Omega

A self-evolving AI Discord bot with 80+ specialized tools, multi-database architecture, and autonomous development capabilities.

Built with AI SDK v6, Discord.js, Next.js, and deployed on Railway.

Overview

Omega is a sophisticated Discord AI bot that combines:

Philosophical Personality: Stoic, truth-focused, measured wisdom with clarity and thoughtful insights
80+ Specialized AI Tools: From code execution in 42+ languages to interactive artifact creation, database operations, GitHub integration, and more
Self-Evolution Capability: Can analyze its own behavior and propose improvements via GitHub issues
Intelligent Engagement: AI-powered decision making for natural conversation participation
Full Transparency: Reports all tool usage with arguments and results in formatted messages
Web Dashboard: Next.js-powered interface for viewing profiles, messages, comics, documents, and analytics

What Makes Omega Different

Unlike basic chatbots, Omega:

Listens to ALL messages (not just slash commands) for natural conversation flow
Decides intelligently when to respond using AI analysis
Executes code in 42+ programming languages via Unsandbox
Creates interactive web content (HTML/SVG) with shareable preview links
Manages dual databases (PostgreSQL + MongoDB) with 27 database tools
Generates daily AI blog posts automatically
Creates PR comics when pull requests are merged
Can trigger its own improvements through GitHub issue creation

Key Features

1. Intelligent Response System

Multi-Tier Decision Making:

Always responds to: DMs, direct mentions (@bot), replies to bot messages
AI Analysis: Uses GPT-4.1-mini to analyze if messages warrant engagement
Inclusive by design: High confidence thresholds to be helpful, not passive

Context Awareness:

Fetches message history for conversation context
Understands conversation flow and references
Detects and handles Discord file attachments automatically
Maintains personality consistency across conversations

2. 80+ Specialized AI Tools

Categories:

Category	Tools	Examples
Code Execution	3	unsandbox (42+ languages), typescript-validator, calculator
Web & Research	5	webFetch, search, researchEssay, hackerNews, arxiv
Content Creation	12	artifact, asciiGraph, generateHaiku, generateSonnet, createBlogPost
GitHub Integration	10	createIssue, listIssues, closeIssue, mergePR, listPullRequests
Database (PostgreSQL)	13	pgQuery, pgInsert, pgSelect, pgUpdate, pgDelete, pgCreateTable
Database (MongoDB)	14	mongoInsert, mongoFind, mongoAggregate, mongoCreateIndex
Music Generation	4	generateSheetMusic, abcToMidi, abcToMp3
User Analysis	6	getUserProfile, psychoAnalysis, psychoHistory, introspectFeelings
File Management	5	fileUpload, uploadMyPhoto, listUploadedFiles, exportConversation
Documents	4	createLiveDocument, readLiveDocument, searchDocuments
Miscellaneous	15+	weather, tellJoke, fishJoke, defineWord, translateToSpanish

3. Web Dashboard (Next.js)

Homepage: Architecture visualization
User Profiles: /profiles - View psychological and behavioral analysis
Message History: /messages - Analytics and conversation history
Comics Gallery: /comics - AI-generated PR comics
Blog: /blog - Daily AI-generated philosophical posts
Documents: /documents - Real-time collaborative documents (Yjs + Pusher)
Todos: /todos - Task management interface
Playground: /playground - Interactive UI component demos

4. Self-Evolution System

Omega can:

Analyze its own patterns and suggest improvements
Create GitHub issues for new features
Trigger automated PR creation via Claude Code
Monitor deployment errors and create fix issues
Generate comics for merged PRs

5. Dual-Database Architecture

PostgreSQL (Primary)

User profiles with 100+ psychological attributes
Message history with sentiment analysis
Documents with real-time collaboration
Music files (ABC, MIDI, MP3)
Generated images
Schema registry for migrations

MongoDB (Flexible)

User-created collections
Dynamic schemas
Aggregation pipelines
Experimental data storage

