_score is a final integrated evaluation score, not a single-factor enthusiasm score.
- First judge whether the candidate is supported by the main factor of this round.
- Then check whether the candidate's slot_rating is already overcrowded inside its own bucket.
- If many candidates are already concentrated in the same slot_rating, even a good candidate should be actively downscored.
- If the slot_rating is relatively sparse and the candidate is still reasonable under this round's main factor, it should be actively upscored.
- The final round_score must reflect both round-specific fit and the candidate's contribution to slot_rating structure dispersion.
- round_score must not ignore slot_rating density.
- It is invalid if most candidates sharing the same slot_rating still receive similarly high scores without any structural separation.
- It is also invalid if slot_rating scarcity or overcrowding has no visible effect on the final round_score.
- reasons[0] must explain why the candidate should receive this round_score under its existing slot_rating.
- reasons[1] must explain the round-specific fit or conflict.
- 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.
- Missing or weak user signal should produce cautious and mostly stable scoring, not random churn.
- You must not choose final submission order.
- You must not invent candidates or cross-bucket comparisons.
admission_rate must stay fixed to 保底 for every safe plan.
Use slot_rating as the only structured ordering axis inside safe_pool.
Evaluate all fields with strict evidence-bounded reasoning.
Output format:
- Return a JSON object only.
- Use exactly these fixed fields and do not add, remove, rename, or merge any fields:
- civil_service_friendly
- soe_fit
- grad_boost
- reason
- risk
- alternative
- undergrad_employment
- grad_employment
- All field values must be written in Chinese.
- Every field must contain substantive content.
Evidence boundary:
- Use only these evidence sources: bucket-package evidence, expert_enrichment, history, risk_flags, and stated student preferences.
- Do not use unsupported assumptions, school fame, city popularity, or generic praise as evidence.
- If the evidence is weak, incomplete, or indirect, stay conservative and say so explicitly.
- If the evidence does not support a strong claim, state what is missing or uncertain.
Field separation:
- Each evaluative field must answer a different question.
- Do not reuse the same praise, prestige signal, or generic employment language across multiple fields unless the evidence truly supports different conclusions.
- Do not let school prestige, city heat, or vague “good employment” claims fill every field.
- Do not use broad positive filler to cover for weak evidence.
Field definitions:
- 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.
- Focus on major eligibility, breadth of matching岗位, exam-route compatibility, and whether the program helps entry into public-sector tracks.
- Do not substitute general stability, school prestige, or overall employment quality.
- soe_fit: Judge only compatibility with SOE / central-enterprise / infrastructure / energy / grid / transport / telecom / manufacturing / other regulated-industry employment paths.
- Focus on major relevance, industry linkage, and downstream job coverage.
- Do not equate this with generic “good employment”.
- grad_boost: Judge only the value of this option for 考研、保研、继续深造、research-platform upgrade, and credential upside.
- Focus on discipline continuity, platform resources, research atmosphere, and post-graduate path uplift.
- “Can take graduate exams” alone is not sufficient evidence.
- reason: Answer "why this school-major should enter the volunteer list, and how the user should use it".
- 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。
- This field must clearly cover all four of the following information roles:
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- Cite 1-2 concrete support signals when possible.
- Do not write generic praise.
- 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.
- Do not simply repeat visible label-style conclusions such as “冲/稳/保”, “true”, or similar tags.
- Write it as a short natural recommendation explanation, not as a checklist.
- risk: Answer "what is the single biggest risk of this option".
- Be short, concrete, and direct.
- Prioritize the most important uncertainty or cost first, such as tight rank margin, major heat volatility, plan changes, city acceptance, or path uncertainty.
- Avoid generic filler unless tied to a specific trigger.
- alternative: Provide a lower-risk alternative in the same direction.
- 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.
- Do not jump to a completely different direction.
- undergrad_employment: Describe the likely direct employment exits if the student stops at the undergraduate level.
- 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.
- grad_employment: Describe the likely upgraded employment exits after graduate study or further academic progression.
- 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.
- It must not repeat undergrad_employment.
Field writing requirements:
- civil_service_friendly, soe_fit, and grad_boost must follow their own definitions strictly.
- 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.
- 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.
- 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”.
- If civil_service_friendly, soe_fit, or grad_boost is weak, explicitly explain why it is weak instead of using vague positive language.
- reason should be concise, specific, evidence-bounded, and ideally 3-5 sentences.
- risk should name the single biggest uncertainty first.
- alternative must remain in the same direction and become safer through one clear change.
- undergrad_employment and grad_employment must be clearly differentiated and non-redundant.
Quality bar:
- Every field must be specific, non-redundant, and traceable to evidence.
- Prefer precise, caveated judgments over broad positive statements.
- If evidence is limited, it is better to be conservative than to overclaim.

You are safe_pool 专属的高考志愿保底方案生成器。

You only process safe_pool candidates. You do not process reach_pool or match_pool.
Your 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.
You are not allowed to invent new candidates outside the provided safe_pool package.

一、核心目标
You must keep only candidates that satisfy all three conditions:
1. 更稳: they have stronger downside protection than match-tier options, not merely lower school prestige or lower score threshold.
2. 可接受: the student and family can still realistically accept the city, school level, major path, and future direction.
3. 可解释: every plan can clearly explain its safety basis, acceptance basis, and main risk.

The priority order for safe_pool is:
admission feasibility > no hard-constraint conflict > student/family acceptability > clear professional path > within-bucket ranking.

二、硬性禁止
You must exclude any candidate with:
- missing or incomplete school / major / program-group / key admissions information
- 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, ???, ***
- clearly insufficient evidence to explain why it is safer
- explicit conflict with student hard constraints
- fake-safe reasoning that only depends on lower school tier, weaker city, or colder major
- high likelihood that the student/family would not actually accept it
- obvious conflict with path_priority and no valid explanation
- candidates that do not belong to safe_pool

三、判定流程
For every candidate, reason internally in this exact order:
1. admission feasibility judgment
2. risk exclusion judgment
3. acceptability judgment
4. safety-value judgment
5. within-bucket ordering
Do not skip steps.

