Chrisbryan17

#!/usr/bin/env python3
"""
microgpt2.py

A dependency-free, single-file GPT-style language model in pure Python.

Key properties:
- stdlib only
- explicit forward/backward kernels (no generic scalar autograd)
- flat float32 parameter buffers using array('f')

busfahrer

"""
The most atomic way to train and run inference for a GPT in pure, dependency-free Python.
This file is the complete algorithm.
Everything else is just efficiency.

@karpathy
"""

import os       # os.path.exists
import math     # math.log, math.exp

logan-robbins

"""
microgpt_dnb.py — Fork of Karpathy's microgpt with Dynamic Notes Bus

Original: https://gist.github.com/karpathy/8627fe009c40f57531cb18360106ce95
Paper:    https://arxiv.org/abs/2512.10054
Code:     https://github.com/logan-robbins/parallel-decoder-transformer

Karpathy's microgpt is the complete GPT algorithm in ~200 lines of pure Python.
This fork adds ~100 lines to show where the Dynamic Notes Bus (DNB), Shared
Notes Cross-Attention (SNC), and Planner Head fit inside the transformer to

olveirap

"""
The most atomic way to train and run inference for a GPT in pure, dependency-free Python.
This file is the complete algorithm.
Everything else is just efficiency.

@karpathy
"""

import os       # os.path.exists
import math     # math.log, math.exp

mplekh

import math
import random

random.seed(42)

# -----------------------------------------------------------------------------
# Tape-based Autograd Engine
# -----------------------------------------------------------------------------

class Tape:

karpathy

"""
The most atomic way to train and run inference for a GPT in pure, dependency-free Python.
This file is the complete algorithm.
Everything else is just efficiency.

@karpathy
"""

import os       # os.path.exists
import math     # math.log, math.exp

nort3x

Introduction

I personally experienced slowdowns and issues while using the ja-netfilter agent.

I decided to investigate how JetBrains checks license validity, because despite explicitly configuring JetBrains to work offline, it still attempts to validate licenses.

Here are my findings:
Two domains are responsible for revoking invalid licenses:

• www.jetbrains.com
• account.jetbrains.com

jet10000

brew install caddy mkcert nss dnsmasq

mkcert -install

mkcert '*.app.test' '*.cdn.test'

# rename the certs and move them under /usr/local/etc/caddy/certs

cat <<EOF > /usr/local/etc/caddy/Caddyfile
*.app.test:443, *.cdn.test:443 {

0187773933

#!/usr/bin/env python3
import os
import time
import subprocess
from PIL import ImageGrab , Image
from pathlib import Path
import io
import codecs
import tempfile
import pyperclip

HeinrichWizardKreuser

from django.http import FileResponse
from io import BufferedReader, BytesIO

def file_response_from_str(content: str, filename: str) -> FileResponse:
    """ Serves a file response from the given string

    Args:
        content: str