skills/east/SKILL.md
East programming language - a statically typed, expression-based language embedded in TypeScript. Use when writing East programs with @elaraai/east. Triggers for: (1) Writing East functions with East.function() or East.asyncFunction(), (2) Defining types (IntegerType, StringType, ArrayType, StructType, VariantType, etc.), (3) Using platform functions with East.platform() or East.asyncPlatform(), (4) Compiling East programs with East.compile(), (5) Working with East expressions (arithmetic, collections, control flow), (6) Serializing East IR with .toIR() and EastIR.fromJSON(), (7) Standard library operations (formatting, rounding, generation).
npx skillsauth add elaraai/east-plugin eastInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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A statically typed, expression-based programming language embedded in TypeScript. Write programs using a fluent API, compile to portable IR.
// Types and helpers are direct imports (NOT East.IntegerType)
import { East, IntegerType, StringType, ArrayType, NullType } from "@elaraai/east";
// 1. Define platform functions (East.platform)
const log = East.platform("log", [StringType], NullType);
const platform = [log.implement(console.log)];
// 2. Define East function (East.function)
const sumArray = East.function([ArrayType(IntegerType)], IntegerType, ($, arr) => {
const total = $.let(arr.sum());
$(log(East.str`Sum: ${total}`));
$.return(total);
});
// 3. Compile and execute (East.compile)
const compiled = East.compile(sumArray, platform);
compiled([1n, 2n, 3n]); // logs "Sum: 6", returns 6n
Task → What do you need?
│
├─ Create East Expressions (East.*)
│ ├─ From TypeScript value → East.value(tsValue) or East.value(tsValue, Type)
│ ├─ String interpolation → East.str`Hello ${name}!`
│ └─ Inside function body → $.let(value), $.const(value)
│
├─ Define a Type (import from package, NOT East.*)
│ ├─ Primitive → IntegerType, FloatType, StringType, BooleanType, DateTimeType, BlobType, NullType
│ ├─ Collection → ArrayType(T), SetType(K), DictType(K, V), RefType(T)
│ ├─ Numeric → VectorType(T), MatrixType(T) where T is FloatType, IntegerType, or BooleanType
│ ├─ Compound → StructType({...}), VariantType({...}), RecursiveType(...)
│ ├─ Function → FunctionType<I, O>, AsyncFunctionType<I, O>
│ └─ Patch → PatchType(T) (compute patch type for any East type)
│
├─ Create TypeScript Values for East Types
│ ├─ NullType → null
│ ├─ BooleanType → true, false
│ ├─ IntegerType → 42n (bigint literal)
│ ├─ FloatType → 3.14 (number literal)
│ ├─ StringType → "hello"
│ ├─ DateTimeType → new Date("2025-01-01T00:00:00Z")
│ ├─ BlobType → new Uint8Array([...])
