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Flow Library

Every route, from first commit to launch day.

Curated build walkthroughs across every stage — build, debug, launch, QA — plus research-backed flows on how the best AI agents work.

122 flows

QAIntermediate

Accessibility QA

Make your app usable by everyone: keyboard, contrast, labels, focus, and screen-reader basics.

  1. 01Keyboard-only audit
  2. 02Fix keyboard operability
  3. 03Contrast and visual pass
  4. ··+2 more steps to Done
5 steps60-90 minutesOpen route →
Agent ArchitectureIntermediate

Add a Plan/Todo System to Your Agent

Give your agent the planning discipline of the leading harnesses: an explicit, model-visible todo list that survives long tasks.

  1. 01Design the todo data model and tool
  2. 02Render the plan into context every turn
  3. 03Enforce plan-first and completion gates
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
App BuilderGeneratedIntermediate

Add a Working Team Invite System to a SaaS App

Build a real invite flow for a SaaS app so existing users can invite teammates by email, store invite records, validate tokens, accept invitations, and join the correct workspace with proper permissions.

  1. 01Audit the current auth and workspace model
  2. 02Add the invite data model and migration
  3. 03Build secure invite creation on the server
  4. ··+6 more steps to Done
9 steps60-120 minutesOpen route →
DebuggingBeginner

Add Database Persistence

Your app forgets everything on refresh: move state into a real database with working CRUD.

  1. 01Inventory unpersisted state
  2. 02Design models and endpoints
  3. 03Wire writes to the backend
  4. ··+2 more steps to Done
5 steps45-75 minutesOpen route →
Memory & ContextBeginner

Add File-Based Persistent Memory

Give your agent durable memory with plain files - the radical-minimalism approach production practitioners keep converging on.

  1. 01Design the memory file structure
  2. 02Load memory at session start
  3. 03Build the guarded memory_update tool
  4. ··+1 more steps to Done
4 steps45-75 minutesOpen route →
DebuggingBeginner

Add Loading/Error States

Eliminate silent failures and frozen screens: add loading, empty, and error states across the whole app.

  1. 01Inventory async surfaces
  2. 02Add loading states
  3. 03Add error states with retry
  4. ··+2 more steps to Done
5 steps30-60 minutesOpen route →
App BuilderGeneratedIntermediate

Add Real-Time Presence Indicators to a Chat App with WebSockets

A step-by-step flow for implementing real-time online, offline, and typing presence in a chat app using WebSockets, including backend presence tracking, frontend updates, reconnect handling, and verification.

  1. 01Inspect the existing chat architecture and choose presence data flow
  2. 02Define the presence event contract and server-side state model
  3. 03Implement authenticated WebSocket connection handling on the server
  4. ··+7 more steps to Done
10 steps60-120 minutesOpen route →
App BuilderGeneratedIntermediate

Add Team Invites to a SaaS App

Build a real team invitation system for a SaaS app, including invite creation, email/share flow, acceptance, membership creation, role assignment, validation, and end-to-end testing.

  1. 01Audit Existing Team, User, and Auth Models
  2. 02Add Invitation Data Model and Migration
  3. 03Implement Secure Invite Creation API
  4. ··+7 more steps to Done
10 steps60-120 minutesOpen route →
App BuilderIntermediate

Admin Dashboard

Build a real admin dashboard with live data tables, stats, filters, and actions that actually mutate data.

  1. 01Define admin scope and data
  2. 02Build admin layout and access control
  3. 03Implement real stats cards
  4. ··+3 more steps to Done
6 steps45-90 minutesOpen route →
Agent ArchitectureAdvanced

Agent-to-Agent Protocols (A2A)

Connect two agents over an explicit protocol - task handoff, acknowledgment, and failure handling - instead of hoping chat works out.

  1. 01Define the protocol
  2. 02Build the message layer
  3. 03Wrap agents as protocol endpoints
  4. ··+1 more steps to Done
4 steps90-150 minutesOpen route →
App BuilderIntermediate

AI Chatbot Feature

Add a real AI chat feature with streaming responses, conversation history, and graceful failure handling.

  1. 01Define the assistant spec
  2. 02Build the chat UI
  3. 03Integrate the real LLM API
  4. ··+3 more steps to Done
6 steps60-120 minutesOpen route →
QAAdvanced

API/Error Handling QA

Verify every API contract and failure path: status codes, error shapes, timeouts, and frontend recovery.

  1. 01Inventory the API contracts
  2. 02Test success and failure codes
  3. 03Normalize error responses
  4. ··+2 more steps to Done
5 steps60-90 minutesOpen route →
Agent ArchitectureIntermediate

Assemble a System Prompt Like the Pros

Structure your agent's system prompt the way leading harnesses do: layered sections, dynamic context, and enforceable rules.

  1. 01Decompose the current prompt
  2. 02Build the section-based assembler
  3. 03Pair rules with enforcement
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
Harness EngineeringAdvanced

Assemble Tool Prompts Dynamically per Environment

Stop shipping one static mega-prompt: generate tool prompts from environment conditions, inject blocks only when features are on, and dedupe config to save tokens.

  1. 01Identify conditional blocks
  2. 02Build the prompt generator
  3. 03Dedupe and budget every block
  4. ··+1 more steps to Done
4 steps90-120 minutesOpen route →
Agent QA & SecurityIntermediate

Audit Trails for Tool Calls

Record an immutable, queryable trail of every action your agent takes - who, what, when, why, and outcome - for security and accountability.

