Plain English DSL

Write Features In Plain English

Describe what you want in plain English. The compiler checks it against the ontology, generates TypeScript and tests, and deploys to the edge. No coding required.

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Core Concept

Write What You Want
The System Builds It

Example: Build a Landing Page

WEBSITE: SaaS Landing Page

CREATE page at /
  ADD hero section with CTA button
  ADD features grid (3 columns)
  ADD pricing table (3 tiers)
  ADD testimonials carousel
  ADD FAQ accordion
  ADD footer with links

STYLE: Modern, clean, primary color blue
DEPLOY: To Cloudflare Pages

That's it. The system builds the entire website from this—Astro pages, React components, responsive layout, and deploys globally.

For Everyone

Write what you want in plain English. No coding required. Build websites, landing pages, blogs, and e-commerce stores yourself.

For AI Agents

Unambiguous instructions that map directly to technical DSL, validate against ontology, and generate perfect code every time.

For Developers

Readable specifications. Generated Astro pages and React components are clean, tested, and optimized. Can enhance code while system maintains consistency.

The Language

Command Reference

Every command maps to a specific operation in the ontology. Simple, powerful, and type-safe.

CREATE - Make Something New

Create new Things in the ontology with properties and relationships

CREATE page called "Landing Page"
  WITH route "/"
  WITH hero section
  WITH CTA buttons

CREATE component called "Pricing Table"
  WITH 3 pricing tiers
  WITH feature comparison
  WITH highlight on "Pro" tier

CONNECT - Link Two Things

Create relationships between Things with directional connections

CONNECT page to site as part_of

CONNECT page to component as contains

CONNECT collection to page as provides_data

RECORD - Log That Something Happened

Create immutable Events that capture what happened, when, and by whom

RECORD page created
  BY owner
  WITH route and components

RECORD site deployed
  BY owner
  WITH URL and build time

CALL - Use External Service

Invoke external services like OpenAI, Stripe, ElevenLabs with typed parameters

CALL Astro to generate pages
  WITH content collections
  SAVE AS built site

CALL Cloudflare to deploy
  WITH built site directory
  SAVE AS deployment URL

CHECK - Validate Something

Validate conditions before proceeding with error handling

CHECK site exists
  OTHERWISE say "Create site first"

CHECK pages have content
  OTHERWISE say "Add content before deploying"

GET - Retrieve Something

Query the ontology for Things, Connections, Events, or Knowledge

GET all pages WHERE site contains them
  SAVE AS page list

GET all blog posts FROM collection
  SAVE AS blog content

WAIT

Pause execution for duration or until condition

WAIT 24 hours
WAIT until payment received

FOR EACH

Loop through items and execute steps

FOR EACH video IN videos
  DO extract audio

GIVE

Return results to the caller

GIVE clone ID and voice ID
GIVE success message

STREAM

Live broadcasting to platforms

STREAM "Weekly Q&A" TO youtube
  MIX WITH AI CLONE

REFER

Referral system with rewards

REFER fan to new user
  REWARD 100 tokens

NOTIFY

Send notifications via multiple channels

NOTIFY students ABOUT lesson
  VIA email and push

Complete Examples

Real-World Features

Production-ready examples showing the full power of the Plain English DSL

Create AI Voice Clone

FEATURE: Create my AI voice clone from videos

INPUT:
  - creator: which creator this is for
  - video links: list of my videos (at least 3)

OUTPUT:
  - clone ID: my new AI clone
  - voice ID: my cloned voice

FLOW:

CHECK creator exists
  OTHERWISE say "Creator not found"

CHECK video links are at least 3
  OTHERWISE say "Need at least 3 videos to clone your voice"

CALL OpenAI to extract audio from videos
  WITH video links
  SAVE AS audio samples

CALL ElevenLabs to clone voice
  WITH audio samples
  WITH name "Creator's Voice"
  RETRY 3 times if it fails
  TIMEOUT after 5 minutes
  SAVE AS voice ID

CALL OpenAI to analyze personality
  WITH video transcripts
  WITH social media posts
  SAVE AS personality

CREATE ai clone called "Creator's AI Clone"
  WITH voice ID
  WITH personality prompt
  WITH active status
  SAVE AS clone ID

CONNECT creator to clone ID as owner

RECORD clone created
  BY creator
  WITH voice ID
  WITH personality traits

GIVE clone ID and voice ID

Services Used

OpenAI

ElevenLabs

Audio Processing

Features

Retry Logic

Timeouts

Multi-step Flow

Token Purchase with Atomic Transactions

FEATURE: Let fans buy creator tokens

INPUT:
  - fan: who is buying
  - token: which creator's token
  - amount: how many tokens
  - usd amount: price in dollars

OUTPUT:
  - payment ID: transaction receipt
  - tx hash: blockchain confirmation

FLOW:

CHECK fan exists
  OTHERWISE say "Fan account not found"

CHECK token exists
  OTHERWISE say "Token not found"

CHECK amount is greater than 0
  OTHERWISE say "Amount must be positive"

DO TOGETHER:
  - CALL Stripe to charge payment
      WITH usd amount in cents
      WITH fan's payment method
      SAVE AS payment

  - CALL Blockchain to mint tokens
      WITH token contract address
      WITH fan's wallet
      WITH amount
      SAVE AS mint transaction

IF ANY FAIL:
  - CALL Stripe to refund payment
  - CALL Blockchain to burn tokens

RECORD tokens purchased
  BY fan
  WITH amount
  WITH usd amount
  WITH payment ID
  WITH tx hash

GET fan's token balance WHERE token matches
  SAVE AS existing balance

IF existing balance exists
  THEN UPDATE balance to add amount
  ELSE CREATE new balance
    CONNECT fan to token as holder
    WITH balance amount

