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Coding & Development

Ship 10× faster with AI.

Architecture, debugging, code review, and full-stack build prompts for modern devs.

Free Sample Prompts

Code Review Master

Review my code with the rigor of a staff engineer.

#code-review#quality

Architecture Design Doc

Write the design doc you'd send to staff+ engineers.

#architecture#design-doc

Refactor This Function

Rewrite my function to be production-grade.

#refactor#clean-code

Debug This Stack Trace

Find and fix the root cause of an error.

#debugging#errors

TypeScript Type Wizardry

Solve advanced type-level problems.

#typescript#types

React Component Audit

Audit a component for performance and correctness.

#react#performance

Database Schema Design

Design a schema for a new feature.

#database#schema

SQL Query Optimization

Make a slow query fast.

#sql#performance

API Design Review

Design a REST or GraphQL API customers love.

#api#design

Security Audit

Find security holes before attackers do.

#security#audit

Test Strategy

Build a test pyramid for a new project.

#testing#strategy

Write Unit Tests

Generate exhaustive unit tests for my function.

#testing#unit

Integration Test Suite

Write integration tests that catch real bugs.

#testing#integration

E2E Test with Playwright

Build an end-to-end test for a critical flow.

#testing#e2e

Performance Profiling

Find the bottleneck slowing my app.

#performance#profiling

Memory Leak Hunt

Find what's eating my memory.

#memory#debugging

Database Migration Strategy

Migrate a production schema with zero downtime.

#database#migration

Microservices vs Monolith Decision

Pick the right architecture for your stage.

#architecture#scale

Event-Driven Architecture

Design pub/sub for a complex domain.

#events#architecture

Idempotency Key Design

Make APIs safe for retries.

#api#reliability

Rate Limiting Strategy

Protect APIs from abuse without breaking customers.

#api#rate-limit

Caching Strategy

Cache without correctness bugs.

#caching#performance

CDN Setup

Configure a CDN to cut latency 5x.

#cdn#performance

Observability Stack

Set up logs, metrics, and traces that pay off.

#observability#ops

SLO and SLI Definition

Define SLOs the team can actually meet.

#slo#reliability

Incident Postmortem

Run a blameless postmortem that prevents recurrence.

#incident#postmortem

On-Call Runbook

Build runbooks new on-call engineers actually use.

#oncall#runbook

Disaster Recovery Plan

Survive losing your primary region.

#dr#reliability

CI/CD Pipeline Build

Set up a pipeline that ships safely many times per day.

#cicd#devops

GitOps Setup

Manage infra and apps via Git.

#gitops#devops

Kubernetes Cluster Design

Set up K8s for a small team without drowning in YAML.

#kubernetes#devops

Dockerfile Optimization

Cut image size and build time.

#docker#devops

Infra-as-Code with Terraform

Manage cloud infra in code.

#terraform#iac

Cloud Cost Optimization

Cut AWS/GCP bill 30% in 60 days.

#cloud#cost

Multi-Tenancy Architecture

Serve enterprise customers with strict isolation.

#multi-tenant#saas

Background Job Processing

Process millions of jobs reliably.

#jobs#backend

WebSocket Architecture

Build real-time features that scale.

#websocket#realtime

GraphQL Schema Design

Design a schema teams won't curse you for.

#graphql#api

REST vs GraphQL vs tRPC

Pick the right API style.

#api#decision

Auth System Design

Build auth that's secure and good UX.

#auth#security

RBAC vs ABAC Design

Choose the right access control model.

#authorization#security

Webhook Delivery System

Send webhooks customers can rely on.

#webhooks#api

Feature Flag System

Roll out features safely.

#feature-flags#release

A/B Testing Infrastructure

Run experiments without skewed results.

#ab-testing#data

Event Tracking Schema

Define a tracking schema that scales.

#analytics#events

Data Pipeline Design

Build an ETL/ELT pipeline.

#data#pipeline

Data Warehouse Modeling

Design a star schema for analytics.

#data#warehouse

LLM App Architecture

Build a production LLM application.

#ai#llm

Vector Database Selection

Pick the right vector store.

#vector-db#ai

RAG System Design

Build retrieval-augmented generation that's actually accurate.