Architecture

                                    ┌─────────────────────────────────────┐
                                    │           Discord Users              │
                                    └──────────────┬──────────────────────┘
                                                   │
                                                   ▼
┌──────────────────────────────────────────────────────────────────────────────────┐
│                              Discord Gateway (WebSocket)                          │
└──────────────────────────────────────────────────────────────────────────────────┘
                                                   │
                          ┌────────────────────────┴────────────────────────┐
                          │                                                 │
                          ▼                                                 ▼
        ┌─────────────────────────────────┐               ┌─────────────────────────────────┐
        │         omega-bot               │               │          omega-web              │
        │      (Discord Bot)              │               │       (Next.js App)             │
        │                                 │               │                                 │
        │  ┌───────────────────────────┐  │               │  ┌───────────────────────────┐  │
        │  │    Message Handler        │  │               │  │      API Routes           │  │
        │  │  ┌─────────────────────┐  │  │               │  │  /api/messages            │  │
        │  │  │  shouldRespond AI   │  │  │               │  │  /api/profiles            │  │
        │  │  └─────────────────────┘  │  │               │  │  /api/documents           │  │
        │  │  ┌─────────────────────┐  │  │               │  │  /api/comics              │  │
        │  │  │    Agent (AI SDK)   │  │  │               │  │  /api/todos               │  │
        │  │  │    80+ Tools        │  │  │               │  └───────────────────────────┘  │
        │  │  └─────────────────────┘  │  │               │                                 │
        │  └───────────────────────────┘  │               │  ┌───────────────────────────┐  │
        │                                 │               │  │       Pages               │  │
        │  ┌───────────────────────────┐  │               │  │  /profiles                │  │
        │  │       Services            │  │               │  │  /messages                │  │
        │  │  - Scheduler (cron)       │  │               │  │  /documents               │  │
        │  │  - Error Monitoring       │  │               │  │  /comics                  │  │
        │  │  - Daily Blog             │  │               │  │  /blog                    │  │
        │  │  - Comic Generation       │  │               │  └───────────────────────────┘  │
        │  └───────────────────────────┘  │               │                                 │
        └─────────────────┬───────────────┘               └─────────────────┬───────────────┘
                          │                                                 │
                          └────────────────────────┬────────────────────────┘
                                                   │
                          ┌────────────────────────┴────────────────────────┐
                          │                                                 │
                          ▼                                                 ▼
        ┌─────────────────────────────────┐               ┌─────────────────────────────────┐
        │         PostgreSQL              │               │          MongoDB                │
        │   (Primary - Relational)        │               │    (Flexible - Documents)       │
        │                                 │               │                                 │
        │  - User Profiles (100+ fields)  │               │  - User Collections             │
        │  - Message History              │               │  - Dynamic Schemas              │
        │  - Documents                    │               │  - Aggregations                 │
        │  - Music (ABC, MIDI, MP3)       │               │                                 │
        │  - Generated Images             │               │                                 │
        │  - Schema Registry              │               │                                 │
        └─────────────────────────────────┘               └─────────────────────────────────┘
                                                   │
                          ┌────────────────────────┴────────────────────────┐
                          │                                                 │
                          ▼                                                 ▼
        ┌─────────────────────────────────┐               ┌─────────────────────────────────┐
        │         External APIs           │               │        Shared Volume            │
        │                                 │               │          /data                  │
        │  - OpenAI (GPT-4.1-mini)        │               │                                 │
        │  - Google Gemini                │               │  - /data/uploads                │
        │  - Unsandbox (code exec)        │               │  - /data/comics                 │
        │  - GitHub API                   │               │  - /data/blog                   │
        │  - Twitter API                  │               │  - /data/images                 │
        │  - Pusher (real-time)           │               │                                 │
        └─────────────────────────────────┘               └─────────────────────────────────┘

Message Flow

User Message → Discord Gateway → Bot
    ↓
shouldRespond() - AI decides if bot should engage
    ↓
runAgent() - AI SDK v6 with 80+ tools
    ↓
Tool Execution (if needed)
    ↓
Database Save (message + tool results)
    ↓
Response + Tool Report → Discord