  1. 01Define the audit record and scope
  2. 02Write records reliably and scrubbed
  3. 03Make the trail tamper-evident
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
QAIntermediate

Auth Flow QA

Dedicated auth testing: signup, login, sessions, guards, reset, and the edge cases that expose fake auth.

  1. 01Test the signup surface
  2. 02Test the login surface
  3. 03Test the session lifecycle
  4. ··+2 more steps to Done
5 steps45-75 minutesOpen route →
App BuilderIntermediate

Booking System

Build a real booking system with availability, slot selection, and double-booking prevention.

  1. 01Define the booking model
  2. 02Build availability display
  3. 03Implement booking creation
  4. ··+3 more steps to Done
6 steps60-120 minutesOpen route →
Agent QA & SecurityAdvanced

Build a Command Security Pipeline for Your Agent

Replace scattered if-else safety checks with a layered validator pipeline: single-purpose checks, an allow/ask/deny/passthrough contract, and severity-aware ordering.

  1. 01Define the contract and pipeline skeleton
  2. 02Implement early validators and input hygiene
  3. 03Build the main validator chain and hard path constraints
  4. ··+1 more steps to Done
4 steps120-180 minutesOpen route →
App BuilderGeneratedIntermediate

Build a Functional Coffee Shop Website

A step-by-step flow to build a real, working coffee shop website with menu, location, hours, contact form, and mobile-friendly pages using AI app builders.

  1. 01Define the coffee shop website structure
  2. 02Create the visual theme and responsive layout foundation
  3. 03Build the hero and brand story sections
  4. ··+6 more steps to Done
9 steps60-120 minutesOpen route →
App BuilderGeneratedBeginner

Build a Habit Tracker App in React

Create a working React habit tracker app with habit creation, completion toggles, streak tracking, local persistence, validation, and basic QA checks.

  1. 01Set up the app structure and data model
  2. 02Implement add habit form with validation
  3. 03Render the habit list and empty state
  4. ··+6 more steps to Done
9 steps45-90 minutesOpen route →
App BuilderGeneratedBeginner

Build a Habit Tracker React App

A step-by-step flow for building a real habit tracker app in React with working habit creation, daily check-ins, streak tracking, persistence, validation, and basic testing.

  1. 01Set up the app structure and data model
  2. 02Implement real habit state and habit creation
  3. 03Render the habit list with empty states
  4. ··+6 more steps to Done
9 steps45-90 minutesOpen route →
App BuilderGeneratedIntermediate

Build a Login Page with Auth Metrics Tracking

Create a real login page with working authentication and instrument it to capture useful investment-app auth metrics such as signups, login attempts, success rate, failures, and drop-off.

  1. 01Define the auth flow and metrics schema
  2. 02Create or wire the authentication foundation
  3. 03Build the login page UI with validation
  4. ··+6 more steps to Done
9 steps60-120 minutesOpen route →
App BuilderGeneratedIntermediate

Build a Playable 2D Browser Game

A step-by-step flow to create a real, playable 2D browser game with movement, collisions, scoring, win/lose states, and basic polish using an AI app builder.

  1. 01Define the game concept and core loop
  2. 02Set up the game container and main state
  3. 03Implement the player and keyboard controls
  4. ··+6 more steps to Done
9 steps60-120 minutesOpen route →
MCP & ToolingAdvanced

Build a Repo Map for Code Navigation

Give your agent compressed, ranked codebase awareness - the tree-sitter repo-map pattern that beats raw file dumps.

  1. 01Extract symbols per file
  2. 02Rank by relevance
  3. 03Render within budget
  4. ··+1 more steps to Done
4 steps90-150 minutesOpen route →
App BuilderGeneratedAdvanced

Build a Scary First-Person Horror Game

A step-by-step flow to create a real playable first-person horror game with movement, interactions, enemy behavior, atmosphere, objectives, fail states, and testing.

  1. 01Define the game loop and systems before building
  2. 02Build the first-person controller and playable scene foundation
  3. 03Add interaction, doors, pickups, and progression gating
  4. ··+7 more steps to Done
10 steps4-8 hoursOpen route →
App BuilderGeneratedIntermediate

Build an AI Affiliate Marketing Agent That Finds, Publishes, and Tracks Revenue Opportunities

Create a working AI agent system that discovers affiliate opportunities, generates compliant content, publishes or prepares campaign assets, and tracks clicks, conversions, and revenue in a usable dashboard.

  1. 01Define the affiliate agent scope and data model
  2. 02Build affiliate offer intake and management
  3. 03Create campaigns and operational statuses
  4. ··+8 more steps to Done
11 steps90-180 minutesOpen route →
App BuilderGeneratedIntermediate

Build Real Web App Authentication with Sessions and Protected Routes

A step-by-step flow to implement real signup, login, logout, session persistence, password reset, validation, and protected routes with visible UI states and mobile responsiveness.

  1. 01Set the auth architecture and choose the real persistence layer
  2. 02Create the auth state layer and session restoration
  3. 03Build the signup flow with validation and duplicate email handling
  4. ··+6 more steps to Done
9 steps60-120 minutesOpen route →
MCP & ToolingIntermediate

Build Your First MCP Server

Stand up a working MCP server exposing your own tools, connect a client, and validate the full call loop.

