Agent prompts

"You are my exam coach. Do not dump a summary. Loop: (1) ask exam, date, and syllabus chunk (2) wait (3) quiz me 5 questions (4) mark my answers (5) assign one drill. Stay on syllabus. If I paste a topic outside it, say so. Exam: [name]. Notes: [paste]."

"You are a coding agent in this repo. Goal: [one sentence]. First list the files you will touch. Then make the smallest change. Run tests if they exist. Do not invent libraries we do not use. Stop after one working diff and tell me what to run."

"Edit these resume bullets for a fresher role in India. Keep them true. Add a metric only if the text supports it. Flag anything that sounds made up. Output: rewritten bullets + 3 interview questions I should be ready for. Bullets: [paste]."

"You are an agent in this repository. Task: [task]. Explore first. Name files you will change. Implement the smallest fix. Run the relevant tests. If they fail, fix only what you broke. Do not refactor unrelated code. End with a 5-line report."

"Debug this failure. Loop: reproduce hypothesis → change one thing → tell me what to run. Stop when the error is gone or after 3 loops. Do not rewrite the file. Language/stack: [x]. Error: [paste]. Code: [paste or point to file]."

"Plan a 90-minute build of an agent, not a chatbot. Stack I already have: [stack]. The agent must: take a goal, call at least one tool (search, file, or API), and return a verifiable result. Output: files to create, tool list, and a 5-step test. Idea: [paste]."

"You are a hiring agent. JD: [paste]. Resumes: [paste]. For each person: score 1–5 on must-haves only, list gaps, and write 5 interview questions. Do not invent employers or years. Flag anything you cannot verify from the text."

"Write a JD for [role] in [city], India. Include: what they will ship in 90 days, must-haves, nice-to-haves, and who should not apply. No 'ninja', no 5 years of a 2-year-old tool. Keep it under 350 words."

"Build an interviewer pack from this resume and JD. Output: 8 questions (with what a strong answer sounds like), 3 take-home probes, and red flags. Do not ask trivia. Resume + JD: [paste]."

"Build a 90-minute class on [topic] for Indian undergrads. Output: 3 objectives, board plan, 3 exercises (one without laptops), 5 discussion questions, and a one-paragraph AI-use rule for the assignment. No filler outcomes."

"Turn this topic into an assignment where pasting into ChatGPT is not enough. Students must: use a local dataset or a primary source, show their process, and defend a choice. Include rubric and a permitted-AI clause. Topic: [paste]."

"Read this paper as a teacher. Output: core claim, method in 5 lines, what would fail in an Indian classroom setting, and 4 seminar questions. Do not invent citations. Paper: [paste]."

"You are the WhatsApp desk for [shop] in [city]. For each incoming message: draft a short reply, name the next action (confirm order / ask size / share UPI / escalate), and never invent a price or delivery date. Messages: [paste]."

"Extract from this invoice: invoice no, GSTINs, taxable value, CGST/SGST/IGST, HSN, total. Table only. Flag missing fields. Do not calculate tax I did not paste. Remind me to verify on the GST portal. Invoice: [paste]."

"You are an ops agent. Here is last week's sales/expense sheet: [paste]. Output: total, odd items, 3 actions I can do by Friday, and 2 questions. Use rupees. If a number is missing, say 'not in the sheet'."

"Read this circular as an action agent. Output: what changed, who is affected, deadline, action. Quote the sentence you used. If it is not stated, write 'not stated'. Circular: [paste]."

"Explain this scheme for a citizen who will apply this week. Eligibility, benefit, documents, where to apply. Short paragraphs. If the source does not say a date, do not invent one. Scheme text: [paste]."

"You are a desk agent. For each grievance: theme, urgency (today / this week / later), suggested team, and one acknowledgement line. Do not promise a resolution date. Grievances: [paste]."

"You are a campaign agent for India. Brief: [paste]. Output: 8 angles (no 'unleash'/'revolutionise'), 3 reel scripts with hook/middle/CTA, 1 WhatsApp broadcast. Flag any claim that needs a source before we publish."

"From these posts, write: voice in 5 bullets, banned phrases, and rewrite these 3 drafts in that voice. If a draft makes a factual claim, mark it. Samples: [paste]. Drafts: [paste]."

"Turn this concept into a one-day shoot plan in [city]: shot list, props you can buy locally, 6 captions, and what still needs a human (cast, location, legal). Concept: [paste]."

"Evaluate [vendor] for [process] in India. Output: data residency, DPDP questions, lock-in, integration, 90-day pilot, kill criteria. Mark what must be verified with legal/IT. No vision slides."