│ ├─ ArrayType(T) → [1n, 2n, 3n]
│ ├─ SetType(K) → new Set([1n, 2n, 3n])
│ ├─ DictType(K, V) → new Map([["a", 1n], ["b", 2n]])
│ ├─ StructType({...}) → { field1: value1, field2: value2 }
│ ├─ VariantType({...}) (use helpers from package)
│ │ ├─ Option type → some(value), none ← preferred for Option/Maybe
│ │ └─ Other variants → variant("caseName", value)
│ ├─ VectorType(FloatType) → new Float64Array([1.0, 2.0, 3.0])
│ ├─ VectorType(IntegerType) → new BigInt64Array([1n, 2n, 3n])
│ ├─ VectorType(BooleanType) → new Uint8ClampedArray([1, 0, 1])
│ ├─ MatrixType(FloatType) → matrix(Float64Array.from([1.0, 2.0, 3.0, 4.0]), 2, 2)
│ ├─ MatrixType(IntegerType) → matrix(BigInt64Array.from([1n, 2n, 3n, 4n]), 2, 2)
│ ├─ MatrixType(BooleanType) → matrix(Uint8ClampedArray.from([1, 0, 0, 1]), 2, 2)
│ └─ RefType(T) (use helper from package) → ref(value)
│
├─ Write a Function (East.*)
│ ├─ Synchronous → East.function([inputs], output, ($, ...args) => { ... })
│ └─ Asynchronous → East.asyncFunction([inputs], output, ($, ...args) => { ... })
│
├─ Compile and Execute (East.*)
│ ├─ Sync function → East.compile(fn, platform)
│ └─ Async function → East.compileAsync(fn, platform)
│
├─ Use Platform Effects (East.*)
│ ├─ Sync effect → East.platform("name", [inputs], output).implement(fn)
│ └─ Async effect → East.asyncPlatform("name", [inputs], output).implement(fn)
│
├─ Block Operations ($)
│ ├─ Variables → $.let(value), $.const(value), $.assign(var, value)
│ ├─ Execute → $(expr), $.return(value), $.error(message)
│ ├─ Control Flow → $.if(...), $.while(...), $.for(...), $.match(...), $.matchTag(...)
│ └─ Error Handling → $.try(...).catch(...).finally(...)
│
├─ Expression Operations
│ ├─ Boolean
│ │ ├─ Logic → .and($=>), .or($=>), .not(), .ifElse($=>,$=>)
│ │ ├─ Bitwise → .bitAnd(), .bitOr(), .bitXor()
│ │ └─ Compare → .equals()/.equal()/.eq(), .notEquals()/.notEqual()/.ne()
│ ├─ Integer
│ │ ├─ Math → .add()/.plus(), .subtract()/.sub()/.minus(), .multiply()/.mul()/.times(), .divide()/.div(), .remainder()/.mod()/.rem()/.modulo(), .pow(), .abs(), .sign(), .negate(), .log()
│ │ ├─ Convert → .toFloat()
│ │ └─ Compare → .equals()/.equal()/.eq(), .notEquals()/.notEqual()/.ne(), .lessThan()/.less()/.lt(), .greaterThan()/.greater()/.gt(), .lessThanOrEqual()/.lessEqual()/.lte()/.le(), .greaterThanOrEqual()/.greaterEqual()/.gte()/.ge()
│ ├─ Float
│ │ ├─ Math → .add()/.plus(), .subtract()/.sub()/.minus(), .multiply()/.mul()/.times(), .divide()/.div(), .remainder()/.mod()/.rem()/.modulo(), .pow(), .abs(), .sign(), .negate()
│ │ ├─ Advanced → .sqrt(), .exp(), .log(), .sin(), .cos(), .tan()
│ │ ├─ Convert → .toInteger()
│ │ └─ Compare → .equals()/.equal()/.eq(), .notEquals()/.notEqual()/.ne(), .lessThan()/.less()/.lt(), .greaterThan()/.greater()/.gt(), .lessThanOrEqual()/.lessEqual()/.lte()/.le(), .greaterThanOrEqual()/.greaterEqual()/.gte()/.ge()
│ ├─ String
│ │ ├─ Transform → .concat(), .repeat(), .substring(), .upperCase(), .lowerCase(), .trim(), .trimStart(), .trimEnd()
│ │ ├─ Replace → .replace(), .replaceAll(), .split()
│ │ ├─ Query → .length(), .startsWith(), .endsWith(), .contains(), .indexOf(), .charAt()
│ │ ├─ Parse → .parse(), .parseJson()
│ │ ├─ Encode → .encodeUtf8(), .encodeUtf16()
