Text prompts / type
For developers
797 prompts in For developers.
0721API Design tasteAPI Design taste Prefer resource-oriented URLs with nouns and HTTP verbs for actions, not RPC-style verbs in the path. Confidence: 0.95 Version APIs…ChatGPT / Text / developer0722Python Packaging tastePython Packaging taste Use pyproject.toml as the single source of truth and drop setup.py for new packages. Confidence: 0.95 Prefer the src/ layout…ChatGPT / Text / developer0723Observability tasteObservability taste Instrument with OpenTelemetry first and treat vendor SDKs as exporters, not the API you call. Confidence: 0.90 Emit structured…ChatGPT / Text / developer0724Database Migrations tasteDatabase Migrations taste Keep every schema change in a versioned migration file committed next to the code that needs it. Confidence: 0.95 Write…ChatGPT / Text / developer0725React State Management tasteReact State Management taste Start with local useState and lift state only when two siblings truly need it. Confidence: 0.95 Treat server data as a…ChatGPT / Text / developer0726Rust CLI tasteRust CLI taste Parse arguments with clap using the derive API and doc comments as help text. Confidence: 0.95 Return anyhow::Result from main and add…ChatGPT / Text / developer0727Testing tasteTesting taste of a pragmatic TypeScript team Use vitest as the default test runner for unit and integration tests. Confidence: 0.90 Keep test files…ChatGPT / Text / developer0728Go Service tasteGo service taste of a backend engineer Use the standard library net/http router from Go 1.22 before reaching for a framework. Confidence: 0.85 Lay…ChatGPT / Text / developer0729Monorepo tasteMonorepo taste of a platform engineer Use pnpm workspaces with a single lockfile at the repository root. Confidence: 0.95 Put deployable apps in…ChatGPT / Text / developer0730Bug Report Normalizer and Triage Card (JSON)Senior QA engineer who turns messy bug reports into clear, reproducible triage cards. Take any raw bug report (a chat message, support ticket,…ChatGPT / Structured / developer0731Git Workflow tasteGit workflow taste of a trunk-based team Work trunk-based: short-lived branches off main, merged within two days. Confidence: 0.90 Name branches as…ChatGPT / Text / developer0732Terraform tasteTerraform taste of a cloud platform engineer Pin the Terraform version and every provider version, and commit .terraform.lock.hcl. Confidence: 0.95…ChatGPT / Text / developer0733CSS tasteCSS taste of a design-minded frontend developer Use Tailwind CSS utility classes for component styling in application code. Confidence: 0.80 Define…ChatGPT / Text / developer0734Kubernetes tasteKubernetes taste of a platform team Deploy everything through GitOps (Argo CD or Flux); nobody runs kubectl apply against production by hand.…ChatGPT / Text / developer0735Error Handling tasteError handling taste of a TypeScript backend engineer Fail fast at the edges: validate every external input with a schema library such as Zod before…ChatGPT / Text / developer0736Web Security tasteWeb security taste of a full-stack developer Use the framework's auth or a vetted library; never hand-roll password storage or session handling.…ChatGPT / Text / developer0737PostgreSQL tastePostgreSQL taste of a backend engineer Use bigint identity columns (GENERATED ALWAYS AS IDENTITY) for primary keys; reach for UUIDv7 only when ids…ChatGPT / Text / developer0738Web Performance tasteWeb performance taste of a frontend engineer Measure Core Web Vitals (LCP, INP, CLS) from real users, not only from lab Lighthouse runs. Confidence:…ChatGPT / Text / developer0739Shell Scripting tasteShell scripting taste of a DevOps engineer Start every script with !/usr/bin/env bash and set -euo pipefail. Confidence: 0.90 Switch to Python or Go…ChatGPT / Text / developer0740GraphQL API tasteGraphQL API taste of a platform engineer Design the schema around client use cases and domain language, not around database tables. Confidence: 0.90…ChatGPT / Text / developer0741Redis Caching tasteRedis Caching taste of a backend engineer Default to cache-aside: read from Redis, fall back to the source of truth on a miss, then populate the…ChatGPT / Text / developer0742Web Accessibility tasteWeb Accessibility taste of a frontend engineer Use semantic HTML first (button, a, nav, main, label); add ARIA only when no native element fits.…ChatGPT / Text / developer0743Universal LLM Operating Guidelines========================================================== Universal LLM Operating Guidelines & Karpathy Rules…ChatGPT / Text / developer0744Code Review tasteCode Review taste of a staff engineer Keep pull requests small enough to review in one sitting, ideally under 400 changed lines; split refactors from…ChatGPT / Text / developer0745Event-Driven Architecture tasteEvent-Driven Architecture taste of a distributed systems engineer Use events to announce facts that already happened (OrderPlaced), and commands only…ChatGPT / Text / developer0746SwiftUI iOS App tasteSwiftUI iOS App taste of a senior iOS developer Build new screens in SwiftUI and drop to UIKit only through UIViewRepresentable for gaps. Confidence:…ChatGPT / Text / developer0747Django Web App tasteDjango Web App taste of a Python backend engineer Start every project with a custom user model (AbstractUser) even if it adds no fields yet.