"Write a one-page note on this AI initiative. Problem, 90-day pilot, cost band, risks, decision needed. If I did not give a number, write 'not estimated'. Initiative: [paste]."

"Map this process: [paste]. For each step: human / agent / either. Name the tool (inbox, sheet, CRM, browser). List data you must not send to a model. End with one pilot you can run this month."

"Compare draft A and draft B. Table: added, removed, obligation change. Quote the clause. Then 5 questions a reviewer should ask. Do not infer intent. A: [paste]. B: [paste]."

"Summarise this consultation: problem, proposals, open questions, who is affected in India. 5 reviewer questions. If a deadline is not in the text, write 'not stated'. Paper: [paste]."

"Turn this gazette/rule into a checklist: do now, do in 90 days, monitor. Name the responsible function (legal, IT, HR). Do not add duties that are not in the text. Text: [paste]."

"Analyse the following GST invoice and extract: invoice number, GSTIN of both parties, taxable value, CGST/SGST/IGST amounts, total value, and HSN/SAC codes. Flag any discrepancies or missing required fields. Format as a table."

"Draft a formal legal notice in [English/Hindi] for non-payment of ₹[amount] due on [date] by [party name]. Include: reference to the contract/invoice, demand for payment within 15 days, and statement of intent to pursue legal remedy. Indian legal style. Formal but not intimidating."

"I am a [type of business/individual] with [key details: turnover/employees/sector/location]. Based on current Indian government schemes (IndiaAI Mission, Startup India, MSME schemes, PLI schemes), which schemes am I eligible for? List the top 5 with eligibility criteria and application links."

"Write a job description for a [role] at an Indian tech company. Include: responsibilities, required skills, preferred qualifications, CTC range (₹X–Y LPA), location ([city]), and a 2-sentence company description. Tone: professional but not stiff. Avoid gender-coded language. Indian market norms."

"Generate 10 multiple choice questions on [topic] for Class [X] [subject] based on NCERT/CBSE syllabus 2024–25. Include: question, 4 options (A–D), correct answer, and a one-sentence explanation. Difficulty: [easy/medium/hard]. Language: [English/Hindi]."

"Write the narrative for a 10-slide pitch deck for [startup name], an Indian [category] startup. Problem: [1–2 sentences]. Solution: [1–2 sentences]. Market: India-specific TAM/SAM/SOM. Business model: [revenue model]. Traction: [metrics]. Team: [brief]. Ask: ₹[amount] at [valuation]. Tone: confident, India-first, for Sequoia/Accel/Blume-style VCs."

"I will provide an English text and its [Hindi/Tamil/Telugu/Kannada] translation. Please evaluate the translation on: accuracy (1–5), fluency (1–5), cultural appropriateness (1–5), and formal/informal register correctness. Identify any mistranslations, unnatural phrasing, or culturally inappropriate choices. Provide improved translation where needed."

"I am writing a research paper on [topic] for [journal/conference]. Summarise the key themes, debates, and gaps in literature on [topic] from the past 5 years. Include Indian research (IITs, IISc, IIIT) alongside global work. Format as: 3 main themes with 2–3 citations each, current gaps, and suggested research directions. UGC-CARE approved journal standards."

"Write 5 Instagram captions for [product/brand] targeting Indian [demographic, e.g., Gen-Z urban women]. Mix of: 2 in Hinglish, 2 in formal English, 1 in pure Hindi. Include 1 regional festival hook if relevant (Diwali/Holi/Navratri). Tone: [vibey/professional/emotional]. 150 characters max. Hashtags: 5 per post, India-specific."

"Review the following [Python/JavaScript/Java] code for: (1) correctness and logic errors, (2) security vulnerabilities relevant to Indian fintech/healthcare context (DPDP Act compliance, Aadhaar data handling), (3) performance issues at scale (500,000+ users), (4) code quality and naming conventions. Format: issue → severity → fix suggestion."

"Write a professional business email in Hindi for [purpose: meeting request/follow-up/complaint/proposal]. Recipient: [designation, e.g., 'Respected Director Sahab']. Formal Hindi with appropriate honorifics. Include: subject line, opening with salutation, body (3–4 sentences), call to action, and closing. Corporate North Indian style, not regional dialect."

"Translate the following text into [target language: Hindi / Tamil / Telugu / Kannada / Bengali / Marathi / Gujarati / Punjabi]. Requirements: (1) use formal register, not casual/colloquial, (2) localise cultural references — don't just translate literally, (3) keep proper nouns (brand names, product names) in English but use Devanagari/regional script for everything else, (4) provide a back-translation to English after the translation so I can verify accuracy. Text to translate: [paste your text]."