│ │ └─ Compare → .equals()/.equal()/.eq(), .notEquals()/.notEqual()/.ne(), .lessThan()/.less()/.lt(), .greaterThan()/.greater()/.gt(), .lessThanOrEqual()/.lessEqual()/.lte()/.le(), .greaterThanOrEqual()/.greaterEqual()/.gte()/.ge()
│ ├─ DateTime
│ │ ├─ Components → .getYear(), .getMonth(), .getDayOfMonth(), .getDayOfWeek(), .getHour(), .getMinute(), .getSecond(), .getMillisecond()
│ │ ├─ Arithmetic → .addDays(), .subtractDays(), .addHours(), .subtractHours(), .addMinutes(), .addSeconds(), .addMilliseconds(), .addWeeks()
│ │ ├─ Duration → .durationDays(), .durationHours(), .durationMinutes(), .durationSeconds(), .durationMilliseconds(), .durationWeeks()
│ │ ├─ Convert → .toEpochMilliseconds(), .printFormatted()
│ │ └─ Compare → .equals()/.equal()/.eq(), .notEquals()/.notEqual()/.ne(), .lessThan()/.less()/.lt(), .greaterThan()/.greater()/.gt(), .lessThanOrEqual()/.lessEqual()/.lte()/.le(), .greaterThanOrEqual()/.greaterEqual()/.gte()/.ge()
│ ├─ Blob
│ │ ├─ Read → .size(), .getUint8()
│ │ ├─ Decode → .decodeUtf8(), .decodeUtf16(), .decodeBeast(), .decodeCsv()
│ │ └─ Compare → .equals()/.equal()/.eq(), .notEquals()/.notEqual()/.ne()
│ ├─ Array
│ │ ├─ Read → .size(), .length(), .has(), .get(), .at(), .tryGet(), .getKeys()
│ │ ├─ Mutate → .update(), .pushLast(), .popLast(), .pushFirst(), .popFirst(), .append(), .prepend(), .clear(), .sortInPlace(), .reverseInPlace()
│ │ ├─ Transform → .copy(), .slice(), .concat(), .sort(), .reverse(), .map(), .filter(), .filterMap(), .flatMap()
│ │ ├─ Search → .findFirst(), .findAll(), .firstMap(), .isSorted()
│ │ ├─ Reduce → .reduce(), .every(), .some(), .sum(), .mean(), .maximum(), .minimum(), .findMaximum(), .findMinimum()
│ │ ├─ Convert → .stringJoin(), .toSet(), .toDict(), .flattenToSet(), .flattenToDict(), .encodeCsv()
│ │ ├─ Group → .groupReduce(), .groupSize(), .groupSum(), .groupMean(), .groupMinimum(), .groupMaximum(), .groupToArrays(), .groupToSets(), .groupToDicts(), .groupEvery(), .groupSome()
│ │ └─ Compare → .equals()/.equal()/.eq(), .notEquals()/.notEqual()/.ne()
│ ├─ Set
│ │ ├─ Read → .size(), .has()
│ │ ├─ Mutate → .insert(), .tryInsert(), .delete(), .tryDelete(), .clear(), .unionInPlace()
│ │ ├─ Set Ops → .copy(), .union(), .intersection(), .difference(), .symmetricDifference(), .isSubsetOf(), .isSupersetOf(), .isDisjointFrom()
│ │ ├─ Transform → .filter(), .filterMap(), .map(), .forEach(), .firstMap()
│ │ ├─ Reduce → .reduce(), .every(), .some(), .sum(), .mean()
│ │ ├─ Convert → .toArray(), .toSet(), .toDict(), .flattenToArray(), .flattenToSet(), .flattenToDict()
│ │ ├─ Group → .groupReduce(), .groupSize(), .groupSum(), .groupMean(), .groupToArrays(), .groupToSets(), .groupToDicts(), .groupEvery(), .groupSome()
│ │ └─ Compare → .equals()/.equal()/.eq(), .notEquals()/.notEqual()/.ne()
│ ├─ Dict
│ │ ├─ Read → .size(), .has(), .get(), .tryGet(), .keys(), .getKeys()
│ │ ├─ Mutate → .insert(), .insertOrUpdate(), .update(), .merge(), .getOrInsert(), .delete(), .tryDelete(), .pop(), .swap(), .clear(), .unionInPlace()
│ │ ├─ Transform → .copy(), .map(), .filter(), .filterMap(), .forEach(), .firstMap()
│ │ ├─ Reduce → .reduce(), .every(), .some(), .sum(), .mean()
│ │ ├─ Convert → .toArray(), .toSet(), .toDict(), .flattenToArray(), .flattenToSet(), .flattenToDict()
│ │ ├─ Group → .groupReduce(), .groupSize(), .groupSum(), .groupMean(), .groupToArrays(), .groupToSets(), .groupToDicts(), .groupEvery(), .groupSome()