GIVE payment ID and tx hash

Ontology Mapping

Things: fan, token
Connections: holds_tokens (with balance)
Events: tokens_purchased
Services: Stripe, Blockchain

Advanced Features

Atomic Ops

Rollback

Balance Update

Chat with AI Clone

FEATURE: Let fans chat with my AI clone

INPUT:
  - fan: who is chatting
  - clone: which AI clone
  - message: what fan said

OUTPUT:
  - response: what AI said back
  - tokens earned: reward for engagement

FLOW:

CHECK fan exists
  OTHERWISE say "Please sign up first"

CHECK clone exists
  OTHERWISE say "AI clone not found"

GET fan's token balance WHERE clone's token
  SAVE AS balance

CHECK balance is greater than 0
  OTHERWISE say "Buy tokens to chat with this creator"

GET last 10 messages
  WHERE fan chatted with clone
  SAVE AS conversation history

CALL OpenAI to search relevant knowledge
  WITH fan's message
  WITH clone's knowledge base
  SAVE AS context

CALL OpenAI to generate response
  WITH clone's personality
  WITH conversation history
  WITH context
  WITH fan's message
  SAVE AS AI response

RECORD clone interaction
  BY fan
  WITH message
  WITH response
  WITH tokens used

UPDATE fan's token balance
  ADD 10 tokens as reward

GIVE AI response and 10 tokens earned

AI Features

RAG Search

Personality

Context-Aware

Gamification

Token Rewards

Balance Gating

History Tracking

Advanced Patterns

Production-Ready Patterns

Handle errors, retry failures, and ensure data consistency with battle-tested patterns

Error Handling

Try operations with fallbacks and always-execute cleanup

TRY:
  CALL payment processor
  CALL blockchain

IF IT FAILS:
  CALL refund payment
  SEND error notification

ALWAYS DO:
  RECORD what happened
  SAVE logs

Parallel Operations

Execute multiple operations simultaneously for speed

DO AT SAME TIME:
  - CALL OpenAI to analyze videos
  - CALL OpenAI to analyze posts
  - CALL OpenAI to analyze comments

WAIT FOR ALL TO FINISH

COMBINE all results

Retry with Backoff

Retry failed operations with exponential backoff

TRY UP TO 3 TIMES:
  CALL voice cloning service

WAIT 5 seconds BETWEEN TRIES

IF ALL FAIL:
  USE default voice
  NOTIFY creator about failure

Queue and Process Later

Defer heavy work to background processing

ADD TO QUEUE:
  Generate 30 days of content

PROCESS WHEN:
  System is not busy

NOTIFY creator when done

Examples Library

Common Use Cases

Copy-paste snippets for frequent operations

Create AI Clone

CHECK videos exist (3+)
CALL ElevenLabs to clone voice
CALL OpenAI to analyze personality
CREATE ai clone
CONNECT creator to clone as owner
RECORD clone created
GIVE clone ID

Buy Tokens

CHECK user has payment method
DO TOGETHER charge payment and mint tokens
RECORD purchase
UPDATE balance
GIVE confirmation

Chat with AI

CHECK user has tokens
GET conversation history
CALL OpenAI with personality
RECORD interaction
REWARD user with tokens
GIVE response

Enroll in Course

CHECK course exists
CHECK user not already enrolled
CONNECT user to course as enrolled
RECORD enrollment
GIVE success

Generate Content

GET creator's style
GET top performing topics
CALL OpenAI to generate post
CREATE content
CONNECT creator to content
RECORD published
GIVE post ID

Send Referral Reward

CHECK referrer exists
CHECK new user signed up
CREATE referral connection
REWARD referrer with tokens
NOTIFY both users
GIVE reward amount

Why This Works

The Power of Constraints

By limiting to the ontology's six dimensions, we ensure every feature is type-safe, tested, and composable

For Creators

✓ Write what you want in plain English
✓ No coding required
✓ Can read and understand every feature
✓ Can modify features yourself

For AI Agents

✓ Unambiguous instructions
✓ Maps directly to technical DSL
✓ Validates against ontology
✓ Generates perfect code every time

For Developers

✓ Readable specifications
✓ Generated code is clean and tested
✓ Can enhance generated code if needed
✓ System maintains consistency

The ontology holds the contracts. The DSL speaks those contracts. Together they give humans, AI agents, and code the same, inspectable source of truth.

Quick Reference

Command Cheat Sheet

Create & Connect

CREATE [type] called [name] WITH [properties]

CONNECT [thing 1] to [thing 2] as [relationship]

RECORD [what happened] BY [who] WITH [details]

Query & Validate

GET [what] WHERE [conditions] SAVE AS [name]

CHECK [condition] OTHERWISE [action]

IF [condition] THEN [steps] ELSE [steps]

External Services

CALL [service] to [action] WITH [params] SAVE AS [name]

NOTIFY [user] ABOUT [event] VIA [channel]

STREAM [content] TO [platform]

Control Flow

WAIT [duration]

FOR EACH [item] IN [list] DO [steps]

DO TOGETHER: [steps] IF ANY FAIL: [rollback]

Write in English. Ship to Production.

The Plain English DSL makes ONE accessible to everyone while maintaining technical precision. No coding required, no ambiguity, no limits.

Type safe Ontology validated Auto-tested Production ready

Write Features In Plain English

Write What You Want The System Builds It

Example: Build a Landing Page

Command Reference

Real-World Features

Create AI Voice Clone

Services Used

Features

Token Purchase with Atomic Transactions

Ontology Mapping

Advanced Features

Chat with AI Clone

AI Features

Gamification

Production-Ready Patterns

Common Use Cases

The Power of Constraints

For Creators

For AI Agents

For Developers

Command Cheat Sheet

Write in English. Ship to Production.

Write What You Want
The System Builds It