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},

Slokh

import {
  UserDataType,
  getSSLHubRpcClient,
  utf8StringToBytes,
} from "@farcaster/hub-nodejs";
import { NextRequest } from "next/server";

const client = getSSLHubRpcClient(process.env.HUB_RPC_ENDPOINT as string);

export async function GET(request: NextRequest) {

hoakbuilds

Guides / Walkthroughs

Intro to Programming on Solana
https://paulx.dev/blog/2021/01/14/programming-on-solana-an-introduction/

Development Tutorial by Solong
https://solongwallet.medium.com/solana-development-tutorial-things-you-should-know-before-structuring-your-code-807f0e2ee43

Intro to Anchor Framework
https://project-serum.github.io/anchor/getting-started/introduction.html

onlurking

Programming as Theory Building

Peter Naur

Peter Naur's classic 1985 essay "Programming as Theory Building" argues that a program is not its source code. A program is a shared mental construct (he uses the word theory) that lives in the minds of the people who work on it. If you lose the people, you lose the program. The code is merely a written representation of the program, and it's lossy, so you can't reconstruct

sammarks

const https = require('https')

exports.handler = async (event) => {
    const sns = event.Records[0].Sns.Message
    let color = ''
    let message = ''
    if (sns.includes('build status is FAILED')) {
        color = '#E52E59'
        message = 'Release to My Company **production** failed.'
    } else if (sns.includes('build status is SUCCEED')) {

Auronmatrix

DASH Difficulty Drop Post Mortem & Potential Network Segmentation

Issue

Around 17.06.2019 our DASH node started showing some strange behaviour. When requesting blocks from the node, their reported difficulty was around ~50x lower than the actual network.

Average Daily Dash Difficulty

|Date | Difficulty|

swyxio

2019 update: this essay has been updated on my personal site, together with a followup on how to get started

2020 update: I'm now writing a book with updated versions of all these essays and 35 other chapters!!!!

1. Learn in public

If there's a golden rule, it's this one, so I put it first. All the other rules are more or less elaborations of this rule #1.

You already know that you will never be done learning. But most people "learn in private", and lurk. They consume content without creating any themselves. Again, that's fine, but we're here to talk about being in the top quintile. What you do here is to have a habit of creating learning exhaust. Write blogs and tutorials and cheatsheets. Speak at meetups and conferences. Ask and answer things on Stackoverflow or Reddit. (Avoid the walled gardens like Slack and Discourse, they're not public). Make Youtube videos

fernandoaleman

For MacOS Catalina, visit Install mysql2 on MacOS Catalina

Problem

Installing mysql2 gem errors on MacOS Mojave.

Solution

Make sure openssl is installed on Mac via Homebrew.

qbig

// ECRECOVER implemented as a native contract.
type ecrecover struct{}

func (c *ecrecover) RequiredGas(input []byte) uint64 {
  return params.EcrecoverGas
}

func (c *ecrecover) Run(input []byte) ([]byte, error) {
  const ecRecoverInputLength = 128

qbig

// For eth_sign, we need to sign arbitrary data:
signMessage (withAccount, data) {
  const wallet = this._getWalletForAccount(withAccount)
  const message = ethUtil.stripHexPrefix(data)
  var privKey = wallet.getPrivateKey()
  var msgSig = ethUtil.ecsign(new Buffer(message, 'hex'), privKey)
  var rawMsgSig = ethUtil.bufferToHex(sigUtil.concatSig(msgSig.v, msgSig.r, msgSig.s))
  return Promise.resolve(rawMsgSig)
}