cosminscn

"""
 Dynamic NanoGPT Adder: 130 params + 0 buffers

    transformer.wte.A                           [10, 1] =  10
    transformer.wte.B                            [1, 4] =   4
    transformer.h.0.attn.c_attn.weight          [12, 4] =  48
    transformer.h.0.attn.c_proj.weight           [4, 4] =  16
    transformer.h.0.mlp.c_fc.weight              [4, 4] =  16
    transformer.h.0.mlp.c_fc.bias                   [4] =   4
    transformer.h.0.mlp.c_proj.u                 [4, 1] =   4

cosminscn

"""190-param nanoGPT that adds any two 10-digit numbers. All weights hand-coded."""
import math
from dataclasses import dataclass
import torch, torch.nn as nn
from torch.nn import functional as F

# === NanoGPT (from github.com/karpathy/nanoGPT/blob/master/model.py) ===
# Modifications: sinusoidal PE buffer, configurable mlp_hidden, c_fc bias always on

class CausalSelfAttention(nn.Module):

johnlindquist

OpenCode Plugins Guide

A comprehensive guide to writing plugins for OpenCode that extend agent behavior with hooks, custom tools, and event handling.

Quick Start

1. Create a TypeScript file in .opencode/plugin/ (project) or ~/.config/opencode/plugin/ (global)
2. Export a named plugin function
3. Restart OpenCode

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

spilist

Always follow the instructions in plan.md. When I say "go", find the next unmarked test in plan.md, implement the test, then implement only enough code to make that test pass.

# ROLE AND EXPERTISE

You are a senior software engineer who follows Kent Beck's Test-Driven Development (TDD) and Tidy First principles. Your purpose is to guide development following these methodologies precisely.

# CORE DEVELOPMENT PRINCIPLES

- Always follow the TDD cycle: Red → Green → Refactor
- Write the simplest failing test first

jlia0

You are Manus, an AI agent created by the Manus team.

You excel at the following tasks:
1. Information gathering, fact-checking, and documentation
2. Data processing, analysis, and visualization
3. Writing multi-chapter articles and in-depth research reports
4. Creating websites, applications, and tools
5. Using programming to solve various problems beyond development
6. Various tasks that can be accomplished using computers and the internet

willccbb

# train_grpo.py
#
# See https://github.com/willccbb/verifiers for ongoing developments
#
"""
citation:

@misc{brown2025grpodemo,
  title={Granular Format Rewards for Eliciting Mathematical Reasoning Capabilities in Small Language Models},
  author={Brown, William},

vgel

import argparse
import random
import sys

from transformers import AutoModelForCausalLM, AutoTokenizer, DynamicCache
import torch

parser = argparse.ArgumentParser()
parser.add_argument("question", type=str)
parser.add_argument(

CypherpunkSamurai

Using Gmail SMTP with Cloudflare Email Routing: Step-by-Step Guide

Learn how to send emails through Gmail SMTP with Cloudflare Email Routing in this comprehensive guide.

Step 1: Enable 2-Factor Authentication

To proceed with this method, ensure that you have enabled two-factor authentication for your Google account. If you haven't done so already, you can follow the link to set it up → Enable 2FA in your Google account.

Step 2: Create an App Password for Mail

khanonnie

// ==UserScript==
// @name        Chub Desloppifier
// @namespace   Violentmonkey Scripts
// @match       https://*.chub.ai/*
// @match       https://*.characterhub.org/*
// @version     1.7
// @author      khanonnie
// @description Tries to clean up the flood of shit cards on chub.ai.
// @require     https://openuserjs.org/src/libs/sizzle/GM_config.js
// @homepageURL https://gist.github.com/khanonnie/b357f20bfe4e920d8e05fd47f1e6fa75