│ │ └─ Compare → .equals()/.equal()/.eq(), .notEquals()/.notEqual()/.ne()
│ ├─ Vector
│ │ ├─ Read → .length(), .get()
│ │ ├─ Mutate → .set()
│ │ ├─ Transform → .slice(), .concat(), .map(), .reduce()
│ │ └─ Convert → .toArray(), .toMatrix()
│ ├─ Matrix
│ │ ├─ Read → .rows(), .cols(), .get(), .getRow(), .getCol()
│ │ ├─ Mutate → .set()
│ │ ├─ Transform → .transpose()
│ │ └─ Convert → .toVector(), .toArray()
│ ├─ Struct → .fieldName (direct property access)
│ ├─ Variant → .match(), .matchTag(), .unwrap(), .hasTag(), .getTag(), .equals()/.equal()/.eq(), .notEquals()/.notEqual()/.ne()
│ └─ Ref → .get(), .update(), .merge()
│
├─ Standard Library (East.*)
│ ├─ Integer → East.Integer.printCommaSeperated(), .roundNearest(), .printOrdinal()
│ ├─ Float → East.Float.roundToDecimals(), .printCurrency(), .printCompact()
│ ├─ DateTime → East.DateTime.fromComponents(), .roundDownDay(), .parseFormatted()
│ ├─ Array → East.Array.range(), .linspace(), .generate()
│ ├─ Set → East.Set.generate()
│ ├─ Dict → East.Dict.generate()
│ ├─ Blob → East.Blob.encodeBeast(), blob.decodeCsv(), array.encodeCsv()
│ ├─ Vector → East.Vector.zeros(), .ones(), .fill(), .fromArray()
│ ├─ Matrix → East.Matrix.zeros(), .ones(), .fill(), .fromArray()
│ └─ String → East.String.printJson(), East.String.printError()
│
├─ Comparisons (East.*)
│ ├─ Equality → East.equal()/.equals()/.eq(), East.notEqual()/.notEquals()/.ne()
│ ├─ Ordering → East.less()/.lessThan()/.lt(), East.greater()/.greaterThan()/.gt()
│ ├─ Bounds → East.lessEqual()/.lte()/.le(), East.greaterEqual()/.gte()/.ge()
│ ├─ Identity → East.is() (reference equality for mutable types)
│ └─ Utilities → East.min(), East.max(), East.clamp()
│
├─ Conversion (East.*)
│ └─ To string → East.print(expr)
│
├─ Patch Operations (East.*)
│ ├─ Compute diff → East.diff(before, after) → returns patch
│ ├─ Apply patch → East.applyPatch(value, patch) → returns patched value
│ ├─ Compose patches → East.composePatch(first, second, type) → returns combined patch
│ └─ Invert patch → East.invertPatch(patch, type) → returns undo patch
│
└─ Serialization
├─ IR → fn.toIR(), ir.toJSON(), EastIR.fromJSON(data).compile(platform)
└─ Data → East.Blob.encodeBeast(value, 'v2'), blob.decodeBeast(type, 'v2')
| Type | ValueTypeOf<Type> | Mutability |
|------|---------------------|------------|
| NullType | null | Immutable |
| BooleanType | boolean | Immutable |
| IntegerType | bigint | Immutable |
| FloatType | number | Immutable |
| StringType | string | Immutable |
| DateTimeType | Date | Immutable |
| BlobType | Uint8Array | Immutable |
| ArrayType<T> | ValueTypeOf<T>[] | Mutable |
| SetType<K> | Set<ValueTypeOf<K>> | Mutable |
| DictType<K, V> | Map<ValueTypeOf<K>, ValueTypeOf<V>> | Mutable |
| RefType<T> | ref<ValueTypeOf<T>> | Mutable |
| VectorType<FloatType> | Float64Array | Mutable |
| VectorType<IntegerType> | BigInt64Array | Mutable |
| VectorType<BooleanType> | Uint8ClampedArray | Mutable |
| MatrixType<T> | matrix<TypedArray> | Mutable |
| StructType<Fields> | {...} | Immutable |
| VariantType<Cases> | variant | Immutable |
| FunctionType<I, O> | Function | Immutable |
| PatchType<T> | variant | Immutable |
TypeScript values and East expressions are different. East methods only work on East expressions.
