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.
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 PagesThat's it.The system builds the entire website from this—Astro pages, React components, responsive layout, and deploys globally.
Every command maps to a specific operation in the ontology. Simple, powerful, and type-safe.
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" tierCONNECT page to site as part_of
CONNECT page to component as contains
CONNECT collection to page as provides_dataRECORD page created
BY owner
WITH route and components
RECORD site deployed
BY owner
WITH URL and build timeCALL Astro to generate pages
WITH content collections
SAVE AS built site
CALL Cloudflare to deploy
WITH built site directory
SAVE AS deployment URLCHECK site exists
OTHERWISE say "Create site first"
CHECK pages have content
OTHERWISE say "Add content before deploying"GET all pages WHERE site contains them
SAVE AS page list
GET all blog posts FROM collection
SAVE AS blog contentWAIT 24 hours
WAIT until payment receivedFOR EACH video IN videos
DO extract audioGIVE clone ID and voice ID
GIVE success messageSTREAM "Weekly Q&A" TO youtube
MIX WITH AI CLONEREFER fan to new user
REWARD 100 tokensNOTIFY students ABOUT lesson
VIA email and pushProduction-ready examples showing the full power of the Plain English DSL
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 IDFEATURE: 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 hashFEATURE: 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 earnedHandle errors, retry failures, and ensure data consistency with battle-tested patterns
TRY:
CALL payment processor
CALL blockchain
IF IT FAILS:
CALL refund payment
SEND error notification
ALWAYS DO:
RECORD what happened
SAVE logsDO 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 resultsTRY UP TO 3 TIMES:
CALL voice cloning service
WAIT 5 seconds BETWEEN TRIES
IF ALL FAIL:
USE default voice
NOTIFY creator about failureADD TO QUEUE:
Generate 30 days of content
PROCESS WHEN:
System is not busy
NOTIFY creator when doneCopy-paste snippets for frequent operations
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 IDCHECK user has payment method
DO TOGETHER charge payment and mint tokens
RECORD purchase
UPDATE balance
GIVE confirmationCHECK user has tokens
GET conversation history
CALL OpenAI with personality
RECORD interaction
REWARD user with tokens
GIVE responseCHECK course exists
CHECK user not already enrolled
CONNECT user to course as enrolled
RECORD enrollment
GIVE successGET creator's style
GET top performing topics
CALL OpenAI to generate post
CREATE content
CONNECT creator to content
RECORD published
GIVE post IDCHECK referrer exists
CHECK new user signed up
CREATE referral connection
REWARD referrer with tokens
NOTIFY both users
GIVE reward amountBy limiting to the ontology's six dimensions, we ensure every feature is type-safe, tested, and composable
The ontology holds the contracts. The DSL speaks those contracts. Together they give humans, AI agents, and code the same, inspectable source of truth.
CREATE [type] called [name] WITH [properties]CONNECT [thing 1] to [thing 2] as [relationship]RECORD [what happened] BY [who] WITH [details]GET [what] WHERE [conditions] SAVE AS [name]CHECK [condition] OTHERWISE [action]IF [condition] THEN [steps] ELSE [steps]CALL [service] to [action] WITH [params] SAVE AS [name]NOTIFY [user] ABOUT [event] VIA [channel]STREAM [content] TO [platform]WAIT [duration]FOR EACH [item] IN [list] DO [steps]DO TOGETHER: [steps] IF ANY FAIL: [rollback]