惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

雷峰网
雷峰网
爱范儿
爱范儿
宝玉的分享
宝玉的分享
Apple Machine Learning Research
Apple Machine Learning Research
博客园 - Franky
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
博客园 - 三生石上(FineUI控件)
人人都是产品经理
人人都是产品经理
阮一峰的网络日志
阮一峰的网络日志
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
Last Week in AI
Last Week in AI
博客园 - 聂微东
大猫的无限游戏
大猫的无限游戏
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
罗磊的独立博客
博客园 - 叶小钗
WordPress大学
WordPress大学
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
酷 壳 – CoolShell
酷 壳 – CoolShell
小众软件
小众软件
博客园 - 司徒正美
博客园 - 【当耐特】
IT之家
IT之家

Hacker News: Front Page

SPICE simulation → oscilloscope → verification with Claude Code — Lucas Gerads Introducing Claude Opus 4.7 Qwen Studio The Future of Everything is Lies, I Guess: Where Do We Go From Here? GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis Ancient DNA reveals pervasive directional selection across West Eurasia [pdf] AI cybersecurity is not proof of work Moving a large-scale metrics pipeline from StatsD to OpenTelemetry / Prometheus GitHub - Nightmare-Eclipse/RedSun: The Red Sun vulnerability repository GitHub - SethPyle376/hiraeth: Local AWS emulator focused on fast integration testing, with SQS support, SQLite-backed state, and a debug-friendly web UI. A Better Ludum Dare; Or, How to Ruin a Legacy GitHub - macOS26/Agent: Any AI, replaces Claude Code, Cursor, OpenClaw. Over 18 LLM providers (Claude, OpenAI, Gemini, Ollama, Zai, HF, Qwen) wired into a native Mac app that writes code, builds Xcode projects, bumps versions, manages git, automates Safari, use AppleScript, JS or Accessibility, extend Agent! w/ MCP Servers, run tasks from your iPhone via Messages. YouTube now lets you turn off Shorts I Made a Terminal Pager Burgers | マクドナルド公式 Commands — HackerNews CLI documentation ChatGPT for Excel PiCore - Raspberry Pi Port of Tiny Core Linux Live Nation illegally monopolized ticketing market, jury finds Google Broke Its Promise to Me. Now ICE Has My Data. Founding Engineer at Adaptional | Y Combinator CRISPR takes important step toward silencing Down syndrome’s extra chromosome GitHub - saffron-health/libretto: The AI toolkit for building reliable browser automations US v. Heppner (S.D.N.Y. 2026) no attorney-client privilege for AI chats [pdf] Unexpected €54k billing spike in 13 hours: Firebase browser key without API restrictions used for Gemini requests Fragments: April 14 Cal.com Goes Closed Source: Why AI Security Is Forcing Our Decision | Cal.com - Scheduling Software for Online Bookings Laravel raised money and now injects ads directly into your agent Codex Hacked a Samsung TV
GitHub - confh/Tiny: A lightweight programming language b...
confis · 2026-06-21 · via Hacker News: Front Page

Tiny Logo

A high-performance, concurrent bytecode virtual machine and language written in Go.

Tiny combines the development speed of dynamic coding with a robust, multi-threaded runtime engine.


Tiny is a concurrent programming language and runtime system. It compiles source files into compact, stack-based bytecode instructions (.tbc) which run on a highly optimized virtual machine using slot-based local storage.

The runtime engine features a multi-tiered execution model: an efficient interpreter for general logic and a Just-In-Time (JIT) compiler for performance-critical code. Key features include direct OS-level parallel threading, host-mirrored packed arrays, a chainable schema validation library, native WebAssembly extensions, and a built-in Language Server (LSP).

Read the full documentation at tiny-lang-docs.github.io, or check out the examples to see Tiny in action.


Installation

Precompiled binaries are available on the release page:

  • Windows: tiny_windows_amd64.exe
  • Linux: tiny_linux_amd64
  • macOS (Apple Silicon): tiny_darwin_arm64

To install:

  1. Download the binary for your operating system.
  2. Rename the file to tiny (or tiny.exe on Windows).
  3. Move the binary into a directory in your system path (for example, ~/.tiny/bin on Unix or %USERPROFILE%\.tiny on Windows).
  4. Add that directory to your system PATH environment variable.

For compilation from source instructions, see the online documentation.