四、优先保留
Prefer candidates with:
- clearer safety margin than match bucket
- explicit evidence from rank / score / plan / major-group / history
- complete major naming and clear training direction
- relatively stable direct-undergrad employment path
- acceptable graduate-study extension
- no conflict with path_priority
- city, school level, and institution type inside realistic family acceptance range
- a clear but tolerable downside

五、降权或排除
Downrank or exclude candidates that:
- prove safety only by lower score threshold
- have unclear employment exit
- obviously miss city preference
- fall below school-level acceptance floor
- clearly mismatch interests / strong subjects / path priorities
- cannot support a concrete risk sentence
- cannot offer a same-layer alternative

六、输出要求
Return JSON only.
Target up to 26 plans; if candidate_table is undersized, output only the actual local candidates and mention local_candidate_shortage in bucket_summary.
Every plan.type must be exactly 保底.
Do not output reach/match or other tier labels.
Do not add schools or majors outside the provided safe_pool package.
Do not invent score history, rank history, policies, or plan changes.
If evidence is insufficient, stay conservative and explicit about uncertainty.

七、字段写法要求
reason 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。
每条 reason 必须同时覆盖四类信息：
1. 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。
2. 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。
3. 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。
4. 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。
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。

risk must be short, concrete, and focused on the main downside only.
Use risk types such as:
- 学校层次相对一般
- 城市机会相对有限
- 专业热度或行业弹性一般
- 非目标城市
- 非最优路径但可接受
- 后续需复核招生计划或专业组变化

alternative must stay near the same layer.
It should point to a similar school-level / city-range / professional-path / safety-profile alternative.
Do not jump from safe items to obvious reach items.

八、输出前自检
- no more than 26 plans; fewer only when local candidates are insufficient or disqualified
- every plan.type is exactly 保底
- all plans come from safe_pool
- no placeholders, no 待确认, no 待核实, no malformed major names
- every plan explains why it is safer
- every plan explains why it is still acceptable
- every risk is concrete and non-generic
- no fake-safe candidate justified only by lower score
- no clear hard-constraint violation

Return strict JSON only.

Required JSON shape:
{
  "bucket_summary": "string",
  "plans": [
    {
      "type": "保底",
      "school": "string",
      "major": "string",
      "admission_rate": "保底",
      "civil_service_friendly": "string",
      "soe_fit": "string",
      "grad_boost": "string",
      "reason": "string",
      "risk": "string",
      "alternative": "string",
      "undergrad_employment": "string",
      "grad_employment": "string"
    }
  ]
}

请基于以下输入，只从 safe_pool 候选中生成 safe 桶志愿方案。

你不能新增候选，不能输出其它桶，不能编造未提供的数据。
请严格按照 System Prompt 的 safe_pool 判定流程执行。

一、学生画像 student_form_json
{
  "province": "河南",
  "score": "550",
  "rank": null,
  "subject_type": "物理、化学、地理",
  "gender": "男",
  "target_city": null,
  "accept_out_province": true,
  "accept_adjustment": null,
  "accept_intensive": true,
  "willing_graduate": true,
  "school_preference": null,
  "prefer_home_province": "unsure",
  "decision_maker": "学生",
  "path_priority": [
    "国企 / 央企",
    "考公 / 考编",
    "考研深造",
    "本科直接就业",
    "市场化高薪"
  ],
  "interests": [],
  "strong_subjects": [
    "数学",
    "英语",
    "物理",
    "化学"
  ],
  "special_notes": null,
  "medical_notes": null
}

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

二、语义查询计划 semantic_query_plan_json
{
  "version": "guided-semantic-query-plan-v1",
  "hard_exclude_major_keywords": [],
  "soft_avoid_major_keywords": [],
  "risk_reminder_keywords": [],
  "preferred_major_keywords": [
    "电气",
    "自动化",
    "计算机",
    "软件",
    "通信",
    "机械",
    "土木",
    "会计",
    "金融",
    "法学",
    "汉语言文学",
    "行政管理",
    "工商管理",
    "市场营销"
  ],
  "school_or_region_keywords": [],
  "query_strategy": {
    "province_scope": "national",
    "rank_window": "normal",
    "candidate_target_count": 240
  },
  "interpretation_notes": [
    "学生选科为物化地，可报理工科及部分文科专业。",
    "学生接受高强度学习，愿意深造，优先国企/央企、考公考编、考研，故推荐工科、经管、法学等专业。",
    "无明确排斥专业，故不设硬排除或软回避。",
    "学生未明确偏好省份，且接受外省，故全国范围检索。",
    "排名缺失，使用正常分数窗口。"
  ]
}

重点关注：hard constraints, soft avoid, high-risk reminders, preference keep, path priority interpretation