  1. 01Choose tools worth exposing and set up the SDK
  2. 02Implement the server and tools
  3. 03Connect a host and verify discovery
  4. ··+1 more steps to Done
4 steps90-120 minutesOpen route →
Agent ArchitectureAdvanced

Choose the Right Dispatch: Spawn, Fork, or Direct

Three ways to hand work to a sub-agent - fresh-context spawn, cache-sharing fork, or just doing it yourself - and the decision matrix for picking per task.

  1. 01Implement spawn: fresh context specialists
  2. 02Implement fork: inherited context, shared cache
  3. 03Add guards and async lifecycle
  4. ··+1 more steps to Done
4 steps90-150 minutesOpen route →
Harness EngineeringAdvanced

Cost Control: Model Routing and Effort Tiers

Route work to the cheapest model that can do it and match reasoning effort to task difficulty - with quality guardrails.

  1. 01Profile spend by call class
  2. 02Build the routing table and wire it
  3. 03Add escalation on failure
  4. ··+1 more steps to Done
4 steps90-120 minutesOpen route →
LaunchAdvanced

Creator Marketplace Launch

Launch a creator marketplace: solve the cold-start, seed supply, launch demand, and prove the loop.

  1. 01Choose the cold-start strategy
  2. 02Recruit the founding creators
  3. 03Prepare the marketplace for buyers
  4. ··+2 more steps to Done
5 steps2-3 hoursOpen route →
Memory & ContextAdvanced

Cross-Session Project State

Keep long-horizon work coherent across many sessions: externalized project state that any session can load, advance, and hand off.

  1. 01Design the project-state document
  2. 02Implement the session-start protocol
  3. 03Implement the session-end advance
  4. ··+1 more steps to Done
4 steps90-120 minutesOpen route →
App BuilderIntermediate

Customer Support Inbox

Build an in-app support system: ticket submission, status tracking, and an admin reply inbox.

  1. 01Define the ticket model
  2. 02Build ticket submission
  3. 03Build the user ticket view
  4. ··+2 more steps to Done
5 steps60-120 minutesOpen route →
MCP & ToolingAdvanced

Deferred Tool Loading

Stop paying context for tools the task never needs: load a core set eagerly and expand the toolset on demand.

  1. 01Measure usage and pick the core
  2. 02Build the catalog and discovery
  3. 03Implement dynamic registration
  4. ··+1 more steps to Done
4 steps90-120 minutesOpen route →
LaunchBeginner

Demo Video Script

Script a tight product demo video: hook, narrative arc, screen directions, and CTA - ready to record.

  1. 01Choose format and story
  2. 02Write the hook and opening
  3. 03Script the core demo beats
  4. ··+2 more steps to Done
5 steps45-75 minutesOpen route →
Agent QA & SecurityIntermediate

Dependency and Supply-Chain Scanning for Agents

Guard against the dependencies your agent adds: vulnerability scanning, hallucinated-package detection, and gated installs.

  1. 01Intercept dependency additions
  2. 02Verify existence and reputation
  3. 03Scan for vulnerabilities
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
Memory & ContextIntermediate

Design a Memory Index Loaded Every Session

Build the pattern behind minimalist memory systems: a compact index file the agent always loads, pointing to detail files it loads on demand.

  1. 01Structure the index and details
  2. 02Wire loading: index always, details on demand
  3. 03Maintain the index as memory evolves
3 steps60-90 minutesOpen route →
Agent ArchitectureAdvanced

Design a Single-Loop Agent

Build the core agent loop the leading coding agents use: one model, one loop, tools in, results folded back into context.

  1. 01Define the loop contract
  2. 02Build the tool registry
  3. 03Implement the loop with result folding
  4. ··+2 more steps to Done
5 steps90-150 minutesOpen route →
Harness EngineeringIntermediate

Design Layered Tool Prompts with Preference Chains

Structure your tool prompts the way the leading harness does: preference chains up front, usage constraints in the middle, NEVER-guarded safety protocols at the end.

  1. 01Audit the current tool prompt
  2. 02Write the preference chain
  3. 03Write usage constraints and safety protocols
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
Agent ArchitectureAdvanced

Design the Agent-Computer Interface (ACI)

Apply SWE-agent's key finding: agents perform dramatically better when their commands, viewers, and feedback are designed for models, not humans.

  1. 01Audit your current tool surface
  2. 02Build the windowed file viewer
  3. 03Add validated edits with corrective feedback
  4. ··+2 more steps to Done
5 steps90-120 minutesOpen route →
Harness EngineeringIntermediate

Design the Permission Approval UX

Design approval prompts users actually read: diffs, risk framing, scoped grants, and pacing that prevents approval fatigue.

  1. 01Audit the current approval moments
  2. 02Rebuild the prompt content
  3. 03Make friction proportional to risk
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
MCP & ToolingIntermediate

Design Tool Schemas for Agents

Write tool schemas that constrain model behavior: tight types, enums over strings, and parameters that make misuse hard.

  1. 01Audit schemas for looseness
  2. 02Tighten the schemas
  3. 03Make validation errors teach
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
QAIntermediate

DeSlop Audit

The anti-AI-slop audit: find and fix everything that makes your app look and feel like a generic AI build.

  1. 01Score the slop
  2. 02Fix function-slop first
  3. 03Fix design-slop
  4. ··+2 more steps to Done
5 steps60-90 minutesOpen route →
Agent QA & SecurityAdvanced

Detect Command Obfuscation and Parser-Mismatch Attacks

Catch the attacks your parser cannot see: quote-concatenation flags, ANSI-C quoting, brace expansion, and escaped operators that make bash execute something your checks never inspected.