// WRONG - Cannot call East methods on TypeScript values
const THRESHOLD = 100n; // This is a TypeScript bigint
East.function([IntegerType], BooleanType, ($, x) => {
$.return(x.greaterThan(THRESHOLD)); // ERROR: THRESHOLD has no .greaterThan()
});
// CORRECT - Wrap TypeScript values with East.value()
const THRESHOLD = 100n;
East.function([IntegerType], BooleanType, ($, x) => {
$.return(x.greaterThan(East.value(THRESHOLD))); // OK
});
// ALSO CORRECT - Use $.const() inside the function
East.function([IntegerType], BooleanType, ($, x) => {
const threshold = $.const(THRESHOLD); // Creates East expression
$.return(x.greaterThan(threshold)); // OK
});
Rule: Function parameters are already East expressions. External TypeScript values must be wrapped with East.value() or bound with $.const().
import { variant, some, none, ref } from "@elaraai/east";
// Option types - use some() and none helpers (preferred)
const hasValue = some(42n); // { type: "some", value: 42n }
const noValue = none; // { type: "none", value: null }
// AVOID: variant("some", ...) and variant("none", ...) for Option types
// const hasValue = variant("some", 42n); // works but use some() instead
// const noValue = variant("none", null); // works but use none instead
// Other variant types - use variant()
const success = variant("ok", "done");
const failure = variant("error", "failed");
// Mutable references - use ref()
const counter = ref(0n);
// East.str`` creates a StringExpr from a template
// Only East expressions can be interpolated, NOT plain TypeScript values
const MY_CONSTANT = 100n; // TypeScript value
East.function([IntegerType], StringType, ($, x) => {
// CORRECT - x is already an East expression (function parameter)
const msg1 = $.let(East.str`Value: ${x}`);
// CORRECT - wrap TypeScript constant with East.value()
const msg2 = $.let(East.str`Threshold: ${East.value(MY_CONSTANT)}`);
// CORRECT - use $.const() to create East expression first
const threshold = $.const(MY_CONSTANT);
const msg3 = $.let(East.str`Threshold: ${threshold}`);
// WRONG - cannot interpolate plain TypeScript values
// const msg4 = $.let(East.str`Threshold: ${MY_CONSTANT}`); // ERROR
$.return(msg1);
});
$.try($ => {
$.assign(result, arr.get(index));
}).catch(($, message, stack) => {
$.assign(result, -1n);
}).finally($ => {
// cleanup
});
// Platform implementations are raw TypeScript functions that receive East values
// (bigint for Integer, number for Float, string for String, etc.)