Project Structure

omega/
├── apps/
│   ├── bot/                           # Discord AI Bot
│   │   ├── src/
│   │   │   ├── index.ts              # Entry point
│   │   │   ├── handlers/
│   │   │   │   └── messageHandler.ts # Message processing
│   │   │   ├── lib/
│   │   │   │   ├── shouldRespond.ts  # AI response decision
│   │   │   │   ├── systemPrompt.ts   # Agent system prompt
│   │   │   │   ├── feelings/         # Emotional analysis
│   │   │   │   └── unsandbox/        # Code execution
│   │   │   ├── services/
│   │   │   │   ├── scheduler.ts      # Cron jobs
│   │   │   │   ├── dailyBlogService.ts
│   │   │   │   └── errorMonitoringService.ts
│   │   │   └── utils/
│   │   ├── Dockerfile
│   │   └── package.json
│   │
│   └── web/                           # Next.js Web App
│       ├── app/
│       │   ├── layout.tsx
│       │   ├── page.tsx
│       │   ├── api/                   # REST API routes
│       │   │   ├── messages/
│       │   │   ├── profiles/
│       │   │   ├── documents/
│       │   │   ├── comics/
│       │   │   └── [many more...]
│       │   ├── profiles/              # User profile pages
│       │   ├── messages/              # Message analytics
│       │   ├── documents/             # Collaborative docs
│       │   ├── comics/                # Comic gallery
│       │   └── blog/                  # AI blog
│       ├── Dockerfile
│       └── package.json
│
├── packages/
│   ├── agent/                         # AI Agent Package
│   │   ├── src/
│   │   │   ├── agent.ts              # Main AI execution
│   │   │   ├── toolLoader.ts         # Dynamic tool loading
│   │   │   ├── toolRouter.ts         # Tool selection
│   │   │   ├── tools/                # 80+ tool definitions
│   │   │   │   ├── calculator.ts
│   │   │   │   ├── unsandbox.ts
│   │   │   │   ├── webFetch.ts
│   │   │   │   ├── github/           # GitHub tools
│   │   │   │   └── [many more...]
│   │   │   └── services/
│   │   └── package.json
│   │
│   ├── database/                      # Database Package
│   │   ├── src/
│   │   │   ├── index.ts              # Public API
│   │   │   ├── postgres/             # PostgreSQL (13 tools)
│   │   │   │   ├── client.ts
│   │   │   │   ├── schema.ts
│   │   │   │   ├── messageService.ts
│   │   │   │   ├── userProfileService.ts
│   │   │   │   └── tools/
│   │   │   └── mongodb/              # MongoDB (14 tools)
│   │   │       ├── client.ts
│   │   │       └── tools/
│   │   └── package.json
│   │
│   ├── shared/                        # Shared Utilities
│   │   └── src/
│   │
│   └── ui/                            # UI Component Library
│       └── src/
│           ├── components/
│           └── styles/
│
├── .github/
│   └── workflows/                     # CI/CD Workflows
│       ├── ci-main.yml
│       ├── ci-pr.yml
│       ├── claude-pr-create.yml
│       ├── claude-merge.yml
│       ├── comic-generate.yml
│       └── [more workflows...]
│
├── docs/                              # Documentation
├── scripts/                           # Utility scripts
├── turbo.json                         # Turborepo config
├── pnpm-workspace.yaml               # Workspace definition
└── package.json                       # Root package.json

Technology Stack

Core

Technology	Version	Purpose
Node.js	22+	Runtime
TypeScript	5.6.3	Type safety
pnpm	9.0.0	Package management
Turborepo	2.1.3	Monorepo build orchestration

Discord Bot

Technology	Version	Purpose
Discord.js	14.24.2	Discord Gateway API
AI SDK	6.0.0-beta.99	Vercel AI SDK (agent protocol)
OpenAI	4.104.0	GPT-4.1-mini LLM
Google Generative AI	0.21.0	Gemini for images/comics

Web Application

Technology	Version	Purpose
Next.js	15.1.0	React framework
React	19.0.0	UI library
Tailwind CSS	3.4.0	Styling
Three.js	0.181.2	3D graphics
Yjs	13.6.20	Real-time collaboration
Pusher	5.2.0	WebSocket events

Databases

Technology	Version	Purpose
PostgreSQL	15+	Primary relational database
Prisma	5.22.0	ORM
MongoDB	7.0.0	Document database

External Services

Service	Purpose
Unsandbox	Code execution (42+ languages)
GitHub API	Issue/PR management
Twitter API	Comic posting
Railway	Deployment platform

Getting Started

Prerequisites

Node.js 22+
pnpm 9.0.0+
PostgreSQL 15+
MongoDB (optional)
Discord Bot Token
OpenAI API Key