  1. 01Build multi-view quote extraction
  2. 02Detect quote-trick flag smuggling
  3. 03Detect parser-vs-shell divergence
  4. ··+1 more steps to Done
4 steps120-180 minutesOpen route →
Memory & ContextIntermediate

Episodic, Semantic, and Procedural Stores

Organize agent memory by kind - what happened, what is true, and how to do things - instead of one undifferentiated pile.

  1. 01Define the three schemas
  2. 02Build classification and routing
  3. 03Implement type-appropriate recall
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
Agent ArchitectureIntermediate

Error Recovery and Retry Policy for the Agent Loop

Design the retry, backoff, and give-up behavior that separates production agents from demos that loop forever.

  1. 01Build the error taxonomy
  2. 02Implement retries and corrective feedback
  3. 03Add the loop breaker
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
Harness EngineeringAdvanced

Evals for Your Harness

Build the eval suite that tells you whether harness changes help: task sets, graded rubrics, and regression discipline.

  1. 01Design the task set
  2. 02Implement graders
  3. 03Run honestly: variance and the results store
  4. ··+1 more steps to Done
4 steps90-150 minutesOpen route →
QABeginner

Evidence Checklist

Prove your app works with evidence: build a claim-by-claim verification pack with receipts.

  1. 01Inventory every claim
  2. 02Define verification procedures
  3. 03Execute and collect evidence
  4. ··+2 more steps to Done
5 steps45-60 minutesOpen route →
App BuilderIntermediate

File Upload System

Build real file uploads with validation, progress, storage, and display - files must survive refresh.

  1. 01Define upload requirements
  2. 02Build the upload UI
  3. 03Implement backend storage
  4. ··+3 more steps to Done
6 steps45-90 minutesOpen route →
DebuggingIntermediate

Fix App That Looks Good But Does Not Work

The systematic recovery flow for beautiful-but-broken AI builds: audit honestly, then fix by functional priority.

  1. 01Run a brutal functional audit
  2. 02Prioritize the fix order
  3. 03Fix the core value action
  4. ··+3 more steps to Done
6 steps60-120 minutesOpen route →
DebuggingBeginner

Fix Broken Buttons

Hunt down every dead button in your AI-built app and wire each one to real, verified behavior.

  1. 01Inventory every interactive control
  2. 02Fix dead buttons
  3. 03Fix fake buttons
  4. ··+2 more steps to Done
5 steps30-60 minutesOpen route →
DebuggingBeginner

Fix Broken Form Submission

Forms that validate, submit, persist, and recover: repair every broken form in your app end to end.

  1. 01Inventory and test every form
  2. 02Wire submissions to real endpoints
  3. 03Add validation on both sides
  4. ··+2 more steps to Done
5 steps30-60 minutesOpen route →
DebuggingIntermediate

Fix Fake Auth

Your login 'works' but nothing is real: convert visual-only auth into persisted users, sessions, and guards.

  1. 01Diagnose what is fake
  2. 02Implement real user persistence
  3. 03Implement real credential verification
  4. ··+3 more steps to Done
6 steps45-90 minutesOpen route →
DebuggingBeginner

Fix Routing/Navigation

Repair broken links, 404s, back-button traps, and guard gaps so navigation works like users expect.

  1. 01Map routes and links
  2. 02Fix dead and wrong links
  3. 03Fix deep links and refresh
  4. ··+2 more steps to Done
5 steps30-60 minutesOpen route →
App BuilderGeneratedIntermediate

Fluxo de inscrição funcional

Crie um fluxo de inscrição realmente funcional com formulário, validação, persistência, prevenção de duplicidade, estados de sucesso/erro e testes de ponta a ponta.

  1. 01Definir escopo e contrato de dados da inscrição
  2. 02Criar persistência real e estrutura de backend
  3. 03Construir o formulário de inscrição conectado ao backend
  4. ··+5 more steps to Done
8 steps60-120 minutesOpen route →
LaunchIntermediate

Founder Outreach Campaign

Get your first users by hand: build a target list, write outreach that gets replies, and run the follow-up loop.

  1. 01Define the ideal first user
  2. 02Build the target list
  3. 03Write the first-touch messages
  4. ··+2 more steps to Done
5 steps2-3 hoursOpen route →
Agent ArchitectureIntermediate

From CLI Harness to Product

Grow a working agent loop into a product: sessions, config, resumability, and the packaging polish the successful terminal agents share.

  1. 01Implement persistent sessions
  2. 02Build true resume
  3. 03Layer the configuration system
  4. ··+2 more steps to Done
5 steps90-150 minutesOpen route →
LaunchBeginner

GitHub README Generator

Write a README that makes people use your project: hook, quickstart, visuals, and honest docs.

  1. 01Write the hook section
  2. 02Write the quickstart
  3. 03Write usage and examples
  4. ··+2 more steps to Done
5 steps30-60 minutesOpen route →
Agent QA & SecurityAdvanced

Guard Memory Writes Against Injection

Stop poisoned data from becoming persistent agent beliefs: validate, attribute, and quarantine memory writes as untrusted input.