Tiny Showcase


Language Specifications

Dynamic Typing with Optional Hints

Tiny is dynamically typed by default. You can write untyped code for rapid prototyping, or apply optional static type hints to variables, parameters, and function returns. The type system supports unions and generics.

import std "io";

// Untyped variable
let data = "untyped string";

// Explicitly typed variable
const port: number = 8080;

// Typed function parameters and return type
fn calculatePayout(base: number, multiplier: number): number {
    return base * multiplier;
}

io.println(calculatePayout(100, 1.5));

Structural Interfaces and Shape Validation

Tiny uses structural typing (shape-based validation). Objects are validated against interfaces at runtime based on their properties and methods. The JIT engine optimizes these checks by tracking object shapes and utilizing linear memory field offsets.

import std "io";

interface Task {
    title: string
    done: bool
}

fn printTask(t: Task) {
    let status = t.done ? "Completed" : "Pending";
    io.println(`${t.title} - Status: ${status}`);
}

// Valid structural matches
printTask({ title: "Write Compiler Tests", done: true });
printTask({ title: "Optimize VM Dispatcher", done: false, priority: 1 });

Destructuring Assignment

Tiny supports object and array destructuring for both let and const declarations. This includes support for nested patterns, default values, and property renaming.

import std "io";

const user = {
    name: "Alice",
    age: 30,
    address: { city: "NYC", zip: "10001" }
};

// Object destructuring with renaming and nesting
let { name, address: { city } } = user;
io.println(`${name} lives in ${city}`);

// Array destructuring
let coordinates = [10.5, 20.8, 30.0];
let [x, y] = coordinates;
io.println(`X: ${x}, Y: ${y}`);

Class Composition and Embedding

Tiny emphasizes composition over deep inheritance. The embed keyword allows a class to delegate behavior to another class instance. If a method or field is missing on the parent, it is automatically resolved from the embedded instance.

import std "io";
import std "json";

class Logger {
    field messages = []

    fn log(message: string) {
        this.messages.push(message);
        io.println(`Log: ${message}`);
    }

    fn dump() {
        return this.messages;
    }
}

class SessionManager {
    field active = true
    embed logger

    fn init() {
        this.active = true;
        this.logger = Logger();
        // Call to embedded class method
        this.log("Session manager initialized");
    }

    fn close() {
        this.active = false;
        this.log("Session closed");
    }
}

let session = SessionManager();
session.close();

// Directly calls the embedded Logger.dump method
io.println(json.pretty(session.dump()));

Pattern Matching

The match block provides branch dispatching with support for literal values, variables, enums, union patterns, and guards. It is the primary way to extract data from enum variants.

import std "io";

enum Result {
    Ok(value: any),
    Error(message: string)
}

fn process(res: Result) {
    match res {
        Result.Ok(val) if val > 0 {
            io.println(`Success: ${val}`);
        }
        Result.Ok(val) {
            io.println("Success with zero or negative value");
        }
        Result.Error(msg) {
            io.println(`Error: ${msg}`);
        }
        _ {
            io.println("Unknown state");
        }
    }
}

process(Result.Ok(42));

Scoped Cleanups with Defer

The defer statement schedules a function call to execute immediately before the current surrounding function scope exits, regardless of early returns or thrown errors.

import std "fs";
import std "io";

fn processFile(path: string) {
    io.println("Opening file stream...");
    let file = fs.open(path);

    defer fn() {
        io.println("Running defer block: closing file stream.");
        file.close();
    }

    io.println("Processing file data...");
}

processFile("README.md");

Concurrency Model

Parallel Thread Execution

Tiny executes parallel operations using OS-level multi-threading. The spawn keyword starts a new execution routine on an isolated VM state space. Unlike event-loop models, Tiny runs tasks concurrently across all available CPU cores.

import std "io";
import std "time";

let worker = spawn () fn() {
    time.sleep(1000);
    return "Worker thread complete";
};

io.println("Main thread proceeding...");
let result = await worker;
io.println(result);

Thread Safety and Mutex Locking

Shared state can be coordinated using mutexes and native lock blocks. The compiler guarantees that the mutex is automatically released when execution leaves the block, preventing deadlocks.

import std "io";
import std "sync";

let counter = 0;
const m = sync.mutex();

fn increment() {
    lock m {
        counter = counter + 1;
    }
}

Just-In-Time (JIT) Compilation

Tiny includes a multi-function JIT compilation engine that translates hot bytecode paths into native WebAssembly.

