Mohit Aggarwal

Assess physical and transition climate risk for a site, product, or portfolio with scenario-based structure. Use when asked to run a climate risk assessment, evaluate physical or transition risk, prepare TCFD/ESRS-style climate risk analysis, or assess how climate scenarios affect an asset or business. Produces a hazard-exposure-vulnerability matrix across 2030/2040/2050 horizons and labelled scenarios, with financial-impact ranges, confidence levels, and adaptation options.

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Use when asked 公积金怎么提取, 租房能提公积金吗, 离职后公积金怎么办, 公积金贷款能贷多少, 异地提取公积金, or plan how to use a Chinese housing provident fund (住房公积金). Produces the withdrawal routes the person qualifies for (购房, 还贷, 租房, 离职或离开城市, 退休, 重大疾病 and others), the documents and channels for each, a comparison of withdrawing versus keeping the balance for a 公积金贷款, and the city-specific limits to confirm.

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Wrap up a client project the right way — a clean handoff, a strong final impression, and the moves that turn a finished project into referrals and repeat work. Use when asked to wrap up a client project, offboard a client, end a client relationship well, or project handoff. Produces a closeout checklist (deliverables, access, final invoice, documentation), a handoff/wrap-up message, the referral/testimonial/repeat-work asks to make at the peak moment, a graceful process for ending an ongoing relationship, and how to leave the door open — so the ending builds your business instead of just stopping.

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Explain a contract clause in plain English — what it means, who it favours, the realistic risk, and what to negotiate. Use when asked what a clause means, to decode legal language, explain a term in a contract, or assess whether a provision is standard or aggressive. Produces a plain-language translation, a who-does-this-favour read, a risk rating, and concrete redline suggestions. Not legal advice; confirm with counsel.

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Use when asked 参考文献格式怎么写, 按 GB/T 7714 排参考文献, 帮我改参考文献格式, 顺序编码制还是著者-出版年制, 文献类型标识 J M D 是什么, or format references to the Chinese national standard. Produces references formatted to GB/T 7714 in the numeric (顺序编码制) or author-year (著者-出版年制) system, with the right document type codes, a check of each entry, and a deterministic formatter script for long lists.

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Write clear at-home care instructions for a pet owner after a veterinary visit, procedure, or hospitalization. Use when asked to write discharge instructions, go-home notes, post-op care, or medication instructions for a pet owner. Produces plain-language home-care instructions: medications (what/how much/when/how), activity restrictions, what to watch for, warning signs that mean call-now, the recheck plan, and emergency contacts — written so a worried owner can actually follow them.

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Activate a 4-stage coding discipline framework that forces Claude to plan before coding, isolate changes on a branch, write tests first, and self-review output twice before presenting it. Use when starting a complex coding task, when past Claude sessions produced broken first drafts, or when you want to prevent rework cycles. Produces a confirmed written plan, isolated feature branch, test-first implementation, and a double-reviewed output with a correctness and code-quality checklist.

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Use when asked 积分落户怎么算, 我能不能落户上海 / 北京 / 深圳, 居转户条件, 落户积分差多少, 人才引进落户, or check eligibility for a city household registration (户口) in China. Produces the routes available in the person's city (积分落户, 居转户, 人才引进, 应届生落户 and others), a score estimate built only from the city's current official scoring table, the gap and how to close it, a document checklist and a timeline, each marked to confirm with the city's official notice.

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Run a consulting client discovery session — uncover the real problem, scope, and decision process. Use when asked to prepare for a client discovery call, qualify a consulting lead, scope an engagement, or run a kickoff. Produces a discovery plan — the questions that surface the real problem (not the stated one), budget/authority/timeline qualifiers, success criteria, red flags, and a follow-up that leads to a proposal.

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Write a structured clinical case summary or case presentation. Use when asked to write a clinical case summary, case presentation, patient case report, or clinical handover. Produces a structured summary using SBAR or SOAP format. For educational and documentation purposes only — not a substitute for clinical judgement.

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Run a 复盘 (fupan), the structured project review widely used in Chinese companies: review the goal, assess the result, analyse why, and draw rules for next time, with a blame-free tone and owned actions. Use when asked 帮我做复盘, 项目复盘, 活动复盘, 复盘会怎么开, or a fupan or retrospective in Chinese. Produces the 复盘 document in Chinese with goal versus result, root causes split into controllable and uncontrollable, lessons stated as reusable rules, and an action list with owners and dates, plus a meeting agenda.

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Set up a repo or project so an AI coding agent works well in it — the CLAUDE.md, the context, the guardrails, and the conventions the agent needs to be useful instead of lost. Use when asked how do I set up CLAUDE.md, configure my repo for Claude Code, my AI agent keeps getting my project wrong, or onboard an AI agent to my codebase. Produces a structured CLAUDE.md/project-context file (architecture, conventions, commands, do-nots), the right level of detail (enough to orient, not a novel), the guardrails that keep the agent safe (what not to touch, how to test), and a maintenance habit so it stays current — turning a repo an agent flails in into one it navigates like a teammate.