  1. 01Make writes source-aware
  2. 02Validate content before persistence
  3. 03Quarantine and require corroboration
  4. ··+1 more steps to Done
4 steps90-120 minutesOpen route →
QAIntermediate

Hackathon Judge Report

Evaluate a hackathon project like a rigorous judge: criteria scoring, evidence checks, and structured feedback.

  1. 01Set up the rubric
  2. 02Use the project hands-on
  3. 03Score with evidence
  4. ··+2 more steps to Done
5 steps30-60 minutes per projectOpen route →
LaunchIntermediate

Hackathon Submission

Package your hackathon project to win: narrative, demo plan, submission copy, and judge-proofing.

  1. 01Build the judge narrative
  2. 02Script the demo
  3. 03Write the submission
  4. ··+2 more steps to Done
5 steps2-3 hoursOpen route →
Harness EngineeringIntermediate

Hook a Permission Layer onto Dangerous Tools

Intercept dangerous tool calls with a hook layer: pattern rules, approval gates, and blocks that the model cannot talk its way past.

  1. 01Define the danger rule set
  2. 02Implement the hook point
  3. 03Harden the patterns against evasion
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
Memory & ContextAdvanced

Implement Context Compaction

Keep long agent sessions alive by compacting old conversation into structured summaries before the context window fills.

  1. 01Add token accounting
  2. 02Design the structured summary format
  3. 03Implement the compaction operation
  4. ··+1 more steps to Done
4 steps90-120 minutesOpen route →
Agent ArchitectureAdvanced

Implement the Six Core Orchestration Patterns

Worker pool, pipeline, supervisor-worker, adversarial, fork-join, resume chain - build the reusable orchestration patterns every serious multi-agent system converges on.

  1. 01Build the shared lifecycle infrastructure
  2. 02Implement fan-out patterns: worker pool and fork-join
  3. 03Implement sequential and hierarchical patterns
  4. ··+1 more steps to Done
4 steps120-180 minutesOpen route →
DebuggingBeginner

Improve Mobile Responsiveness

Make your app genuinely usable on phones: audit at real widths, fix layouts, and verify touch targets.

  1. 01Audit every page at mobile widths
  2. 02Fix layout and overflow
  3. 03Fix navigation and touch targets
  4. ··+2 more steps to Done
5 steps45-75 minutesOpen route →
Agent QA & SecurityIntermediate

Incident Response Runbook for Agent Mishaps

Prepare for the day your agent does damage: detection, containment, rollback, investigation, and prevention - written before you need it.

  1. 01Define detection and the kill switch
  2. 02Write containment and rollback procedures
  3. 03Write the investigation procedure
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
LaunchAdvanced

Investor Pitch Script

Write a tight investor pitch: narrative arc, numbers that matter, deck structure, and Q&A prep.

  1. 01Build the narrative spine
  2. 02Prepare the numbers
  3. 03Structure the deck
  4. ··+2 more steps to Done
5 steps2-3 hoursOpen route →
Agent QA & SecurityIntermediate

Jailbreak Regression Suite

Turn every jailbreak you find into a permanent regression test, so safety boundaries never silently erode across model and prompt changes.

  1. 01Assemble the jailbreak corpus
  2. 02Build reliable compliance evaluation
  3. 03Version, gate, and grow the suite
3 steps60-90 minutesOpen route →
LaunchBeginner

Landing Page Copy

Write conversion-focused landing page copy: headline, sections, social proof, CTAs, and objection handling.

  1. 01Define audience and message hierarchy
  2. 02Write the hero section
  3. 03Write problem and solution sections
  4. ··+2 more steps to Done
5 steps60-90 minutesOpen route →
App BuilderBeginner

Local Service Booking Website

A complete website for a local service business: services, trust, working booking requests, and local SEO basics.

  1. 01Structure the business content
  2. 02Build home and services pages
  3. 03Build the booking request flow
  4. ··+2 more steps to Done
5 steps60-120 minutesOpen route →
Agent ArchitectureAdvanced

Make Parallel Sub-Agents Share the Prompt Cache

Byte-identical request prefixes are why forked workers cost a fraction of spawned ones - engineer your dispatch so every parallel child hits the same cache entry.

  1. 01Map what must be byte-identical
  2. 02Stabilize the shared prefix
  3. 03Measure cache performance
  4. ··+1 more steps to Done
4 steps60-120 minutesOpen route →
DebuggingIntermediate

Make UI Less Generic

Escape the default-AI look: define a real visual identity and apply it systematically across your app.

  1. 01Audit the generic tells
  2. 02Define the visual direction
  3. 03Apply the foundation
  4. ··+2 more steps to Done
5 steps60-90 minutesOpen route →
App BuilderAdvanced

Marketplace Buyer/Seller Flow

Build a two-sided marketplace core: listings, browsing, and a real transaction/request flow between buyers and sellers.

  1. 01Define marketplace entities and rules
  2. 02Build seller listing management
  3. 03Build public browse and search
  4. ··+3 more steps to Done
6 steps2-4 hoursOpen route →
Memory & ContextIntermediate

Memory Consolidation and Pruning Schedule

Keep agent memory healthy over months: scheduled consolidation, decay, promotion between layers, and safe pruning.

  1. 01Split memory into layers
  2. 02Implement the consolidation run
  3. 03Add decay scoring and safe pruning
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
Memory & ContextAdvanced

Memory Recall: Ranking and Relevance

Make recall surface the right memories: hybrid lexical+semantic search, rank fusion, and explainable retrieval.