Region Outlining

The compiler automatically identifies hot loops in top-level code and function bodies, outlining them into specialized JIT regions. This ensures that even scripts and timed benchmarks run at native speed without manual function encapsulation.

Packed Object Arrays

For arrays containing objects of uniform shape, the JIT implements host-memory mirroring. It utilizes field-column pointer tables to access object properties directly in linear memory, bypassing the host-call overhead typically associated with VM-to-Native interop. Packed arrays now support dynamic growth and Wasm-side optimization.

JIT-Safe Best Practices

The JIT automatically selects eligible functions. For maximum performance:

  • Avoid Closures with Captures: Functions that close over mutable outer variables are executed by the interpreter.
  • Stay Synchronous: async functions are not currently eligible for JIT compilation.
  • Type Hints: Provide explicit hints (e.g., : number) to help the JIT generate specialized machine code.
  • Efficient Strings: String join operations are now JIT-accelerated. For large builds, prefer stringBuilder from the standard library.
// Highly JIT-optimized: typed, synchronous, no captures, uses loops
fn computeSum(n: number, initial = 0): number {
    let total = initial;
    for let i = 0; i < n; i++ {
        total += i;
    }
    return total;
}

Inline Go Extensions (WebAssembly)

For logic requiring specific Go packages, Tiny allows writing Go code directly in the source file using native fn. These blocks are compiled to WebAssembly via TinyGo and loaded at runtime.

import std "io";
import std "time";

native fn calculateSha256(input: string): string {
    go {
        import "crypto/sha256"
        import "encoding/hex"

        h := sha256.Sum256([]byte(input))
        return hex.EncodeToString(h[:])
    }
}

const text = "Tiny runtime speed";
io.println(`SHA256: ${calculateSha256(text)}`);

Standard Library Reference

validate (Schema Validation)

A chainable API for defining and enforcing data schemas. Supports objects, arrays, unions, and transformations.

import std "validate";
import std "io";

const userSchema = validate.object({
    username: validate.string().trim().nonempty().min(3).required(),
    age: validate.number().int().positive().default(18),
    tags: validate.array(validate.string()).default([])
});

const result = userSchema.safeParse({ username: "  alice  " });
if result.success {
    io.println(result.data.username); // "alice"
}

url (URL Encoding & Decoding)

Encode & Decode URL

time (Timers and Measurement)

Support for execution delays, performance measurement, and managed timers.

import std "io";
import std "time";

// Managed interval timer
let timer = time.interval(1000, fn() {
    io.println("Tick");
});

time.sleep(5000);
timer.cancel();

array (Native Operations)

Native operations for array manipulation, including find, filter, map, reduce, sort, flat, and findIndex.


http (High-Throughput Web Services)

Fully concurrent web server and client. The server supports route-based multiplexing and optimized JSON serialization.

import std "http";
import std "io";

let server = http.server(8080);

server.get("/users/:id", fn(req: http.RequestObject) {
    return http.json({
        id: req.params["id"],
        query: req.query
    });
});

io.println("Web server listening on port 8080");
server.start();

ui (WebView Desktop Applications)

Lightweight desktop containers using HTML/CSS/JS with direct bindings to Tiny functions.

import std "ui";

const win = ui.new(true);
win.setTitle("Tiny UI");
win.setSize(500, 400);

win.callback("registerClick", fn(arg) {
    return "Click registered";
});

win.setHtml("<h1>Hello Tiny</h1>");
win.run();

desktop (OS Automation)

Wraps native interfaces for automating keyboard, mouse, and clipboard interactions.

import std "desktop";

desktop.moveMouseSmooth(800, 600);
desktop.click();
desktop.type("Tiny Automation");

Tooling and Ecosystem

Command Line Interface (CLI)

  • tiny run <file>: Compiles and runs scripts. Utilizes a bytecode cache to skip recompilation of unchanged files.
  • tiny pack <file> -o <binary>: Bundles bytecode and the VM runtime into a single standalone native executable (~13MB).
  • tiny dist <file> -o <dir>: Packages the application with its compiled plugins and assets.
  • tiny lsp: Starts the Language Server.

Built-in Language Server (LSP)

Run tiny lsp for integration with editors like VS Code. Features include:

  • Organize Imports: Automatic sorting and unused import removal.
  • Semantic Recovery: Diagnostics that persist even during syntax errors.
  • Type Narrowing: Flow-based type inference (e.g., after null checks).
  • Refactoring Safety: Correct symbol resolution for object keys and variable identifiers.