FairLab Pro 是 Tian-2 的 AI 产品家族，覆盖 ISEF、丘成桐中学科学奖、Regeneron STS、Conrad Challenge 四大竞赛。
拥有5年以上参赛经验的Tian2将往年的获奖作品深度解析，个人辅导经验，以及极高科研标准打造成智能体技能包和完整的工作流（包括但不仅限于）：
选题帮你查和已有工作的重合，设计帮你审对照和样本量，数据代码帮你查泄漏和证据链，草稿一版一版给批评和修改路线，赛前用评委式追问帮你练答辩等。FairLab Pro is the Tian-2 family of AI products covering four major competitions: ISEF, the S.-T. Yau High School Science Award, Regeneron STS and the Conrad Challenge. Tian2, with over five years of competition experience, has turned deep analysis of past winning work, one-on-one coaching experience and a demanding research standard into agent skill packs and complete workflows (including but not limited to): overlap checks at topic stage, controls and sample-size review at design stage, leakage and evidence-chain checks on data and code, critique with a revision route on every draft, judge-style questioning before the defense, and more.
Tian2，康奈尔大学物理学硕士、电气与计算机工程博士，先后在阿贡、费米、桑迪亚国家实验室做等离子体物理研究。Tian2 holds an M.S. in Physics and a Ph.D. in Electrical and Computer Engineering from Cornell, with plasma-physics research at Argonne, Fermi and Sandia National Laboratories.
科创比赛评委经历：
Regeneron ISEF 大奖评委（物理与天文，2023 - 2026）
Regeneron STS 评审（2024-2026）
Thermo Fisher JIC评委（2026）
Conrad Challenge 评委（2023-2026）
IYPT 评委（2023-2024）
iGEM 计算仿真方向首席评委（2023）Competition judging experience:
Regeneron ISEF Grand Award judge (Physics & Astronomy, 2023–2026), Regeneron STS evaluator (2024–2026), Thermo Fisher JIC judge (2026), Conrad Challenge judge (2023–2026), IYPT judge (2023–2024), and leading judge for the computational-simulation track at iGEM (2023).
学生成绩（独立辅导，不包含任何机构合作获奖学生）：
丘成桐科学奖银奖一名、铜奖一名、入围奖三名
ISEF 总决赛一等奖一名、二等奖三名、三等奖三名
Conrad 中国区入围全球赛三队
Student results (independent coaching only; excludes any students awarded through institutional partnerships):
Yau Science Award — one Silver, one Bronze, three Finalist awards
ISEF finals — one First Award, three Second Awards, three Third Awards
Conrad — three teams advancing from China to the global round
其余教育经历和完整履历在关于页。Further background and the full record are on the about page.
每条线都有免费公开的部分（MIT 许可）：规则讲解、论文和材料模板、自查清单，自己读规则、对着清单查，够自驱力强的学生用。
付费部分是系统加上我们：针对各比赛自己的规则、时间线和评审习惯逐项检查，跟着你的项目进行完善修改提升。Every edition has a free, MIT-licensed part: rules explained, paper and material templates, self-check lists — enough for a self-driven student who reads the rules and checks against the lists. The paid part is the system plus us: item-by-item checks under each competition’s own rules, timeline and review habits, refining and improving right alongside your project.
面向 ISEF 及其地区赛：审批与材料申报表单该如何完成、时序证据、题目重合检查、数据与代码复核、海报设计、答辩模拟等。
产品详情 →For ISEF and its regional fairs: how to complete the approval and material declaration forms, timing evidence, topic-overlap checks, data and code review, poster design, defense simulation, and more.
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面向丘奖：学科赛道导航、研究论文、导师/学生贡献边界、AI 使用合规、全英文答辩等。
产品详情 →For the Yau Award: subject-track navigation, the research paper, mentor/student contribution boundaries, compliant AI use, English-language defense, and more.