// Sync platform - regular TypeScript function
const log = East.platform("log", [StringType], NullType);
const timeNs = East.platform("time_ns", [], IntegerType);
// Async platform - async TypeScript function
const fetchStatus = East.asyncPlatform("fetch_status", [StringType], StringType);
// Implementations receive/return TypeScript values matching East types
const platform = [
log.implement(console.log), // (msg: string) => void
timeNs.implement(() => process.hrtime.bigint()), // () => bigint
fetchStatus.implement(async (url: string) => { // async function OK
const response = await fetch(url);
return `${response.status}`;
}),
];
// In East code: NO await needed - async is handled automatically
const myFn = East.asyncFunction([StringType], NullType, ($, url) => {
const t1 = $.let(timeNs());
const status = $.let(fetchStatus(url)); // no await, just call it
const t2 = $.let(timeNs());
$(log(East.str`Fetched in ${t2.subtract(t1)} ns, status: ${status}`));
});
// Compile async functions with East.compileAsync
const compiled = East.compileAsync(myFn, platform);
await compiled("https://example.com"); // await at the outer TypeScript level
tools
--- name: east-ui description: UI component definitions for the East language. Use when building UIs with @elaraai/east-ui. Triggers for: (1) Creating UI components with Stack, Box, Grid, Card, Text, Button, (2) Building forms with Input, Select, Checkbox, Switch, Slider, (3) Displaying data with Table, DataList, Chart, Badge, Tag, Stat, (4) Using overlays like Dialog, Drawer, Popover, Tooltip, Menu, (5) Working with UIComponentType, (6) Styling with variants (FontWeight, TextAlign, ColorScheme,
development
Data science and machine learning platform functions for the East language (TypeScript types). Use when writing East programs that need optimization (MADS, Optuna, SimAnneal, Scipy, Optimization, GoogleOr), machine learning (XGBoost, LightGBM, NGBoost, Torch MLP, Lightning, GP), Bayesian inference (PyMC), simulation (Simulation DES), ML utilities (Sklearn preprocessing, metrics, splits), conformal prediction (MAPIE), or model explainability (SHAP). Triggers for: (1) Writing East programs with @elaraai/east-py-datascience, (2) Derivative-free optimization with MADS, (3) Bayesian optimization with Optuna, (4) Discrete/combinatorial optimization with SimAnneal, (5) Gradient boosting with XGBoost or LightGBM, (6) Probabilistic predictions with NGBoost or GP, (7) Neural networks with Torch MLP or Lightning, (8) Data preprocessing and metrics with Sklearn, (9) Conformal prediction intervals with MAPIE, (10) Model explainability with Shap, (11) Iterative coordinate descent with Optimization, (12) Constraint programming, vehicle routing, LP/MIP, or graph algorithms with GoogleOr, (13) Bayesian regression, hierarchical models, and multi-layer estimation with PyMC, (14) Economic ontology simulation via discrete event simulation with Simulation.
development
Node.js platform functions for the East language. Use when writing East programs that need Console I/O, FileSystem operations, HTTP Fetch requests, Cryptography, Time operations, Path manipulation, Random number generation, or Testing. Triggers for: (1) Writing East programs with @elaraai/east-node-std, (2) Using platform functions like Console.log, FileSystem.readFile, Fetch.get, Crypto.uuid, Time.now, Path.join, Random.normal, (3) Testing East code with describeEast and Assert.
development
I/O platform functions for the East language on Node.js. Use when writing East programs that need SQL databases (SQLite, PostgreSQL, MySQL), NoSQL databases (Redis, MongoDB), S3 storage, file transfers (FTP, SFTP), file format parsing (XLSX, XML), or compression (Gzip, Zip, Tar). Triggers for: (1) Writing East programs with @elaraai/east-node-io, (2) Database operations with SQL.SQLite, SQL.Postgres, SQL.MySQL, NoSQL.Redis, NoSQL.MongoDB, (3) Cloud storage with Storage.S3, (4) File transfers with Transfer.FTP, Transfer.SFTP, (5) Format parsing with Format.XLSX, Format.XML, (6) Compression with Compression.Gzip, Compression.Zip, Compression.Tar.