#rag#ai

Prompt Engineering Patterns

Engineer prompts for production reliability.

#prompts#ai

LLM Eval Framework

Measure prompt and model quality systematically.

#eval#ai

AI Agent Architecture

Build agents that work, not just demo.

#agents#ai

Code Generation Workflow

Use AI to ship 5x faster without bugs.

#ai#productivity

Migration to TypeScript

Convert a JS codebase without breaking prod.

#typescript#migration

Monorepo Setup with Turborepo

Set up a monorepo that scales.

#monorepo#devops

Internal Developer Platform

Build an IDP that 10x's developer velocity.

#dx#platform

API Gateway Design

Set up an API gateway that scales.

#api-gateway#infra

Service Mesh Decision

Decide if your team needs Istio/Linkerd.

#service-mesh#infra

Zero-Downtime Deploy

Deploy 100x/day without customer impact.

#deploy#devops

Chaos Engineering

Find failure modes before customers do.

#chaos#reliability

Game Day Planning

Run a game day that improves resilience.

#game-day#reliability

Security Incident Response

Respond to a breach in <1 hour.

#security#incident

SOC 2 Readiness

Get SOC 2 ready in 90 days.

#compliance#soc2

GDPR Implementation

Comply with GDPR without slowing the team.

#gdpr#compliance

Code Quality Metrics

Measure code quality without gaming.

#quality#metrics

Tech Debt Triage

Pay down debt without stopping features.

#tech-debt#leadership

Feature Sunsetting Plan

Kill a feature without breaking customers.

#sunset#product

Codebase Onboarding

Help a new engineer ship in week 1.

#onboarding#team

Engineering Handbook

Write a handbook the team uses daily.

#handbook#leadership

Pull Request Template

Write PRs that get reviewed quickly.

#pr#process

RFC Process

Run an RFC process that ships better designs.

#rfc#process

Code Style Guide

Stop bikeshedding with a clear style guide.

#style#conventions

Logging Conventions

Make logs useful, not noisy.

#logging#observability

Metrics Naming Conventions

Build a metrics taxonomy that scales.

#metrics#observability

Dependency Management

Keep dependencies fresh and secure.

#dependencies#security

License Compliance

Avoid the GPL trap.

#license#compliance

Open Source Strategy

Open source projects that grow community.

#oss#community

Engineering Team Structure

Design teams that ship.

#org#leadership

Hiring Engineers

Build an interview loop that finds top talent.

#hiring#interview

Take-Home Project Design

Build a take-home that respects time and surfaces signal.

#hiring#take-home

System Design Interview Prep

Coach engineers to nail the system design round.

#interview#system-design

Engineering Levels and Career Ladder

Build a ladder that grows engineers.

#levels#career

Performance Review Template

Run reviews engineers actually find useful.

#reviews#people

1:1 Meeting Template (Eng Manager)

Run 1:1s that build trust and accelerate growth.

#1on1#manager

Eng Manager First-90 Days

Take over a team and earn trust.

#manager#leadership

Tech Lead Playbook

Lead without authority.

#tech-lead#leadership

Async-First Team Operating System

Run a remote team without meetings hell.

#async#remote

Engineering Roadmap

Build a 6-month roadmap that survives reality.

#roadmap#planning

Sprint Retrospective

Run retros that change behavior.

#retro#agile

Backlog Grooming

Keep the backlog clean and actionable.

#backlog#agile

Incident Severity Levels

Define sev levels everyone agrees on.

#incident#process

Status Page Strategy

Communicate during incidents without making things worse.

#status-page#comms

AI-Assisted Code Review

Use LLMs to augment code review.

#ai#code-review

Documentation Strategy

Build docs the team and customers love.

#docs#devx

Engineering Blog Strategy

Write engineering content that recruits and educates.

#blog#recruiting

Conference Talk Proposal

Get accepted to top conferences.

#conference#speaking

Open Source Contribution

Make your first impactful OSS contribution.

#oss#contribution

Side Project to Product

Turn a weekend project into real revenue.

#indie#side-project

Solo Dev Indie Stack

Pick the stack that lets one person ship a SaaS.

#indie#stack