三、safe 桶候选包 safe_bucket_package_json
{
  "bucket_name": "safe_pool",
  "candidate_table": [
    {
      "candidate_id": "local_8c472e7582ea",
      "school": "厦门理工学院",
      "major": "财务管理",
      "source_bucket": "safe_pool",
      "record_code": "",
      "school_code": "",
      "major_code": "",
      "professional_group": "",
      "selection_requirements": "",
      "slot_rating": "slot_02",
      "slot_label": "上沿",
      "physical_score_delta": -22,
      "min_score": 528,
      "min_rank": null,
      "plan_count": null,
      "keep_reason": "通过四轮桶内处理后保留",
      "evidence_brief": "最低分 528，位次 154978，计划 5",
      "risk_flags": []
    },
    {
      "candidate_id": "local_1c065ea0e94e",
      "school": "肇庆医学院",
      "major": "口腔医学技术",
      "source_bucket": "safe_pool",
      "record_code": "",
      "school_code": "",
      "major_code": "",
      "professional_group": "",
      "selection_requirements": "",
      "slot_rating": "slot_02",
      "slot_label": "上沿",
      "physical_score_delta": -22,
      "min_score": 528,
      "min_rank": null,
      "plan_count": null,
      "keep_reason": "通过四轮桶内处理后保留",
      "evidence_brief": "最低分 528，位次 156750，计划 1",
      "risk_flags": []
    },
    {
      "candidate_id": "local_246d6973f880",
      "school": "河南中医药大学",
      "major": "公共管理类",
      "source_bucket": "safe_pool",
      "record_code": "",
      "school_code": "",
      "major_code": "",
      "professional_group": "",
      "selection_requirements": "",
      "slot_rating": "slot_02",
      "slot_label": "上沿",
      "physical_score_delta": -22,
      "min_score": 528,
      "min_rank": null,
      "plan_count": null,
      "keep_reason": "通过四轮桶内处理后保留",
      "evidence_brief": "最低分 528，位次 156750，计划 40",
      "risk_flags": []
    },
    {
      "candidate_id": "local_80de8b5eac79",
      "school": "沈阳理工大学",
      "major": "计算机科学与技术",
      "source_bucket": "safe_pool",
      "record_code": "",
      "school_code": "",
      "major_code": "",
      "professional_group": "",
      "selection_requirements": "",
      "slot_rating": "slot_02",
      "slot_label": "上沿",
      "physical_score_delta": -22,
      "min_score": 528,
      "min_rank": null,
      "plan_count": null,
      "keep_reason": "通过四轮桶内处理后保留",
      "evidence_brief": "最低分 528，位次 156750，计划 6",
      "risk_flags": []
    },
    {
      "candidate_id": "local_7eff00792843",
      "school": "福建农林大学",
      "major": "物流工程",
      "source_bucket": "safe_pool",
      "record_code": "",
      "school_code": "",
      "major_code": "",
      "professional_group": "",
      "selection_requirements": "",
      "slot_rating": "slot_02",
      "slot_label": "上沿",
      "physical_score_delta": -22,
      "min_score": 528,
      "min_rank": null,
      "plan_count": null,
      "keep_reason": "通过四轮桶内处理后保留",
      "evidence_brief": "最低分 528，位次 156750，计划 2",
      "risk_flags": []
    },
    {
      "candidate_id": "local_bf074f63f731",
      "school": "长春师范大学",
      "major": "智能制造工程",
      "source_bucket": "safe_pool",
      "record_code": "",
      "school_code": "",
      "major_code": "",
      "professional_group": "",
      "selection_requirements": "",
      "slot_rating": "slot_02",
      "slot_label": "上沿",
      "physical_score_delta": -22,
      "min_score": 528,
      "min_rank": null,
      "plan_count": null,
      "keep_reason": "通过四轮桶内处理后保留",
      "evidence_brief": "最低分 528，位次 156750，计划 8",
      "risk_flags": []
    },
    {
      "candidate_id": "local_40c0f0a136a1",
      "school": "江苏第二师范学院",
      "major": "数字经济",
      "source_bucket": "safe_pool",
      "record_code": "",
      "school_code": "",
      "major_code": "",
      "professional_group": "",
      "selection_requirements": "",
      "slot_rating": "slot_01",
      "slot_label": "上沿",
      "physical_score_delta": -21,
      "min_score": 529,
      "min_rank": null,
      "plan_count": null,
      "keep_reason": "通过四轮桶内处理后保留",
      "evidence_brief": "最低分 529，位次 154977，计划 4",
      "risk_flags": []
    },
    {
      "candidate_id": "local_87bccdc449e6",
      "school": "德州学院",
      "major": "应用统计学",
      "source_bucket": "safe_pool",
      "record_code": "",
      "school_code": "",
      "major_code": "",
      "professional_group": "",
      "selection_requirements": "",
      "slot_rating": "slot_01",
      "slot_label": "上沿",
      "physical_score_delta": -21,
      "min_score": 529,
      "min_rank": null,
      "plan_count": null,
      "keep_reason": "通过四轮桶内处理后保留",
      "evidence_brief": "最低分 529，位次 154977，计划 5",
      "risk_flags": []
    },
    {
      "candidate_id": "local_8e80ce562479",
      "school": "湖南人文科技学院",
      "major": "人工智能",
      "source_bucket": "safe_pool",
      "record_code": "",
      "school_code": "",
      "major_code": "",
      "professional_group": "",
      "selection_requirements": "",
      "slot_rating": "slot_01",
      "slot_label": "上沿",
      "physical_score_delta": -21,
      "min_score": 529,
      "min_rank": null,
      "plan_count": null,
      "keep_reason": "通过四轮桶内处理后保留",
      "evidence_brief": "最低分 529，位次 154977，计划 5",
      "risk_flags": []
    },
    {
      "candidate_id": "local_97568df0838f",
      "school": "重庆交通大学",
      "major": "新闻传播学类",
      "source_bucket": "safe_pool",
      "record_code": "",
      "school_code": "",
      "major_code": "",
      "professional_group": "",
      "selection_requirements": "",
      "slot_rating": "slot_01",
      "slot_label": "上沿",
      "physical_score_delta": -21,
      "min_score": 529,
      "min_rank": null,
      "plan_count": null,
      "keep_reason": "通过四轮桶内处理后保留",
      "evidence_brief": "最低分 529，位次 154977，计划 3",
      "risk_flags": []
    },
    {
      "candidate_id": "local_04dba32a47f0",
      "school": "吉林警察学院",
      "major": "计算机科学与技术",
      "source_bucket": "safe_pool",
      "record_code": "",
      "school_code": "",
      "major_code": "",
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  "data_boundary_notes": [
    "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。",
    "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。",
    "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。",
    "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。"
  ]
}

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。
你必须优先使用候选包中的证据进行判断。

四、输出要求
请输出 JSON only，结构如下：
{
  "bucket_summary": "string",
  "plans": [
    {
      "type": "保底",
      "school": "string",
      "major": "string",
      "admission_rate": "保底",
      "civil_service_friendly": "string",
      "soe_fit": "string",
      "grad_boost": "string",
      "reason": "string",
      "risk": "string",
      "alternative": "string",
      "undergrad_employment": "string",
      "grad_employment": "string"
    }
  ]
}

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。

henan_group_packages_json:
[
  {
    "school": "安阳工学院",
    "bucket": "safe_pool",
    "anchor_major": "自动化",
    "anchor_score": 0,
    "major_count_before_fill": 7,
    "major_count_after_fill": 7,
    "fill_shortfall": 0,
    "majors": [
      {
        "name": "自动化",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 528,
        "min_rank": null,
        "slot_rating": "slot_02"
      },
      {
        "name": "汽车服务工程",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 523,
        "min_rank": null,
        "slot_rating": "slot_07"
      },
      {
        "name": "人工智能",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 523,
        "min_rank": null,
        "slot_rating": "slot_07"
      },
      {
        "name": "通信工程",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 523,
        "min_rank": null,
        "slot_rating": "slot_07"
      },
      {
        "name": "智慧交通",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 523,
        "min_rank": null,
        "slot_rating": "slot_07"
      },
      {
        "name": "机械电子工程",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 532,
        "min_rank": null,
        "slot_rating": "slot_18"
      },
      {
        "name": "机械设计制造及其自动化",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 531,
        "min_rank": null,
        "slot_rating": "slot_19"
      }
    ]
  },
  {
    "school": "宝鸡文理学院",
    "bucket": "safe_pool",
    "anchor_major": "机械设计制造及其自动化",
    "anchor_score": 0,
    "major_count_before_fill": 3,
    "major_count_after_fill": 3,
    "fill_shortfall": 3,
    "majors": [
      {
        "name": "机械设计制造及其自动化",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 527,
        "min_rank": null,
        "slot_rating": "slot_03"
      },
      {
        "name": "电气工程及其自动化",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 522,
        "min_rank": null,
        "slot_rating": "slot_08"
      },
      {
        "name": "自动化",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 520,
        "min_rank": null,
        "slot_rating": "slot_10"
      }
    ]
  },
  {
    "school": "池州学院",
    "bucket": "safe_pool",
    "anchor_major": "电子信息科学与技术",
    "anchor_score": 0,
    "major_count_before_fill": 8,
    "major_count_after_fill": 8,
    "fill_shortfall": 0,
    "majors": [
      {
        "name": "电子信息科学与技术",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 527,
        "min_rank": null,
        "slot_rating": "slot_03"
      },
      {
        "name": "微电子科学与工程",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 526,
        "min_rank": null,
        "slot_rating": "slot_04"
      },
      {
        "name": "新能源材料与器件",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 524,
        "min_rank": null,
        "slot_rating": "slot_06"
      },
      {
        "name": "环境工程",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 523,
        "min_rank": null,
        "slot_rating": "slot_07"
      },
      {
        "name": "数学与应用数学",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 523,
        "min_rank": null,
        "slot_rating": "slot_07"
      },
      {
        "name": "高分子材料与工程",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 522,
        "min_rank": null,
        "slot_rating": "slot_08"
      },
      {
        "name": "电气工程及其自动化",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 531,
        "min_rank": null,
        "slot_rating": "slot_19"
      },
      {
        "name": "计算机科学与技术",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 531,
        "min_rank": null,
        "slot_rating": "slot_19"
      }
    ]
  },
  {
    "school": "重庆工商大学",
    "bucket": "safe_pool",
    "anchor_major": "会计学",
    "anchor_score": 0,
    "major_count_before_fill": 10,
    "major_count_after_fill": 10,
    "fill_shortfall": 0,
    "majors": [
      {
        "name": "会计学",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 529,
        "min_rank": null,
        "slot_rating": "slot_01"
      },
      {
        "name": "旅游管理",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 554,
        "min_rank": null,
        "slot_rating": "slot_05"
      },
      {
        "name": "工程管理",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 555,
        "min_rank": null,
        "slot_rating": "slot_06"
      },
      {
        "name": "物流管理",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 555,
        "min_rank": null,
        "slot_rating": "slot_06"
      },
      {
        "name": "工商管理类",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 557,
        "min_rank": null,
        "slot_rating": "slot_08"
      },
      {
        "name": "商务英语",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 557,
        "min_rank": null,
        "slot_rating": "slot_08"
      },
      {
        "name": "电子商务",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 558,
        "min_rank": null,
        "slot_rating": "slot_09"
      },
      {
        "name": "工商管理",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 558,
        "min_rank": null,
        "slot_rating": "slot_09"
      },
      {
        "name": "公共管理类",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 559,
        "min_rank": null,
        "slot_rating": "slot_10"
      },
      {
        "name": "金融学",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 535,
        "min_rank": null,
        "slot_rating": "slot_15"
      }
    ]
  },
  {
    "school": "重庆交通大学",
    "bucket": "safe_pool",
    "anchor_major": "新闻传播学类",
    "anchor_score": 0,
    "major_count_before_fill": 2,
    "major_count_after_fill": 2,
    "fill_shortfall": 4,
    "majors": [
      {
        "name": "新闻传播学类",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 529,
        "min_rank": null,
        "slot_rating": "slot_01"
      },
      {
        "name": "工程造价",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 546,
        "min_rank": null,
        "slot_rating": "slot_04"
      }
    ]
  },
  {
    "school": "大理大学",
    "bucket": "safe_pool",
    "anchor_major": "生物科学",
    "anchor_score": 0,
    "major_count_before_fill": 15,
    "major_count_after_fill": 15,
    "fill_shortfall": 0,
    "majors": [
      {
        "name": "生物科学",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 529,
        "min_rank": null,
        "slot_rating": "slot_01"
      },
      {
        "name": "通信工程",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 550,
        "min_rank": null,
        "slot_rating": "slot_01"
      },
      {
        "name": "环境科学",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 548,
        "min_rank": null,
        "slot_rating": "slot_02"
      },
      {
        "name": "数学与应用数学",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 548,
        "min_rank": null,
        "slot_rating": "slot_02"
      },
      {
        "name": "药学",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 551,
        "min_rank": null,
        "slot_rating": "slot_02"
      },
      {
        "name": "电气工程及其自动化",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 552,
        "min_rank": null,
        "slot_rating": "slot_03"
      },
      {
        "name": "卫生检验与检疫",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 552,
        "min_rank": null,
        "slot_rating": "slot_03"
      },
      {
        "name": "动物科学",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 526,
        "min_rank": null,
        "slot_rating": "slot_04"
      },
      {
        "name": "英语",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 546,
        "min_rank": null,
        "slot_rating": "slot_04"
      },
      {
        "name": "园艺",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 526,
        "min_rank": null,
        "slot_rating": "slot_04"
      },
      {
        "name": "口腔医学",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 554,
        "min_rank": null,
        "slot_rating": "slot_05"
      },
      {
        "name": "医学影像学",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 554,
        "min_rank": null,
        "slot_rating": "slot_05"
      },
      {
        "name": "临床医学",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 555,
        "min_rank": null,
        "slot_rating": "slot_06"
      },
      {
        "name": "电子信息工程",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 556,
        "min_rank": null,
        "slot_rating": "slot_07"
      },
      {
        "name": "化学",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 534,
        "min_rank": null,
        "slot_rating": "slot_16"
      }
    ]
  },
  {
    "school": "德州学院",
    "bucket": "safe_pool",
    "anchor_major": "应用统计学",
    "anchor_score": 0,
    "major_count_before_fill": 3,
    "major_count_after_fill": 3,
    "fill_shortfall": 3,
    "majors": [
      {
        "name": "应用统计学",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 529,
        "min_rank": null,
        "slot_rating": "slot_01"
      },
      {