Installation

# Clone the repository
git clone https://github.com/thomasdavis/omega.git
cd omega

# Install dependencies
pnpm install

# Copy environment variables
cp .env.example .env
# Edit .env with your credentials

# Build all packages
pnpm build

# Start development
pnpm dev

Environment Variables

Required

# Discord
DISCORD_BOT_TOKEN=           # From Discord Developer Portal
DISCORD_PUBLIC_KEY=          # From Discord Developer Portal
DISCORD_APP_ID=              # From Discord Developer Portal

# OpenAI
OPENAI_API_KEY=              # From OpenAI Platform

# Database
DATABASE_URL=                # PostgreSQL connection string

Optional

# MongoDB
MONGODB_URI=                 # MongoDB connection string
MONGODB_DATABASE=omega_bot   # Database name

# External Services
UNSANDBOX_API_KEY=           # For code execution
GITHUB_TOKEN=                # For GitHub integration
GITHUB_REPO=thomasdavis/omega

# Google AI
GEMINI_API_KEY=              # For image/comic generation

# Twitter
TWITTER_API_KEY=
TWITTER_API_SECRET=
TWITTER_ACCESS_TOKEN=
TWITTER_ACCESS_SECRET=

# Pusher (real-time)
PUSHER_APP_ID=
PUSHER_KEY=
PUSHER_SECRET=
PUSHER_CLUSTER=

# URLs
ARTIFACT_SERVER_URL=         # Public URL for artifacts
NEXT_PUBLIC_API_URL=         # Web app URL

Development

Commands

# Development (all packages)
pnpm dev

# Build (all packages)
pnpm build

# Type check
pnpm type-check

# Lint
pnpm lint
pnpm lint:fix

# Clean
pnpm clean

Package-Specific Commands

# Bot only
pnpm --filter bot dev
pnpm --filter bot build

# Web only
pnpm --filter web dev
pnpm --filter web build

# Database package
pnpm --filter @repo/database build

# Agent package
pnpm --filter @repo/agent build

Testing

# Run tests
pnpm --filter bot test

# Watch mode
pnpm --filter bot test:watch

# Coverage
pnpm --filter bot test:coverage

Deployment

Railway (Production)

The project deploys two services on Railway:

omega-bot: Discord bot (background worker)
omega-web: Next.js app (port 3000)

Both services share a persistent volume at /data.

Automatic Deployment:

Push to main branch triggers deployment
GitHub Actions handle CI/CD
Discord notifications on success/failure

Manual Deployment:

# Install Railway CLI
npm install -g @railway/cli

# Login
railway login

# Deploy
railway up

Docker

# Build bot
docker build -f apps/bot/Dockerfile -t omega-bot .

# Build web
docker build -f apps/web/Dockerfile -t omega-web .

AI Tools Reference

Development Tools

Tool	Description
`calculator`	Mathematical calculations
`unsandbox`	Execute code in 42+ languages
`typescriptValidator`	Validate TypeScript code

Web Tools

Tool	Description
`webFetch`	Fetch and parse web content
`search`	Web search
`researchEssay`	Automated research and essay generation
`hackerNews`	Fetch Hacker News stories
`arxiv`	Search arXiv papers

Content Creation

Tool	Description
`generateHaiku`	Generate haiku poetry
`generateSonnet`	Generate sonnets
`generateSheetMusic`	Create ABC notation music
`createBlogPost`	Write blog posts
`asciiGraph`	Text-based visualizations
`asciiMap`	ASCII art maps

GitHub Integration

Tool	Description
`listIssues`	List repository issues
`createIssue`	Create new issues
`closeIssue`	Close issues
`listPullRequests`	List PRs
`mergePR`	Merge pull requests

Database Tools

PostgreSQL (13 tools):

pgQuery - Raw SQL execution
pgInsert - Insert rows
pgSelect - Query with filters
pgUpdate - Update rows
pgDelete - Delete rows
pgCount - Count rows
pgListTables - List all tables
pgCreateTable - Create tables
pgDropTable - Drop tables
pgDescribeTable - Table schema info
pgCreateIndex - Create indexes
pgListIndexes - List indexes
pgDropIndex - Drop indexes