"I attended a meeting and have these rough notes or transcript: [paste notes/transcript]. Please create a structured meeting summary with: Meeting Date & Participants, Key Discussion Points (3–5 bullet points), Decisions Made (numbered list), Action Items (table with: Action | Owner | Deadline), and Open Questions that need follow-up. Keep it professional and concise. Remove filler words and repetition."

"Conduct a competitor analysis for [your product/service] in the Indian market. Identify 4–5 key competitors. For each competitor, analyse: Product/Service Offering, Target Customer, Pricing Model, Key Strengths, Key Weaknesses, and Recent News or Developments. Then provide: (1) Our differentiation opportunity, (2) Underserved customer segment we could target, (3) One feature competitors all lack that Indian customers would value."

"You are a helpful customer support agent for [company name], an Indian [type of business]. A customer has sent the following complaint: '[paste complaint here]'. Write a professional reply that: (1) acknowledges the issue with empathy, (2) provides a clear explanation or solution, (3) offers a concrete next step or resolution timeline, (4) ends on a positive note. Tone: warm, professional, and respectful. Length: 100–150 words. Language: English (add a Hindi translation if appropriate for this customer)."

"Explain [complex topic, e.g., 'how India's DPDP Act affects my startup' or 'what a transformer neural network does'] as if I am a smart 16-year-old who has never studied this subject. Use an analogy from everyday Indian life (cricket, chai, or a familiar experience). Keep it under 200 words. Avoid jargon. At the end, give me one practical thing I can do with this knowledge today."

"Write a Product Requirements Document for the following feature: [describe the feature]. Structure it as: Problem Statement, User Personas (2–3), User Stories (in format 'As a [user], I want [goal] so that [reason]'), Acceptance Criteria, Out of Scope, Open Questions, and Success Metrics. Assume this is for an Indian market product. Keep the language clear and concise. Target audience: developers and designers who will build this."

"Write a detailed job description for a [job title] at a [company size, e.g., 'Series B startup' or 'large Indian IT company'] in [city]. Include: Role Overview (3 sentences), Key Responsibilities (6 bullet points), Required Qualifications (5 items), Nice-to-Have Skills (3 items), and What Makes This Role Unique. Use inclusive language. Salary range: [add range or say 'competitive, as per industry standards']. Do not use jargon. Tone should be welcoming to candidates from diverse backgrounds including Tier 2/3 cities."

"I am preparing for a [job title] interview at [company name or type]. My background: [2–3 sentences about your experience]. Please: (1) give me the 10 most likely interview questions for this role, (2) for each question, provide a model answer framework (not a full script — just the structure), (3) identify 2–3 technical topics I must revise before the interview. Also suggest one insightful question I should ask the interviewer at the end."

"I have the following data: [paste your data as a table or CSV]. Please: (1) identify the 3 most important patterns or trends, (2) flag any anomalies or outliers, (3) suggest 2–3 business decisions this data could support, (4) recommend what additional data would make this analysis stronger. Present your findings as bullet points. Keep the language simple — the audience is a non-technical business manager."

"You are a professional analyst. Summarise the following document in exactly 5 bullet points. Each bullet should be one sentence. Focus on: (1) main purpose, (2) key findings or decisions, (3) action items, (4) important numbers or dates, (5) who needs to act on this. Document: [paste document text here]"

"Create a one-page business plan for the following idea: [describe your business idea]. Include: Executive Summary (2 sentences), Problem Being Solved, Target Customers (be specific — include Indian market context), Solution, Revenue Model, Key Risks, and First 3 Steps to Launch. Keep it practical and actionable. India context: assume Indian market, Indian regulations, and Indian consumer behaviour."

"Create a 4-week social media content calendar for [describe your business/product] targeting [describe your audience, e.g., 'young professionals in Tier 2 Indian cities aged 22–30']. For each week, suggest: 2 Instagram posts (with captions), 1 LinkedIn post, and 1 short-form video idea. Include relevant hashtags. Tone: [professional / friendly / humorous]. Focus on Indian cultural moments and festivals if relevant to the month of [month name]."

"You are a senior software engineer. I have the following code that is not working correctly: [paste your code here]. The problem is: [describe what goes wrong]. Please: (1) identify the exact bug, (2) provide the corrected code, (3) explain in 2–3 sentences why the original was wrong and what you changed. If there are any other issues in the code, mention them briefly."

"Write a professional email in both Hindi and English for the following purpose: [describe purpose, e.g., 'requesting a meeting with a potential client in Delhi']. Use formal Hindi (not Hinglish). The email should be polite, concise, and culturally appropriate for Indian business communication. Subject line in English. Length: 150–200 words per language version."