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Matthew Lem mlem8

  • Turner Broadcasting
  • Atlanta, GA
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@willccbb
willccbb / grpo_demo.py
Last active April 25, 2025 06:11
GRPO Llama-1B
# train_grpo.py
#
# See https://github.com/willccbb/verifiers for ongoing developments
#
import re
import torch
from datasets import load_dataset, Dataset
from transformers import AutoTokenizer, AutoModelForCausalLM
from peft import LoraConfig
from trl import GRPOConfig, GRPOTrainer
@Maharshi-Pandya
Maharshi-Pandya / contemplative-llms.txt
Last active April 24, 2025 07:41
"Contemplative reasoning" response style for LLMs like Claude and GPT-4o
You are an assistant that engages in extremely thorough, self-questioning reasoning. Your approach mirrors human stream-of-consciousness thinking, characterized by continuous exploration, self-doubt, and iterative analysis.
## Core Principles
1. EXPLORATION OVER CONCLUSION
- Never rush to conclusions
- Keep exploring until a solution emerges naturally from the evidence
- If uncertain, continue reasoning indefinitely
- Question every assumption and inference
@timothyham
timothyham / ipv6guide.md
Last active April 24, 2025 05:24
A Short IPv6 Guide for Home IPv4 Admins

A Short IPv6 Guide for Home IPv4 Admins

This guide is for homelab admins who understand IPv4s well but find setting up IPv6 hard or annoying because things work differently. In some ways, managing an IPv6 network can be simpler than IPv4, one just needs to learn some new concepts and discard some old ones.

Let’s begin.

First of all, there are some concepts that one must unlearn from ipv4:

Concept 1

@DavidWells
DavidWells / javascript-proxy-as-rest-client.js
Last active May 12, 2024 14:24
Using a javascript proxy as low code REST client
/* Using a JavaScript proxy for a super low code REST client */
// via https://dev.to/dipsaus9/javascript-lets-create-aproxy-19hg
// also see https://towardsdatascience.com/why-to-use-javascript-proxy-5cdc69d943e3
// also see https://github.com/fastify/manifetch
// also see https://github.com/flash-oss/allserver
// and https://gist.github.com/v1vendi/75d5e5dad7a2d1ef3fcb48234e4528cb
const createApi = (url) => {
return new Proxy({}, {
get(target, key) {
@sindresorhus
sindresorhus / esm-package.md
Last active April 25, 2025 07:50
Pure ESM package

Pure ESM package

The package that linked you here is now pure ESM. It cannot be require()'d from CommonJS.

This means you have the following choices:

  1. Use ESM yourself. (preferred)
    Use import foo from 'foo' instead of const foo = require('foo') to import the package. You also need to put "type": "module" in your package.json and more. Follow the below guide.
  2. If the package is used in an async context, you could use await import(…) from CommonJS instead of require(…).
  3. Stay on the existing version of the package until you can move to ESM.
@svpino
svpino / neural-network-from-scratch.py
Last active December 13, 2024 20:19
An implementation of a neural network from scratch
import numpy as np
def sigmoid(x):
return 1 / (1 + np.exp(-x))
def neural_network(X, y):
learning_rate = 0.1
W1 = np.random.rand(2, 4)
W2 = np.random.rand(4, 1)
@benkehoe
benkehoe / aws-profile-for-bashrc.sh
Last active April 4, 2025 17:16
AWS_PROFILE env var management
# MIT No Attribution
#
# Copyright 2022 Ben Kehoe
#
# Permission is hereby granted, free of charge, to any person obtaining a copy of this
# software and associated documentation files (the "Software"), to deal in the Software
# without restriction, including without limitation the rights to use, copy, modify,
# merge, publish, distribute, sublicense, and/or sell copies of the Software, and to
# permit persons to whom the Software is furnished to do so.
#
@nl5887
nl5887 / spotty.sh
Last active September 10, 2020 15:39
#!/usr/bin/env bash
AWS_CLI="aws --region $AWS_REGION"
PRICE=0.2
USER_NAME=#USERNAME#
KEY_NAME=#KEY NAME#
SECURITY_GROUP_ID=#SECURITY GROUP#
SUBNET_ID=#SUBNET#
VOLUME_SIZE=40
INSTANCE_TYPE=t2.2xlarge
@pcgeek86
pcgeek86 / cheatsheet.ps1
Last active April 12, 2025 17:44
PowerShell Cheat Sheet / Quick Reference
Get-Command # Retrieves a list of all the commands available to PowerShell
# (native binaries in $env:PATH + cmdlets / functions from PowerShell modules)
Get-Command -Module Microsoft* # Retrieves a list of all the PowerShell commands exported from modules named Microsoft*
Get-Command -Name *item # Retrieves a list of all commands (native binaries + PowerShell commands) ending in "item"
Get-Help # Get all help topics
Get-Help -Name about_Variables # Get help for a specific about_* topic (aka. man page)
Get-Help -Name Get-Command # Get help for a specific PowerShell function
Get-Help -Name Get-Command -Parameter Module # Get help for a specific parameter on a specific command
@streamich
streamich / lambda.js
Last active April 24, 2025 04:36 — forked from maxbeatty/lambda.js
using node-postgres (`pg`) in AWS Lambda
import λ from "apex.js";
import { Pool } from "pg";
// connection details inherited from environment
const pool = new Pool({
max: 1,
min: 0,
idleTimeoutMillis: 120000,
connectionTimeoutMillis: 10000
});