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面向 STS：申请材料、研究报告、贡献归属、推荐信协调与评审路径、评委选拔视角、学生与项目的深度关联等。
产品详情 →For Regeneron STS: application materials, research reports, contribution attribution, recommendation coordination and review paths, the judges’ selection perspective, and the deep link between student and project.
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免费部分是一套公开工具箱：搭起材料结构、发现常见遗漏，它不会替你判断每个项目的细节。对AI熟练的学生可以直接使用，同时欢迎提供建议，加入Tian2开源社群，对高中生科创竞赛添砖加瓦。
付费解决的是另一类需求：项目进入实质推进后，需要有人把规则、材料、论文和答辩风险逐项拎出来，充当教练的角色。The free part is a public toolbox: it helps you structure materials and catch common omissions, but it won’t judge the specifics of your project. Students fluent with AI can use it directly — suggestions are welcome: join the Tian2 open-source community and add your bit to high-school research competitions. The paid part answers a different need: once a project is really moving, someone lifts out the rule, material, paper and defense risks item by item, acting as your coach.
以 ISEFLab Pro 当前实现为例。每份报告都注明依据和出处，结论可以核对。As currently implemented in ISEFLab Pro. Every report states its sources, so conclusions can be checked.
navigator告诉你当前项目最该先过哪一关：审批、设计、归属还是提交材料。Tells you which gate your project should clear next: approval, design, ownership, or submission materials.
topic-intelligence根据Tian2搜集的官网以及评委内部资料，检查题目与既有工作的重合，对课题的制定提供指导性建议。Checks your topic against prior work using official-site materials and judges’ internal materials collected by Tian2, and gives directional advice on shaping the topic.
compliance-ledger按当前赛季的规则逐项核对表单、审批、导师支持和 AI 使用披露；每一项都记录在案，注明依据的规则版本，并确保项目完全合规。Item-by-item checks of forms, approvals, mentor support and AI-use disclosure under the current season’s rules; every item is recorded with the rule version it cites, keeping the project fully compliant.
design-auditor审计项目中的科学与工程测试设计：变量隔离、对照、样本量与可行性等，保证项目中的科研内容严谨真实，符合科研标准。Audits the scientific and engineering test design in the project: variable isolation, controls, sample size, feasibility and more — keeping the research content rigorous, truthful and up to research standards.
reproducibility-auditor对于项目中的敏感部分，完整审阅数据集、代码与统计描述。避免一些数据泄漏、受试者重复等问题，使项目可复现、可论证，完全杜绝作弊抄袭等潜在问题。For the sensitive parts of a project, reviews datasets, code and statistical descriptions in full — catching data leakage, subject duplication and similar issues so the project is reproducible and defensible, ruling out cheating and plagiarism risks entirely.
submission-critic对学生已写出的草稿做批评和修改建议，以评委视角，对项目内容提出修改和提升的针对性建议。Critiques and suggests revisions on drafts the student has written — targeted advice for improving the project, from a judge’s perspective.
viva-simulator针对不同比赛的答辩环节，提供常见的问题。用一次一问的评委式追问，确保学生对项目有完整充分的理解，评委不怀疑学生的参与和贡献度。For each competition’s defense round, supplies the common questions and drills them one at a time, judge-style — making sure the student understands the project fully, so judges never doubt their participation and contribution.
ledger + gates每个项目走到哪一关、卡在哪、多严重、谁负责、下一步做什么，一张表看完，学校/机构指导老师可以明确进度，并及时跟进。One view per project: which gate it is at, what blocks it, how severe, who owns it, what happens next — school and institution supervisors see progress clearly and follow up in time.
全套产品包含三个主要版本（免费，学生，机构）设计进行，部分比赛根据自身特点设计一些不同子产品。
全套产品设计逻辑和架构如下所示：The full product line is designed around three main versions (Free, Student, Institution), with some competitions adding sub-products of their own. The overall design logic and architecture:
不想写邮件的话，填几项基本信息就行，我们会主动联系你。No email needed — a few basics and we’ll reach out to you.