  1. 01Build the lexical layer
  2. 02Add the semantic layer
  3. 03Fuse rankings with boosts
  4. ··+1 more steps to Done
4 steps90-120 minutesOpen route →
Memory & ContextIntermediate

Memory Write Policies

Decide what gets remembered: write gates, provenance, confidence, and validation - because memory quality is set at write time.

  1. 01Write the memorability criteria
  2. 02Attach provenance and confidence
  3. 03Detect and resolve contradictions
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
QABeginner

Mobile QA Checklist

A rigorous mobile QA pass: layouts, touch, keyboards, and the full core journey on phone-sized screens.

  1. 01Layout pass at phone widths
  2. 02Fix layout breaks
  3. 03Touch and gesture pass
  4. ··+2 more steps to Done
5 steps45-60 minutesOpen route →
App BuilderIntermediate

MongoDB Data Model Plan

Design a MongoDB data model that fits your queries: embed vs reference, indexes, and validation.

  1. 01List the access patterns
  2. 02Decide embed vs reference
  3. 03Plan the indexes
  4. ··+2 more steps to Done
5 steps45-75 minutesOpen route →
App BuilderIntermediate

Notification System

Build an in-app notification system with real triggers, unread counts, and a working notification center.

  1. 01Define notification types and triggers
  2. 02Create notifications from real events
  3. 03Build the unread badge
  4. ··+3 more steps to Done
6 steps60-90 minutesOpen route →
Harness EngineeringIntermediate

Observability for Agent Runs

Instrument your agent like production software: traces, session replay, cost tracking, and failure analysis on open standards.

  1. 01Instrument spans across the loop
  2. 02Build session replay
  3. 03Track the economics
  4. ··+1 more steps to Done
4 steps90-120 minutesOpen route →
Harness EngineeringAdvanced

Pair Every Prompt Rule with a Code Backstop

Prompts guide, code enforces: inventory your agent's soft rules, back each critical one with an independent deterministic check, and define the allow/ask/deny escalation.

  1. 01Inventory soft rules and classify enforcement needs
  2. 02Implement checks independent of the prompt
  3. 03Wire the escalation path
  4. ··+1 more steps to Done
4 steps120-180 minutesOpen route →
QAAdvanced

Payment Flow QA

Trust-level testing for payments: success, decline, cancel, idempotency, and state consistency.

  1. 01Audit the money path
  2. 02Verify the success path
  3. 03Verify decline and cancel paths
  4. ··+2 more steps to Done
5 steps60-90 minutesOpen route →
LaunchBeginner

Press/Announcement Page

Create an announcement page and press kit that makes your launch easy to cover and share.

  1. 01Find the story angle
  2. 02Write the announcement
  3. 03Build the press kit
  4. ··+2 more steps to Done
5 steps60-90 minutesOpen route →
App BuilderBeginner

Pricing Page Builder

Design and build a pricing page that converts: plan structure, value anchoring, FAQs, and a working upgrade path.

  1. 01Design the plan structure
  2. 02Write the plan copy
  3. 03Build the page
  4. ··+2 more steps to Done
5 steps45-75 minutesOpen route →
LaunchIntermediate

Product Hunt Launch

Plan and execute a Product Hunt launch: positioning, assets, launch-day playbook, and follow-through.

  1. 01Nail the positioning
  2. 02Plan the gallery assets
  3. 03Write the maker's first comment
  4. ··+2 more steps to Done
5 steps2-3 hours prepOpen route →
QAAdvanced

Production Readiness Review

The pre-ship gate: environment, errors, data safety, performance, and the go/no-go checklist.

  1. 01Audit environment and config
  2. 02Test failure resilience
  3. 03Verify data safety
  4. ··+2 more steps to Done
5 steps60-120 minutesOpen route →
Agent QA & SecurityAdvanced

Prompt Injection Defense Checklist

Systematically defend your agent against prompt injection: trust boundaries, content isolation, and defense-in-depth that assumes injection will happen.

  1. 01Map trust boundaries
  2. 02Isolate and label untrusted content
  3. 03Separate authority from content
  4. ··+1 more steps to Done
4 steps90-150 minutesOpen route →
Memory & ContextIntermediate

Prompt-Cache-Aware Conversation Design

Structure your agent's context for prefix caching: stable prefixes, append-only history, and cache-friendly dynamic content.

  1. 01Audit context stability
  2. 02Restructure for stable-first layout
  3. 03Verify cache hits and measure savings
3 steps45-75 minutesOpen route →
Harness EngineeringIntermediate

Rate and Blast-Radius Limits for Destructive Tools

Cap how much damage any window of agent activity can do: rate limits, change budgets, checkpoints, and undo.

  1. 01Set the budgets from real usage
  2. 02Implement the counters and ladder
  3. 03Add checkpoints and rollback
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
Agent QA & SecurityAdvanced

Red-Team Your Agent with Adversarial Prompts

Systematically attack your own agent using red-teaming frameworks: vulnerability probes, attack methods, and a repeatable adversarial suite.

  1. 01Build a threat-driven probe set
  2. 02Arm each probe with attack methods
  3. 03Automate execution and score
  4. ··+1 more steps to Done
4 steps120-180 minutesOpen route →
LaunchBeginner

Reddit Launch Plan

Launch on Reddit without getting banned: subreddit research, value-first posts, and comment strategy.

