RandyMcMillan

use async_trait::async_trait;
use serde::{Deserialize, Serialize};
use thiserror::Error;
use anyhow::{Context, Result};
use std::time::Duration;
use tokio::task::JoinSet;
use std::sync::Arc;

// --- 1. Error Definitions ---

RandyMcMillan

use ndarray::{Array1, Array2, Axis}; // ndarray 0.16.1
use num_traits::Float;               // num-traits 0.2.19

pub struct RmsNorm {
    pub weight: Array1<f32>,
    pub eps: f32,
}

impl RmsNorm {
    pub fn new(dim: usize, eps: f32) -> Self {

RandyMcMillan

use clap::Parser;
use libc::{dup2, fork, setsid, STDERR_FILENO, STDIN_FILENO, STDOUT_FILENO};
use log::{info, error};
use std::fs::File;
use std::os::unix::io::AsRawFd;
use std::path::PathBuf;

#[derive(Parser, Debug)]
#[command(author, version, about = "A detached Rust background service")]
struct Args {

RandyMcMillan

git config --global url."git@github.com:".insteadof "https://github.com/"

RandyMcMillan

use std::collections::HashMap;
use rand::{seq::SliceRandom, thread_rng};

// --- BQS Constants ---
// Maximum number of Byzantine faults (f or b) the system can tolerate.
const F: u32 = 4;

// The required supermajority count for a client to accept a value as correct.
// A value is only considered valid if F + 1 servers report it, allowing the
// client to mask 'F' colluding malicious responses. 

RandyMcMillan

// main.rs - A minimal Crust program with tests
//
#![cfg_attr(not(test), no_std)]
#![cfg_attr(not(test), no_main)]

extern crate libc;

#[cfg(not(test))]
use core::panic::PanicInfo;

RandyMcMillan

// --- Dependencies ---
// This simple example relies only on standard library features.
use std::error::Error;
use std::fmt;

// --- Error Handling ---

/// A simple custom error type for parsing issues.
#[derive(Debug)]
struct ParseError {

RandyMcMillan

// The core concept is that for a number 'n', if 'n % d == 0', then 'n' is divisible by 'd'.
// Divisibility tests rely on properties of the digits.

/// 🔢 Divisibility Tests Module
mod divisibility_tests {
    // Helper function to get the sum of digits
    pub fn sum_digits(n: u64) -> u64 {
        let mut sum = 0;
        let mut num = n;
        while num > 0 {

RandyMcMillan

// Verbose Script: Corrected Floating-Point Comparison

fn main() {
    // ----------------------------------------------------
    // 1. Define Constants
    // ----------------------------------------------------

    const PI: f64 = std::f64::consts::PI;
    let gamma_one_half: f64 = PI.sqrt();
    

RandyMcMillan

import secrets
from statistics import mean

# secp256k1 parameters
p = 2**256 - 2**32 - 977
b = 7  # y^2 = x^3 + 7

def is_quadratic_residue(n):
    """Return True if n is a quadratic residue mod p (including 0)."""
    if n == 0: