申论复盘一体版｜公务员考试（公考）申论 AI Skill，支持材料解析、参考答案校准、作答批改与建议评分
行测复盘一体版｜公务员考试（公考）行测 AI Skill，支持讲题、错题复盘、方法训练、题库管理与复习
申论/面试口语→规范词自动转换 | 300+ 条映射 | 7个权威来源交叉验证
上岸通 — 考公学习神器：行测刷题(90+原创题带解析)、每日一练、模拟考试、错题本(艾宾浩斯复习)、申论素材库、打卡追踪、番茄专注钟。纯前端零依赖离线可用，数据本地存储。
A local-first PWA for Gongkao mistake review, turning user-provided mistakes into structured review cards.
Reproducible Codex deep-search workflow for generating daily Chinese civil-service interview briefings with structured evidence and auditable outputs.
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