  1. 01Research target subreddits
  2. 02Write value-first posts
  3. 03Prepare comment engagement
  4. ··+2 more steps to Done
5 steps1-2 hours prepOpen route →
DebuggingAdvanced

Refactor Messy AI Code

Clean up AI-generated spaghetti safely: dedupe, extract, and organize without breaking working features.

  1. 01Capture the behavior baseline
  2. 02Map the mess
  3. 03Remove dead code
  4. ··+3 more steps to Done
6 steps60-120 minutesOpen route →
Agent QA & SecurityIntermediate

Release Gates for Agent-Generated Code

Put agent output through a real merge gate: automated review, tests, security scans, and human sign-off proportional to risk.

  1. 01Assemble the automated gate
  2. 02Classify change risk
  3. 03Label provenance and require sign-off
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
App BuilderAdvanced

Role-Based Access Control

Add real roles and permissions: enforced on backend endpoints and reflected honestly in the UI.

  1. 01Define roles and the permission matrix
  2. 02Add roles to the user model
  3. 03Enforce permissions on the backend
  4. ··+3 more steps to Done
6 steps60-120 minutesOpen route →
Harness EngineeringIntermediate

Rule-File Code Review Gates

Run deterministic policy checks on everything your agent produces: rule files reviewing plans, diffs, and evidence before anything merges.

  1. 01Write the initial rule set
  2. 02Build the evaluation engine
  3. 03Wire the gates into the loop
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
App BuilderAdvanced

SaaS MVP Builder

Go from idea to a working SaaS MVP: auth, core feature, billing readiness, and a landing page that converts.

  1. 01Define the MVP in one sentence
  2. 02Build the landing page
  3. 03Add working auth
  4. ··+3 more steps to Done
6 steps2-4 hoursOpen route →
Harness EngineeringAdvanced

Sandbox Untrusted Code Execution

Contain what your agent runs: isolated execution environments with resource limits, network policy, and workspace mounting done right.

  1. 01Choose the isolation and define the policy
  2. 02Build the sandboxed executor
  3. 03Enforce and verify the network policy
  4. ··+1 more steps to Done
4 steps120-180 minutesOpen route →
Agent QA & SecurityIntermediate

Secrets Hygiene in Agent Logs

Keep credentials out of prompts, tool outputs, logs, and traces: detection, redaction, and safe handling across the whole agent pipeline.

  1. 01Build the secret detector
  2. 02Redact at every capture point
  3. 03Inject real secrets safely
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
QAAdvanced

Security Basics Review

The essential security pass for AI-built apps: secrets, auth enforcement, input handling, and data exposure.

  1. 01Hunt exposed secrets
  2. 02Attack the auth enforcement
  3. 03Harden input handling
  4. ··+2 more steps to Done
5 steps60-90 minutesOpen route →
Memory & ContextIntermediate

Session Summaries That Survive Compaction

Write durable session summaries at the right moments so knowledge outlives compaction and process restarts.

  1. 01Define what deserves to survive
  2. 02Write at the moments that matter
  3. 03Load summaries into new sessions
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
App BuilderBeginner

Settings/Billing Page

Build a real settings area: profile edits that persist, password change, plan display, and danger zone.

  1. 01Define settings sections
  2. 02Build layout and profile section
  3. 03Implement password change
  4. ··+3 more steps to Done
6 steps45-75 minutesOpen route →
Agent ArchitectureIntermediate

Single-Agent vs Multi-Agent: Decide and Design

A decision flow for the most expensive architecture choice in agent systems - grounded in what actually ships versus what demos well.

  1. 01Analyze the workload for separability
  2. 02Score the three architectures
  3. 03Sketch the chosen architecture
  4. ··+1 more steps to Done
4 steps45-75 minutesOpen route →
Agent QA & SecurityAdvanced

Stand Up an Adversarial Verification Agent

Stop trusting your agent's own 'it works': dispatch a read-only verifier that must run real commands, probe adversarially, and return an evidence-backed PASS/FAIL verdict.

  1. 01Define the verifier with hard read-only constraints
  2. 02Feed it the real task and require evidence
  3. 03Add adversarial probes
  4. ··+1 more steps to Done
4 steps90-150 minutesOpen route →
Agent ArchitectureIntermediate

Streaming and Partial-Result UX

Stream model output and tool progress so users see the agent think and act - the UX baseline every serious terminal agent has set.

  1. 01Design the event protocol
  2. 02Implement server-side streaming
  3. 03Build the streaming client rendering
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
App BuilderIntermediate

Stripe Checkout Flow

Add real Stripe payments with checkout, webhooks, and payment status - not a button that pretends to charge.

  1. 01Define the payment spec
  2. 02Set up Stripe keys and packages securely
  3. 03Create the checkout session endpoint
  4. ··+4 more steps to Done
7 steps60-120 minutesOpen route →
MCP & ToolingIntermediate

Structured Output from Tools

Make every tool and agent output validate against a schema: typed results, repair loops, and safe fallbacks.

  1. 01Map the boundaries and define types
  2. 02Enforce schemas at generation time
  3. 03Build the repair loop and fallbacks
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
Agent ArchitectureAdvanced

Sub-Agent Delegation with Context Isolation

Delegate bounded work to sub-agents that run in fresh context and return only distilled results - the pattern behind scalable long tasks.

  1. 01Specify the delegation contract
  2. 02Implement the isolated sub-loop
  3. 03Wire dispatch into the parent and distill
  4. ··+1 more steps to Done
4 steps90-150 minutesOpen route →
App BuilderIntermediate

Supabase Schema Plan

Design a correct Supabase schema: tables, relationships, RLS policies, and verification queries.

