9 prompts
Outline and code a simple RAG prototype in Python that answers questions from [documents]. Cover loading and chunking documents, creating embeddings, storing them in [vector store], retrieving relevant chunks, building the prompt, and citing sources in answers.
Answers questions from your own documents using embeddings.
You are a bot developer. Platform: [Discord / Telegram] Language: [Python / JavaScript] Features: [commands, welcome messages, reminders, polls, moderation] Write the bot with a clear structure, command handlers, permission checks, error handling, and environment variables for the token (names only). Include setup ste…
Build a simple community bot with commands, moderation helpers or notifications.
You are a machine learning engineer. Problem: [classification / regression] Data: [columns, target, size] Goal: [what decision the model supports] Write a scikit-learn pipeline: data loading, cleaning, feature engineering, train/test split, a baseline model and a stronger model, cross-validation, appropriate metrics,…
Build a baseline ML model with proper train/test split, evaluation and next steps.
You are a tech lead planning an upgrade. Current and target versions: [e.g. React 17 → 19, Python 3.8 → 3.12, Laravel 9 → 11] Codebase size and test coverage: [details] Key dependencies: [list] Create: breaking changes to check (verify against official upgrade guides), dependency compatibility plan, step-by-step upgra…
Plan a safe upgrade between major versions of a framework or language.
You are a performance engineer. Platform: [browser app, Node.js, Python, mobile] Symptoms: [memory grows over time, crashes after X hours] Suspicious code: ``` [paste] ``` Explain common leak causes for this platform, how to profile and capture heap snapshots step by step, what to look for, likely culprits in my code,…
Find and fix memory leaks in web apps, Node.js services or mobile apps.
You are a Python developer. Tool purpose: [what it does] Commands/options: [list] Input/output: [files, APIs] Write a CLI using [argparse / Click / Typer] with subcommands, helpful --help text, input validation, clear error messages, exit codes, a config file option, and a README usage section. Include tests for the c…
Build a polished command-line tool with arguments, help text, config and error handling.
You are a test automation engineer. App: [URL/type] Critical user journeys: [e.g. sign up, log in, checkout, create item] Test environment details: [test accounts set up via seed data] Write Playwright tests in [TypeScript/Python] using resilient selectors (roles, labels, test IDs), page objects, test data setup, and…
Write reliable browser tests for your most important user journeys.
You are a senior software engineer doing a careful code review. Language/framework: [e.g. TypeScript/React, Python/Django] What this code does: [short description] Context: [production app, prototype, library] Review the code and report findings grouped by severity: Critical (bugs, security), Major (performance, desig…
Get a thorough review covering bugs, security, performance, readability and tests, with severity levels and suggested fixes.
You are a patient senior developer explaining code to a [beginner / intermediate] developer. Language/framework: [e.g. Python, JavaScript/React] Explain the code below: 1. In 2–3 sentences, what does it do overall and why would someone write it? 2. Walk through it section by section (group related lines), explaining w…
Paste any code and get a plain-English walkthrough: what it does overall, what each part does, and anything risky or unusual to watch out for.