…ChatGPT / Text / developer0748Data Pipeline tasteData Pipeline taste of a data engineer Prefer ELT: land raw data unchanged first, then transform inside the warehouse. Confidence: 0.85 Keep raw,…ChatGPT / Text / developer0749Jetpack Compose Android App tasteJetpack Compose Android App taste of an Android engineer Build new screens entirely in Jetpack Compose and keep Views only behind interop for legacy…ChatGPT / Text / developer0750FastAPI Service tasteFastAPI Service taste of a Python API engineer Define request and response bodies with Pydantic v2 models and always set response model so nothing…ChatGPT / Text / developer0751LLM Application tasteLLM Application taste of an AI product engineer Treat prompts as code: keep them in version-controlled files with names, versions and owners, not…ChatGPT / Text / developer0752Feature Flag Rollout tasteFeature Flag Rollout taste of a release engineer Separate deploy from release: ship code dark behind a flag and turn it on independently of the…ChatGPT / Text / developer0753React Native App tasteReact Native App taste of a cross-platform mobile engineer Start new apps with Expo and the prebuild workflow instead of a bare React Native project,…ChatGPT / Text / developer0754Technical Documentation tasteTechnical Documentation taste of a developer-focused writer Keep docs in the same repository as the code and review them in the same pull request as…ChatGPT / Text / developer0755Machine Learning Experiment tasteMachine Learning Experiment taste of an applied ML engineer Write the evaluation metric and a dumb baseline before training any real model.…ChatGPT / Text / developer0756Background Jobs tasteBackground Jobs taste of a backend reliability engineer Make every job idempotent so a retry or duplicate delivery never charges a card or sends an…ChatGPT / Text / developer0757Vue App tasteVue App taste of a frontend engineer Start new projects with Vite and Vue 3, or Nuxt when server rendering or file-based routing is needed.…ChatGPT / Text / developer0758Tauri Desktop App tasteTauri Desktop App taste of a cross-platform desktop developer Choose Tauri over Electron for new desktop apps when bundle size and memory use matter.…ChatGPT / Text / developer0759SvelteKit App tasteSvelteKit App taste of a full-stack web developer Start every project with the official sv create template, TypeScript enabled and strict mode on.…ChatGPT / Text / developer0760Serverless Functions tasteServerless Functions taste of a cloud backend engineer Keep each function small and focused on one trigger, but group closely related HTTP routes in…ChatGPT / Text / developer0761Realtime WebSocket tasteRealtime WebSocket taste of a realtime systems engineer Use plain WebSockets or a thin library like ws for simple cases, and reach for Socket.IO only…ChatGPT / Text / developer0762Authentication tasteAuthentication taste of a security-minded backend engineer Use a well-maintained auth library or provider instead of hand-rolling login, sessions and…ChatGPT / Text / developer0763Rails App tasteRails App taste of a pragmatic Ruby on Rails developer Start new apps on the latest Rails with PostgreSQL, and stick to the defaults unless there is…ChatGPT / Text / developer0764Browser Extension tasteBrowser Extension taste of a cross-browser extension developer Build on Manifest V3 and plan around service workers that can be stopped at any time.…ChatGPT / Text / developer0765Webhook Integration tasteWebhook Integration taste of a reliability-focused integrations engineer Verify every incoming webhook with an HMAC signature over the raw request…ChatGPT / Text / developer0766Flutter App tasteFlutter App taste of a pragmatic cross-platform mobile developer Start on the latest stable Flutter with null safety, strict analysis options and the…ChatGPT / Text / developer0767Laravel App tasteLaravel App taste of a pragmatic PHP web developer Start on the latest Laravel and PHP versions with strict types declared in every file. Confidence:…ChatGPT / Text / developer0768.NET Web API taste.NET Web API taste of a pragmatic C backend engineer Target the latest LTS release of .NET and turn on nullable reference types and warnings as…ChatGPT / Text / developer0769Full-Text Search tasteFull-Text Search taste of a search-focused backend engineer Start with the database's built-in full-text search, such as PostgreSQL tsvector, and add…ChatGPT / Text / developer0770Spring Boot Service tasteSpring Boot Service taste of a pragmatic Java backend engineer Start on the latest Spring Boot release with a current Java LTS version, and enable…ChatGPT / Text / developer0771gRPC Service tastegRPC Service taste of a pragmatic distributed systems engineer Keep all .proto files in one shared schema repo or directory with a single owner per…ChatGPT / Text / developer0772Phoenix App tastePhoenix App taste of a pragmatic Elixir engineer Start new projects on the latest stable Elixir and Phoenix releases, and pin Erlang/OTP and Elixir…ChatGPT / Text / developer0773Astro Content Site tasteAstro Content Site taste of a performance-minded web developer Use Astro for content-heavy sites like docs, blogs and marketing pages, and pick a…ChatGPT / Text / developer0774Nix Dev Environment tasteNix Dev Environment taste of a reproducibility-minded platform engineer Pin nixpkgs through a flake.lock committed to the repo, and update it on…ChatGPT / Text / developer0775Incident Response tasteIncident Response taste of a calm on-call engineer Declare an incident early and downgrade it later; a false alarm costs far less than a slow start.…ChatGPT / Text / developer0776WebAssembly Module tasteWebAssembly Module taste of a performance-focused systems developer Reach for WebAssembly only for CPU-heavy, measurable hot paths like codecs,…ChatGPT / Text / developer0777Embedded Firmware tasteEmbedded Firmware taste of a reliability-minded firmware engineer Keep hardware access behind a thin hardware abstraction layer so application logic…ChatGPT / Text / developer0778Ansible Playbook tasteAnsible Playbook taste of a pragmatic infrastructure engineer Organize work into roles with clear defaults, and keep playbooks thin, mostly a list of…ChatGPT / Text / developer0779Unity Game Project tasteUnity Game Project taste of a shipping-focused game developer Pin the Unity editor to one LTS version per project and upgrade it deliberately in its…ChatGPT / Text / developer0780Design System tasteDesign System taste of a pragmatic design systems engineer Define design tokens for color, spacing, typography, radius and motion in one source file,…ChatGPT / Text / developer