  1. 01Model the data
  2. 02Write the schema SQL
  3. 03Enable RLS with policies
  4. ··+2 more steps to Done
5 steps45-75 minutesOpen route →
QAIntermediate

Test Every User Path

Systematically walk every path a user can take and verify each works - the complete functional test pass.

  1. 01Map every user path
  2. 02Execute the happy paths
  3. 03Execute alternate and error paths
  4. ··+2 more steps to Done
5 steps60-120 minutesOpen route →
MCP & ToolingIntermediate

Testing MCP Tools

Bring TDD discipline to MCP servers: unit-test handlers, protocol-test the surface, and contract-test against a real host.

  1. 01Separate logic from protocol glue
  2. 02Write the handler unit suite
  3. 03Add protocol and contract layers
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
Agent QA & SecurityAdvanced

Threat-Model Your MCP Server

Systematically threat-model an MCP server before it is exploited: assets, entry points, trust boundaries, and mitigations documented and tested.

  1. 01Inventory assets and entry points
  2. 02Map boundaries and enumerate threats
  3. 03Rank threats and assign mitigations
  4. ··+1 more steps to Done
4 steps90-120 minutesOpen route →
LaunchBeginner

TikTok Content System

A repeatable short-video system for your product: hooks, formats, scripts, and a 2-week content calendar.

  1. 01Define content pillars
  2. 02Build the hook bank
  3. 03Script the first 5 videos
  4. ··+2 more steps to Done
5 steps1-2 hoursOpen route →
MCP & ToolingBeginner

Tool Descriptions That Steer the Model

Treat tool descriptions as prompt engineering: when-to-use guidance, negative cases, and worked examples that fix tool-choice errors.

  1. 01Collect misroutes and map overlaps
  2. 02Rewrite descriptions to steer
  3. 03Verify with a routing test
3 steps45-60 minutesOpen route →
MCP & ToolingIntermediate

Tool Permissioning Tiers

Classify tools by risk and enforce tiered permissions: auto-allow, session-allow, always-ask, and never - enforced in the harness.

  1. 01Classify the toolset by risk
  2. 02Enforce tiers in dispatch
  3. 03Implement session grants and revocation
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
MCP & ToolingIntermediate

Tool Result Size Management

Stop tool outputs from flooding context: budgets per tool, smart truncation, pagination, and reference-based results.

  1. 01Budget every tool's output
  2. 02Truncate to preserve signal
  3. 03Paginate lists and reference artifacts
  4. ··+1 more steps to Done
4 steps60-90 minutesOpen route →
App BuilderBeginner

User Onboarding Flow

Build a multi-step onboarding that captures real user data, persists progress, and lands users in a personalized app.

  1. 01Define onboarding steps and data
  2. 02Build the wizard shell
  3. 03Persist answers per step
  4. ··+3 more steps to Done
6 steps45-75 minutesOpen route →
Memory & ContextBeginner

Vector vs Markdown Memory: Make the Decision

Choose your memory backend on evidence: when plain files win, when vectors earn their complexity, and how to test it on your own data.

  1. 01Profile the workload honestly
  2. 02Benchmark both on your data
  3. 03Decide and set the tripwires
3 steps45-60 minutesOpen route →
Harness EngineeringIntermediate

Verification Loops: Never Trust an Unrun Edit

Wire verification into your agent so every edit is checked by machines - syntax, tests, behavior - before it counts as done.

  1. 01Verify at the write boundary
  2. 02Add the post-change verify step
  3. 03Gate completion on evidence
  4. ··+1 more steps to Done
4 steps60-100 minutesOpen route →
Harness EngineeringBeginner

Version Your Harness and Track Behavior

Treat prompts, tools, and loop logic as versioned, changelogged artifacts - so behavior changes are decisions, not surprises.

  1. 01Extract behavior into versioned artifacts
  2. 02Start the behavior changelog
  3. 03Build the smoke eval and behavioral diffing
  4. ··+1 more steps to Done
4 steps45-75 minutesOpen route →
LaunchBeginner

Waitlist Launch

Launch a waitlist that actually converts: page, incentives, referral loop, and the nurture sequence.

  1. 01Design the waitlist offer
  2. 02Build the waitlist page
  3. 03Add the referral mechanic
  4. ··+2 more steps to Done
5 steps60-120 minutesOpen route →
App BuilderIntermediate

Working Signup/Auth System

Build a real signup, login, session, and protected route flow - not a form that only looks functional.

  1. 01Define auth requirements
  2. 02Choose auth method
  3. 03Define the user database model
  4. ··+10 more steps to Done
13 steps45-90 minutesOpen route →
QAGeneratedIntermediate

صياغة الفرق بين الأسئلة البحثية والمساهمات في ورقة أو مشروع بحثي

تدفق عملي لمساعدة المستخدم على التمييز بوضوح بين الأسئلة البحثية والمساهمات، ثم صياغتهما بشكل صحيح وقابل للاستخدام في مقترح أو ورقة بحثية.

  1. 01تحديد السياق الذي ستستخدم فيه المفهومين
  2. 02استخراج تعريفين منفصلين وغير ملتبسين
  3. 03بناء مقارنة مباشرة بين المفهومين
  4. ··+6 more steps to Done
9 steps30-60 minutesOpen route →