        "name": "计算机科学与技术",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 536,
        "min_rank": null,
        "slot_rating": "slot_14"
      },
      {
        "name": "物联网工程",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 534,
        "min_rank": null,
        "slot_rating": "slot_16"
      }
    ]
  },
  {
    "school": "东南大学成贤学院",
    "bucket": "safe_pool",
    "anchor_major": "机器人工程",
    "anchor_score": 0,
    "major_count_before_fill": 2,
    "major_count_after_fill": 2,
    "fill_shortfall": 4,
    "majors": [
      {
        "name": "机器人工程",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 527,
        "min_rank": null,
        "slot_rating": "slot_03"
      },
      {
        "name": "电气工程及其自动化",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 523,
        "min_rank": null,
        "slot_rating": "slot_07"
      }
    ]
  },
  {
    "school": "福建江夏学院",
    "bucket": "safe_pool",
    "anchor_major": "光电信息科学与工程",
    "anchor_score": 0,
    "major_count_before_fill": 7,
    "major_count_after_fill": 7,
    "fill_shortfall": 0,
    "majors": [
      {
        "name": "光电信息科学与工程",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 527,
        "min_rank": null,
        "slot_rating": "slot_03"
      },
      {
        "name": "物联网工程",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 527,
        "min_rank": null,
        "slot_rating": "slot_03"
      },
      {
        "name": "法学",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 545,
        "min_rank": null,
        "slot_rating": "slot_05"
      },
      {
        "name": "工业设计",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 524,
        "min_rank": null,
        "slot_rating": "slot_06"
      },
      {
        "name": "智能建造",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 524,
        "min_rank": null,
        "slot_rating": "slot_06"
      },
      {
        "name": "电子信息工程",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 533,
        "min_rank": null,
        "slot_rating": "slot_17"
      },
      {
        "name": "会计学",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 532,
        "min_rank": null,
        "slot_rating": "slot_18"
      }
    ]
  },
  {
    "school": "甘肃农业大学",
    "bucket": "safe_pool",
    "anchor_major": "材料化学",
    "anchor_score": 0,
    "major_count_before_fill": 12,
    "major_count_after_fill": 12,
    "fill_shortfall": 0,
    "majors": [
      {
        "name": "材料化学",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 529,
        "min_rank": null,
        "slot_rating": "slot_01"
      },
      {
        "name": "农业机械化及其自动化",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 526,
        "min_rank": null,
        "slot_rating": "slot_04"
      },
      {
        "name": "食品科学与工程",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 526,
        "min_rank": null,
        "slot_rating": "slot_04"
      },
      {
        "name": "食品质量与安全",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 523,
        "min_rank": null,
        "slot_rating": "slot_07"
      },
      {
        "name": "应用统计学",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 523,
        "min_rank": null,
        "slot_rating": "slot_07"
      },
      {
        "name": "农学",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 522,
        "min_rank": null,
        "slot_rating": "slot_08"
      },
      {
        "name": "生物制药",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 522,
        "min_rank": null,
        "slot_rating": "slot_08"
      },
      {
        "name": "智慧农业",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 522,
        "min_rank": null,
        "slot_rating": "slot_08"
      },
      {
        "name": "机械设计制造及其自动化",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 541,
        "min_rank": null,
        "slot_rating": "slot_09"
      },
      {
        "name": "电子信息工程",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 538,
        "min_rank": null,
        "slot_rating": "slot_12"
      },
      {
        "name": "动物医学",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 531,
        "min_rank": null,
        "slot_rating": "slot_19"
      },
      {
        "name": "水利水电工程",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 530,
        "min_rank": null,
        "slot_rating": "slot_20"
      }
    ]
  },
  {
    "school": "甘肃中医药大学",
    "bucket": "safe_pool",
    "anchor_major": "中药学",
    "anchor_score": 0,
    "major_count_before_fill": 15,
    "major_count_after_fill": 15,
    "fill_shortfall": 0,
    "majors": [
      {
        "name": "中药学",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 525,
        "min_rank": null,
        "slot_rating": "slot_05"
      },
      {
        "name": "卫生检验与检疫",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 524,
        "min_rank": null,
        "slot_rating": "slot_06"
      },
      {
        "name": "中草药栽培与鉴定",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 524,
        "min_rank": null,
        "slot_rating": "slot_06"
      },
      {
        "name": "中药制药",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 523,
        "min_rank": null,
        "slot_rating": "slot_07"
      },
      {
        "name": "食品营养与健康",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 522,
        "min_rank": null,
        "slot_rating": "slot_08"
      },
      {
        "name": "食品质量与安全",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 522,
        "min_rank": null,
        "slot_rating": "slot_08"
      },
      {
        "name": "药学",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 521,
        "min_rank": null,
        "slot_rating": "slot_09"
      },
      {
        "name": "运动康复",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 520,
        "min_rank": null,
        "slot_rating": "slot_10"
      },
      {
        "name": "中西医临床医学",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 559,
        "min_rank": null,
        "slot_rating": "slot_10"
      },
      {
        "name": "预防医学",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 560,
        "min_rank": null,
        "slot_rating": "slot_11"
      },
      {
        "name": "护理学",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 536,
        "min_rank": null,
        "slot_rating": "slot_14"
      },
      {
        "name": "软件工程",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 534,
        "min_rank": null,
        "slot_rating": "slot_16"
      },
      {
        "name": "中医康复学",
        "source": "seed",
        "source_bucket": "reach_pool",
        "min_score": 565,
        "min_rank": null,
        "slot_rating": "slot_16"
      },
      {
        "name": "医学检验技术",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 530,
        "min_rank": null,
        "slot_rating": "slot_20"
      },
      {
        "name": "医学信息工程",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 530,
        "min_rank": null,
        "slot_rating": "slot_20"
      }
    ]
  },
  {
    "school": "赣南科技学院",
    "bucket": "safe_pool",
    "anchor_major": "采矿工程",
    "anchor_score": 0,
    "major_count_before_fill": 11,
    "major_count_after_fill": 11,
    "fill_shortfall": 0,
    "majors": [
      {
        "name": "采矿工程",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 529,
        "min_rank": null,
        "slot_rating": "slot_01"
      },
      {
        "name": "矿物加工工程",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 529,
        "min_rank": null,
        "slot_rating": "slot_01"
      },
      {
        "name": "土木工程",
        "source": "seed",
        "source_bucket": "safe_pool",
        "min_score": 528,
        "min_rank": null,
        "slot_rating": "slot_02"
      },
      {
        "name": "电气工程及其自动化",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 539,
        "min_rank": null,
        "slot_rating": "slot_11"
      },
      {
        "name": "电子信息工程",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 535,
        "min_rank": null,
        "slot_rating": "slot_15"
      },
      {
        "name": "自动化",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 535,
        "min_rank": null,
        "slot_rating": "slot_15"
      },
      {
        "name": "通信工程",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 534,
        "min_rank": null,
        "slot_rating": "slot_16"
      },
      {
        "name": "材料成型及控制工程",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 533,
        "min_rank": null,
        "slot_rating": "slot_17"
      },
      {
        "name": "机械电子工程",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 533,
        "min_rank": null,
        "slot_rating": "slot_17"
      },
      {
        "name": "物联网工程",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 533,
        "min_rank": null,
        "slot_rating": "slot_17"
      },
      {
        "name": "网络空间安全",
        "source": "seed",
        "source_bucket": "match_pool",
        "min_score": 532,
        "min_rank": null,
        "slot_rating": "slot_18"
      }
    ]
  }
]

If henan_group_packages_json is non-empty, every plan must map to an existing school group anchor major; you cannot add a new school group, cannot move majors across groups, and cannot break the runtime-fixed group boundary.
If henan_group_packages_json is non-empty, visible intensity, graduate-dependency, medical, or special-note risks must be surfaced through risk and reason fields instead of being silently deleted.

{
  "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\": \"550\",\n  \"rank\": null,\n  \"subject_type\": \"物理、化学、地理\",\n  \"gender\": \"男\",\n  \"target_city\": null,\n  \"accept_out_province\": true,\n  \"accept_adjustment\": null,\n  \"accept_intensive\": true,\n  \"willing_graduate\": true,\n  \"school_preference\": null,\n  \"prefer_home_province\": \"unsure\",\n  \"decision_maker\": \"学生\",\n  \"path_priority\": [\n    \"国企 / 央企\",\n    \"考公 / 考编\",\n    \"考研深造\",\n    \"本科直接就业\",\n    \"市场化高薪\"\n  ],\n  \"interests\": [],\n  \"strong_subjects\": [\n    \"数学\",\n    \"英语\",\n    \"物理\",\n    \"化学\"\n  ],\n  \"special_notes\": null,\n  \"medical_notes\": null\n}\n\n重点关注：province, score, rank, subject_type, accept_out_province, accept_intensive, willing_graduate, target_city, path_priority, interests, strong_subjects, school_preference, special_notes, medical_notes\n\n二、语义查询计划 semantic_query_plan_json\n{\n  \"version\": \"guided-semantic-query-plan-v1\",\n  \"hard_exclude_major_keywords\": [],\n  \"soft_avoid_major_keywords\": [],\n  \"risk_reminder_keywords\": [],\n  \"preferred_major_keywords\": [\n    \"电气\",\n    \"自动化\",\n    \"计算机\",\n    \"软件\",\n    \"通信\",\n    \"机械\",\n    \"土木\",\n    \"会计\",\n    \"金融\",\n    \"法学\",\n    \"汉语言文学\",\n    \"行政管理\",\n    \"工商管理\",\n    \"市场营销\"\n  ],\n  \"school_or_region_keywords\": [],\n  \"query_strategy\": {\n    \"province_scope\": \"national\",\n    \"rank_window\": \"normal\",\n    \"candidate_target_count\": 240\n  },\n  \"interpretation_notes\": [\n    \"学生选科为物化地，可报理工科及部分文科专业。\",\n    \"学生接受高强度学习，愿意深造，优先国企/央企、考公考编、考研，故推荐工科、经管、法学等专业。\",\n    \"无明确排斥专业，故不设硬排除或软回避。\",\n    \"学生未明确偏好省份，且接受外省，故全国范围检索。\",\n    \"排名缺失，使用正常分数窗口。\"\n  ]\n}\n\n重点关注：hard constraints, soft avoid, high-risk reminders, preference keep, path priority interpretation\n\n三、safe 桶候选包 safe_bucket_package_json\n{\n  \"bucket_name\": \"safe_pool\",\n  \"candidate_table\": [\n    {\n      \"candidate_id\": \"local_8c472e7582ea\",\n      \"school\": \"厦门理工学院\",\n      \"major\": \"财务管理\",\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\": 528,\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 528，位次 154978，计划 5\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_1c065ea0e94e\",\n      \"school\": \"肇庆医学院\",\n      \"major\": \"口腔医学技术\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      \"selection_requirements\": \"\",\n      \"slot_rating\": \"slot_02\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -22,\n      \"min_score\": 528,\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 528，位次 156750，计划 1\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_246d6973f880\",\n      \"school\": \"河南中医药大学\",\n      \"major\": \"公共管理类\",\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\": 528,\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 528，位次 156750，计划 40\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_80de8b5eac79\",\n      \"school\": \"沈阳理工大学\",\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_02\",\n      \"slot_label\": \"上沿\",\n      \"physical_score_delta\": -22,\n      \"min_score\": 528,\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 528，位次 156750，计划 6\",\n      \"risk_flags\": []\n    },\n    {\n      \"candidate_id\": \"local_7eff00792843\",\n      \"school\": \"福建农林大学\",\n      \"major\": \"物流工程\",\n      \"source_bucket\": \"safe_pool\",\n      \"record_code\": \"\",\n      \"school_code\": \"\",\n      \"major_code\": \"\",\n      \"professional_group\": \"\",\n      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\"source_bucket\": \"safe_pool\",\n          \"min_score\": 521,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_09\"\n        },\n        {\n          \"name\": \"运动康复\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"safe_pool\",\n          \"min_score\": 520,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_10\"\n        },\n        {\n          \"name\": \"中西医临床医学\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"reach_pool\",\n          \"min_score\": 559,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_10\"\n        },\n        {\n          \"name\": \"预防医学\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"reach_pool\",\n          \"min_score\": 560,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_11\"\n        },\n        {\n          \"name\": \"护理学\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"match_pool\",\n          \"min_score\": 536,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_14\"\n        },\n        {\n          \"name\": \"软件工程\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"match_pool\",\n          \"min_score\": 534,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_16\"\n        },\n        {\n          \"name\": \"中医康复学\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"reach_pool\",\n          \"min_score\": 565,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_16\"\n        },\n        {\n          \"name\": \"医学检验技术\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"match_pool\",\n          \"min_score\": 530,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_20\"\n        },\n        {\n          \"name\": \"医学信息工程\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"match_pool\",\n          \"min_score\": 530,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_20\"\n        }\n      ]\n    },\n    {\n      \"school\": \"赣南科技学院\",\n      \"bucket\": \"safe_pool\",\n      \"anchor_major\": \"采矿工程\",\n      \"anchor_score\": 0,\n      \"major_count_before_fill\": 11,\n      \"major_count_after_fill\": 11,\n      \"fill_shortfall\": 0,\n      \"majors\": [\n        {\n          \"name\": \"采矿工程\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"safe_pool\",\n          \"min_score\": 529,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_01\"\n        },\n        {\n          \"name\": \"矿物加工工程\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"safe_pool\",\n          \"min_score\": 529,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_01\"\n        },\n        {\n          \"name\": \"土木工程\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"safe_pool\",\n          \"min_score\": 528,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_02\"\n        },\n        {\n          \"name\": \"电气工程及其自动化\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"match_pool\",\n          \"min_score\": 539,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_11\"\n        },\n        {\n          \"name\": \"电子信息工程\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"match_pool\",\n          \"min_score\": 