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Draft a clinical trial protocol synopsis with the elements regulators and IRBs expect. Use when asked to write a clinical trial protocol, a study protocol synopsis, a trial design, or to structure endpoints/eligibility/statistics for an interventional study. Produces a structured protocol synopsis — objectives, design, population with eligibility, interventions, endpoints, statistics, and safety/ethics — for expert review. (For non-clinical/UX research, use research-protocol.)

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Keep citations honest in business documents — every load-bearing claim sourced, links that actually contain the claim, the as-of dates that keep numbers honest, and the internal-vs-external sourcing rules for decks and memos. Use when asked check the sourcing in this deck, add citations to this doc, our slide says 'studies show' — which studies, or set citation norms for the team. Produces the claim-by-claim audit, the fixes (source found, claim softened, or cut), the citation format for the venue, and the team norm card.

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Decode an insurance claim denial letter — what the cited reason actually means, whether it's commonly overturnable, and the appeal letter that answers it point by point. Use when someone asks 'my insurance claim was denied what do I do', 'decode this denial letter', 'can I appeal this denial', or 'write my insurance appeal'. Produces the denial decode with overturn-likelihood framing, the evidence checklist, the point-by-point appeal letter, and the escalation ladder past the insurer.

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Use when asked 把这段黑话翻译成人话, 这句话到底什么意思, 帮我把周报去黑话, 用大厂黑话改写这段, 互联网黑话词典, 对齐抓手闭环是什么意思, or translate Chinese internet-company jargon (互联网黑话) into plain words and back. Produces a line-by-line translation of 黑话 into plain Chinese with what each sentence actually commits to (who, what, by when), a rewrite at the chosen tone (白话, 得体职场, or 满分大厂味 parody), a 40-plus term glossary with plain meanings, and a 周报去黑话 mode that turns a jargon-heavy weekly report into one a reader can act on.

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Write a UK Civil Service or NHS application: behaviour statements in the Success Profiles format, a personal statement mapped to the essential criteria, and a CV in the form these schemes expect. Use when asked to write my civil service application, answer Success Profiles behaviours, write a 250-word behaviour example, write my NHS supporting information, or apply on Civil Service Jobs or NHS Jobs. Produces each behaviour statement within the word limit using a situation, task, action, result structure, a criteria-mapped personal statement, and a check against the advert's essential criteria.

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Write a CI/CD pipeline playbook for a service or team. Use when asked to document a CI/CD pipeline, write a deployment process, define release gates, document build and test stages, or create a deployment guide. Produces a structured playbook covering pipeline stages, environment definitions, deployment gates, rollback procedures, and on-call responsibilities.

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Triage an incoming insurance claim: check the coverage trigger against policy wording, band severity and complexity, screen for fraud indicators, set a first-pass reserve range, and route with an SLA. Use when asked to triage a claim, review a first notice of loss (FNOL), assess a new claim, decide fast-track vs adjuster routing, or screen a claim for SIU referral. Produces a structured triage note with coverage view, severity band, indicator screen, reserve range, and a routing recommendation.

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Plan a Chinese company's entry into an overseas market (出海): choose the market with evidence, then plan entity, payments, localisation, compliance, channels and team for the first twelve months. Use when asked 出海计划, 我们要进入东南亚 / 中东 / 欧洲 / 美国市场, how should a Chinese company expand overseas, or a go-global plan. Produces a market scorecard, a twelve-month entry plan by workstream, the compliance and data checklist for the chosen market, and the top risks with mitigations. Bilingual output on request.

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Win a chargeback dispute — read the reason code, assemble the evidence packet, and write the rebuttal that actually persuades the bank. Use when asked to fight a chargeback, respond to a payment dispute, write a chargeback rebuttal, or contest a customer chargeback. Produces the reason-code decode, the required-evidence checklist for that code, the structured rebuttal letter, and an honest read on whether this one is winnable — so you fight the right disputes and concede the rest. For merchants.

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Produce a structured churn analysis that separates avoidable from unavoidable churn. Use when investigating why customers are leaving, identifying at-risk segments, calculating net revenue retention, or building a retention intervention plan. Produces a churn report with rate calculations, categorised reasons by avoidability, segment breakdown, timing analysis, early warning signals, and prioritised interventions ranked by estimated impact.

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Pick the chart the data and the point actually need — the question-to-chart mapping (comparison, trend, composition, distribution, relationship), the honesty rules (axes, baselines, dual-axis traps), and the one-chart-one-point discipline. Use when asked what chart should I use, make this data visual, why does this chart feel misleading, or fix this graph for the deck. Produces the chart verdict with its reasoning, the honesty checklist applied, and the labeling that lets the chart travel without its author.

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Work out whether you're eligible for a class-action settlement or refund program — and actually file the claim before the deadline. Use when asked am I owed money from a settlement, is there a class action for [product/company], how do I claim a settlement, or did I qualify for that refund. Produces a way to check for relevant settlements, an eligibility read against the class definition, the proof you need and how to file, deadline tracking, and honest expectations on payout size — plus how to avoid fake-settlement scams. Not legal advice.

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