MongoDB (14 tools):

mongoInsert - Insert documents
mongoFind - Query documents
mongoFindOne - Query single document
mongoUpdate - Update documents
mongoDelete - Delete documents
mongoCount - Count documents
mongoListCollections - List collections
mongoCreateCollection - Create collections
mongoDropCollection - Drop collections
mongoRenameCollection - Rename collections
mongoAggregate - Aggregation pipelines
mongoCreateIndex - Create indexes
mongoListIndexes - List indexes
mongoDropIndex - Drop indexes

API Reference

Messages API

GET  /api/messages              # List messages
GET  /api/messages/stats        # Message statistics

Profiles API

GET  /api/profiles              # List all profiles
GET  /api/profiles/[userId]     # Get profile by ID
GET  /api/profiles/by-username/[username]  # Get by username

Documents API

GET    /api/documents           # List documents
POST   /api/documents           # Create document
GET    /api/documents/[id]      # Get document
PUT    /api/documents/[id]      # Update document
DELETE /api/documents/[id]      # Delete document
POST   /api/documents/[id]/join # Join collaboration
POST   /api/documents/[id]/leave # Leave collaboration

Comics API

GET  /api/comics                # List comics
GET  /api/comics/[filename]     # Get comic image

Music API

GET  /api/abc                   # List ABC sheet music
GET  /api/abc/[id]              # Get ABC file
GET  /api/midi                  # List MIDI files
GET  /api/midi/[id]             # Get MIDI file
GET  /api/mp3                   # List MP3 files
GET  /api/mp3/[id]              # Get MP3 file

Generated Images API

GET  /api/generated-images      # List generated images
GET  /api/generated-images/[id] # Get image

Health & Status

GET  /api/health                # Health check
GET  /api/status                # System status

GitHub Actions & CI/CD

Workflows

Workflow	Trigger	Purpose
`ci-main.yml`	Push to main	Run tests, type check
`ci-pr.yml`	Pull requests	PR validation
`claude-trigger.yml`	Issue/comment with @claude	Trigger Claude Code
`claude-pr-create.yml`	Push to claude/* branches	Create PRs automatically
`claude-merge.yml`	PR checks pass	Auto-merge Claude PRs
`comic-generate.yml`	PR merged	Generate PR comic
`database-migrate.yml`	Schema changes	Run migrations
`notify-discord-pr.yml`	PR events	Discord notifications
`close-labeled-issues.yml`	Issue labeled	Auto-close issues

Self-Evolution Flow

1. User/Bot creates issue → "@claude implement X"
2. claude-trigger.yml runs Claude Code
3. Claude commits to claude/issue-N branch
4. claude-pr-create.yml creates PR
5. CI checks run (ci-pr.yml)
6. claude-merge.yml auto-merges on success
7. comic-generate.yml creates PR comic
8. Railway auto-deploys
9. notify-discord-pr.yml sends notification

Contributing

See CONTRIBUTING.md for detailed guidelines.

Quick Start

Fork the repository
Create a feature branch (git checkout -b feature/amazing-feature)
Make your changes
Run tests (pnpm type-check && pnpm build)
Commit with clear messages
Push to your fork
Open a Pull Request

Code Style

TypeScript with strict mode
ESM modules (.js extensions in imports)
AI SDK v6 patterns for tools
Zod schemas for validation

License

This project is private.

Resources

Built with Omega - The self-evolving AI Discord bot.