535,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_15\"\n        },\n        {\n          \"name\": \"自动化\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"match_pool\",\n          \"min_score\": 535,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_15\"\n        },\n        {\n          \"name\": \"通信工程\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"match_pool\",\n          \"min_score\": 534,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_16\"\n        },\n        {\n          \"name\": \"材料成型及控制工程\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"match_pool\",\n          \"min_score\": 533,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_17\"\n        },\n        {\n          \"name\": \"机械电子工程\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"match_pool\",\n          \"min_score\": 533,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_17\"\n        },\n        {\n          \"name\": \"物联网工程\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"match_pool\",\n          \"min_score\": 533,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_17\"\n        },\n        {\n          \"name\": \"网络空间安全\",\n          \"source\": \"seed\",\n          \"source_bucket\": \"match_pool\",\n          \"min_score\": 532,\n          \"min_rank\": null,\n          \"slot_rating\": \"slot_18\"\n        }\n      ]\n    }\n  ],\n  \"recall_summary\": {\n    \"reference_pool\": {\n      \"pool_name\": \"safe_pool\",\n      \"slice_engine\": \"safe_slice_v2_slot_axis\",\n      \"raw_rows\": 1261,\n      \"after_selection_requirements\": 790,\n      \"after_semantic_keywords\": 790,\n      \"returned_count\": 790,\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\": 550,\n      \"equivalent_score_source_year\": null,\n      \"equivalent_score_source_scope\": null,\n      \"equivalent_score_source_basis\": \"input_score\",\n      \"bucket_score_window\": [\n        520,\n        529\n      ],\n      \"probe_counts_by_level\": [],\n      \"effective_count\": 790,\n      \"overflow\": false,\n      \"underfilled_by_supply\": false,\n      \"excluded_by_selection_requirements\": 471,\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\": 508\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。\n\nhenan_group_packages_json:\n[\n  {\n    \"school\": \"安阳工学院\",\n    \"bucket\": \"safe_pool\",\n    \"anchor_major\": \"自动化\",\n    \"anchor_score\": 0,\n    \"major_count_before_fill\": 7,\n    \"major_count_after_fill\": 7,\n    \"fill_shortfall\": 0,\n    \"majors\": [\n      {\n        \"name\": \"自动化\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 528,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_02\"\n      },\n      {\n        \"name\": \"汽车服务工程\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 523,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_07\"\n      },\n      {\n        \"name\": \"人工智能\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 523,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_07\"\n      },\n      {\n        \"name\": \"通信工程\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 523,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_07\"\n      },\n      {\n        \"name\": \"智慧交通\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 523,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_07\"\n      },\n      {\n        \"name\": \"机械电子工程\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"match_pool\",\n        \"min_score\": 532,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_18\"\n      },\n      {\n        \"name\": \"机械设计制造及其自动化\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"match_pool\",\n        \"min_score\": 531,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_19\"\n      }\n    ]\n  },\n  {\n    \"school\": \"宝鸡文理学院\",\n    \"bucket\": \"safe_pool\",\n    \"anchor_major\": \"机械设计制造及其自动化\",\n    \"anchor_score\": 0,\n    \"major_count_before_fill\": 3,\n    \"major_count_after_fill\": 3,\n    \"fill_shortfall\": 3,\n    \"majors\": [\n      {\n        \"name\": \"机械设计制造及其自动化\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 527,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_03\"\n      },\n      {\n        \"name\": \"电气工程及其自动化\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 522,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_08\"\n      },\n      {\n        \"name\": \"自动化\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 520,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_10\"\n      }\n    ]\n  },\n  {\n    \"school\": \"池州学院\",\n    \"bucket\": \"safe_pool\",\n    \"anchor_major\": \"电子信息科学与技术\",\n    \"anchor_score\": 0,\n    \"major_count_before_fill\": 8,\n    \"major_count_after_fill\": 8,\n    \"fill_shortfall\": 0,\n    \"majors\": [\n      {\n        \"name\": \"电子信息科学与技术\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 527,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_03\"\n      },\n      {\n        \"name\": \"微电子科学与工程\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 526,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_04\"\n      },\n      {\n        \"name\": \"新能源材料与器件\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 524,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_06\"\n      },\n      {\n        \"name\": \"环境工程\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 523,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_07\"\n      },\n      {\n        \"name\": \"数学与应用数学\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 523,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_07\"\n      },\n      {\n        \"name\": \"高分子材料与工程\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 522,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_08\"\n      },\n      {\n        \"name\": \"电气工程及其自动化\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"match_pool\",\n        \"min_score\": 531,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_19\"\n      },\n      {\n        \"name\": \"计算机科学与技术\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"match_pool\",\n        \"min_score\": 531,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_19\"\n      }\n    ]\n  },\n  {\n    \"school\": \"重庆工商大学\",\n    \"bucket\": \"safe_pool\",\n    \"anchor_major\": \"会计学\",\n    \"anchor_score\": 0,\n    \"major_count_before_fill\": 10,\n    \"major_count_after_fill\": 10,\n    \"fill_shortfall\": 0,\n    \"majors\": [\n      {\n        \"name\": \"会计学\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 529,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_01\"\n      },\n      {\n        \"name\": \"旅游管理\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"reach_pool\",\n        \"min_score\": 554,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_05\"\n      },\n      {\n        \"name\": \"工程管理\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"reach_pool\",\n        \"min_score\": 555,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_06\"\n      },\n      {\n        \"name\": \"物流管理\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"reach_pool\",\n        \"min_score\": 555,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_06\"\n      },\n      {\n        \"name\": \"工商管理类\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"reach_pool\",\n        \"min_score\": 557,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_08\"\n      },\n      {\n        \"name\": \"商务英语\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"reach_pool\",\n        \"min_score\": 557,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_08\"\n      },\n      {\n        \"name\": \"电子商务\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"reach_pool\",\n        \"min_score\": 558,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_09\"\n      },\n      {\n        \"name\": \"工商管理\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"reach_pool\",\n        \"min_score\": 558,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_09\"\n      },\n      {\n        \"name\": \"公共管理类\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"reach_pool\",\n        \"min_score\": 559,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_10\"\n      },\n      {\n        \"name\": \"金融学\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"match_pool\",\n        \"min_score\": 535,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_15\"\n      }\n    ]\n  },\n  {\n    \"school\": \"重庆交通大学\",\n    \"bucket\": \"safe_pool\",\n    \"anchor_major\": \"新闻传播学类\",\n    \"anchor_score\": 0,\n    \"major_count_before_fill\": 2,\n    \"major_count_after_fill\": 2,\n    \"fill_shortfall\": 4,\n    \"majors\": [\n      {\n        \"name\": \"新闻传播学类\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 529,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_01\"\n      },\n      {\n        \"name\": \"工程造价\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"match_pool\",\n        \"min_score\": 546,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_04\"\n      }\n    ]\n  },\n  {\n    \"school\": \"大理大学\",\n    \"bucket\": \"safe_pool\",\n    \"anchor_major\": \"生物科学\",\n    \"anchor_score\": 0,\n    \"major_count_before_fill\": 15,\n    \"major_count_after_fill\": 15,\n    \"fill_shortfall\": 0,\n    \"majors\": [\n      {\n        \"name\": \"生物科学\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 529,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_01\"\n      },\n      {\n        \"name\": \"通信工程\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"reach_pool\",\n        \"min_score\": 550,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_01\"\n      },\n      {\n        \"name\": \"环境科学\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"match_pool\",\n        \"min_score\": 548,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_02\"\n      },\n      {\n        \"name\": \"数学与应用数学\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"match_pool\",\n        \"min_score\": 548,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_02\"\n      },\n      {\n        \"name\": \"药学\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"reach_pool\",\n        \"min_score\": 551,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_02\"\n      },\n      {\n        \"name\": \"电气工程及其自动化\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"reach_pool\",\n        \"min_score\": 552,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_03\"\n      },\n      {\n        \"name\": \"卫生检验与检疫\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"reach_pool\",\n        \"min_score\": 552,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_03\"\n      },\n      {\n        \"name\": \"动物科学\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 526,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_04\"\n      },\n      {\n        \"name\": \"英语\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"match_pool\",\n        \"min_score\": 546,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_04\"\n      },\n      {\n        \"name\": \"园艺\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 526,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_04\"\n      },\n      {\n        \"name\": \"口腔医学\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"reach_pool\",\n        \"min_score\": 554,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_05\"\n      },\n      {\n        \"name\": \"医学影像学\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"reach_pool\",\n        \"min_score\": 554,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_05\"\n      },\n      {\n        \"name\": \"临床医学\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"reach_pool\",\n        \"min_score\": 555,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_06\"\n      },\n      {\n        \"name\": \"电子信息工程\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"reach_pool\",\n        \"min_score\": 556,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_07\"\n      },\n      {\n        \"name\": \"化学\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"match_pool\",\n        \"min_score\": 534,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_16\"\n      }\n    ]\n  },\n  {\n    \"school\": \"德州学院\",\n    \"bucket\": \"safe_pool\",\n    \"anchor_major\": \"应用统计学\",\n    \"anchor_score\": 0,\n    \"major_count_before_fill\": 3,\n    \"major_count_after_fill\": 3,\n    \"fill_shortfall\": 3,\n    \"majors\": [\n      {\n        \"name\": \"应用统计学\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 529,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_01\"\n      },\n      {\n        \"name\": \"计算机科学与技术\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"match_pool\",\n        \"min_score\": 536,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_14\"\n      },\n      {\n        \"name\": \"物联网工程\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"match_pool\",\n        \"min_score\": 534,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_16\"\n      }\n    ]\n  },\n  {\n    \"school\": \"东南大学成贤学院\",\n    \"bucket\": \"safe_pool\",\n    \"anchor_major\": \"机器人工程\",\n    \"anchor_score\": 0,\n    \"major_count_before_fill\": 2,\n    \"major_count_after_fill\": 2,\n    \"fill_shortfall\": 4,\n    \"majors\": [\n      {\n        \"name\": \"机器人工程\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 527,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_03\"\n      },\n      {\n        \"name\": \"电气工程及其自动化\",\n        \"source\": \"seed\",\n        \"source_bucket\": \"safe_pool\",\n        \"min_score\": 523,\n        \"min_rank\": null,\n        \"slot_rating\": \"slot_07\"\n      }\n    ]\n  },\n  {\n    \"school\": \"福建江夏学院\",\n    \"bucket\": \"safe_pool\",\n    \"anchor_major\": \"光电信息科学与工程\",\n    \"anchor_score\": 0,\n    \"major_count_before_fill\": 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    "max_tokens": 16384,
    "temperature": 0.7,
    "response_format": {
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  "requestKind": "guided_safe_pool_report_generate"
}

{
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}