Name		Name	Last commit message	Last commit date
Latest commit History 1,059 Commits
.github		.github
.husky		.husky
apps		apps
assets/soundfonts		assets/soundfonts
content		content
docs		docs
file-library		file-library
packages		packages
scripts		scripts
self-docs		self-docs
user-photos		user-photos
user-portraits		user-portraits
val-town-examples		val-town-examples
.env.example		.env.example
.eslintrc.json		.eslintrc.json
.gitignore		.gitignore
.nvmrc		.nvmrc
.railway-deploy		.railway-deploy
AI_SDK_SCHEMA_BUG.md		AI_SDK_SCHEMA_BUG.md
ARCHITECTURE.md		ARCHITECTURE.md
ARCHITECTURE_PLAN.md		ARCHITECTURE_PLAN.md
BUILD_FIXES.md		BUILD_FIXES.md
CI_SETUP.md		CI_SETUP.md
CLAUDE.md		CLAUDE.md
CONTRIBUTING.md		CONTRIBUTING.md
CURRENT_DEPLOYMENT_STATUS.md		CURRENT_DEPLOYMENT_STATUS.md
DEPLOYMENT-FEELINGS.md		DEPLOYMENT-FEELINGS.md
DEPLOYMENT_STATUS.md		DEPLOYMENT_STATUS.md
FIX-GEMINI-TOOLS.md		FIX-GEMINI-TOOLS.md
MANUAL_RAILWAY_SETUP.md		MANUAL_RAILWAY_SETUP.md
MIGRATION-STATUS.md		MIGRATION-STATUS.md
MIGRATION.md		MIGRATION.md
OMEGA_COMPREHENSIVE_SUMMARY.md		OMEGA_COMPREHENSIVE_SUMMARY.md
OMEGA_FLOW.md		OMEGA_FLOW.md
OMEGA_PARTICLE_ISSUE.md		OMEGA_PARTICLE_ISSUE.md
OMEGA_SHAPE_ISSUE_V2.md		OMEGA_SHAPE_ISSUE_V2.md
POSTGRESQL_SSL_ERROR.md		POSTGRESQL_SSL_ERROR.md
PROFILE_DUPLICATE_INVESTIGATION.md		PROFILE_DUPLICATE_INVESTIGATION.md
RAILWAY-NEXT-STEPS.md		RAILWAY-NEXT-STEPS.md
RAILWAY-OMEGA-WEB-QUESTION.md		RAILWAY-OMEGA-WEB-QUESTION.md
RAILWAY-PROBLEM-SCOPE.md		RAILWAY-PROBLEM-SCOPE.md
RAILWAY-SERVICE-SEPARATION-PROBLEM.md		RAILWAY-SERVICE-SEPARATION-PROBLEM.md
RAILWAY-SERVICE-SEPARATION-SOLUTION.md		RAILWAY-SERVICE-SEPARATION-SOLUTION.md
RAILWAY_DEPLOYMENT.md		RAILWAY_DEPLOYMENT.md
README.md		README.md
REFACTORING.md		REFACTORING.md
REFACTOR_SUMMARY.md		REFACTOR_SUMMARY.md
SCHEMA_REGISTRY_GUIDE.md		SCHEMA_REGISTRY_GUIDE.md
SETUP.md		SETUP.md
STORAGE.md		STORAGE.md
TEST_TWITTER.md		TEST_TWITTER.md
VERIFY_DEPLOYMENTS.md		VERIFY_DEPLOYMENTS.md
ai_sdk_v6_tool_calling_analysis.md		ai_sdk_v6_tool_calling_analysis.md
architecture.d2		architecture.d2
architecture.svg		architecture.svg
ci-check-workflow.yml		ci-check-workflow.yml
discord_ai_bot_implementation_plan.md		discord_ai_bot_implementation_plan.md
discord_ai_bot_report.md		discord_ai_bot_report.md
package.json		package.json
pnpm-lock.yaml		pnpm-lock.yaml
pnpm-workspace.yaml		pnpm-workspace.yaml
railway-web.toml		railway-web.toml
railway.toml		railway.toml
run-migration.js		run-migration.js
test-gleam-support.ts		test-gleam-support.ts
test-unsandbox-endpoints.sh		test-unsandbox-endpoints.sh
tsconfig.json		tsconfig.json
turbo.json		turbo.json
vercel.json		vercel.json

Folders and files

Latest commit

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Omega

Table of Contents

Overview

What Makes Omega Different

Key Features

1. Intelligent Response System

2. 80+ Specialized AI Tools

3. Web Dashboard (Next.js)

4. Self-Evolution System

5. Dual-Database Architecture

Architecture

Message Flow

Project Structure

Technology Stack

Core

Discord Bot

Web Application

Databases

External Services

Getting Started

Prerequisites

Installation

Environment Variables

Required

Optional

Development

Commands

Package-Specific Commands

Testing

Deployment

Railway (Production)

Docker

AI Tools Reference

Development Tools

Web Tools

Content Creation

GitHub Integration

Database Tools

API Reference

Messages API

Profiles API

Documents API

Comics API

Music API

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Self-Evolution Flow

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