Muhammad Athif athif23

Beast Mode

Beast Mode is a custom chat mode for VS Code agent that adds an opinionated workflow to the agent, including use of a todo list, extensive internet research capabilities, planning, tool usage instructions and more. Designed to be used with 4.1, although it will work with any model.

Below you will find the Beast Mode prompt in various versions - starting with the most recent - 3.1

Installation Instructions

Go to the "agent" dropdown in VS Code chat sidebar and select "Configure Modes".
Select "Create new custom chat mode file"

Update Documentation

You will generate LLM-optimized documentation with concrete file references and flexible formatting.

Your Task

Create documentation that allows humans and LLMs to:

Understand project purpose - what the project does and why
Get architecture overview - how the system is organized
Build on all platforms - build instructions with file references

This help only covers the parts of GLSL ES that are relevant for Shadertoy. For the complete specification please have a look at GLSL ES specification

Language:

Version: WebGL 2.0
Arithmetic: ( ) + - ! * / %
Logical/Relatonal: ~ < > <= >= == != && ||
Bit Operators: & ^ | << >>
Comments: // /* */
Types: void bool int uint float vec2 vec3 vec4 bvec2 bvec3 bvec4 ivec2 ivec3 ivec4 uvec2 uvec3 uvec4 mat2 mat3 mat4 mat?x? sampler2D, sampler3D samplerCube
Format: float a = 1.0; int b = 1; uint i = 1U; int i = 0x1;

	# ./HVM.hs #

	# HVM

	HVM is functional language and prover based on the Interaction Calculus.

	It is a pure functional runtime like Haskell's GHC, with some peculiarities:
	- Variables are affine, meaning they can only occur, at most, once.
	- To copy values, linear thunks are used, where 2 vars refer to the same value.
	- Accessing a thunk triggers an incremental, layer-by-layer copy of the value.

	import { DurableObject } from "cloudflare:workers";

	export class MyDurableObject extends DurableObject<Env> {
	public sql: SqlStorage

	constructor(ctx: DurableObjectState, env: Env) {
	super(ctx, env);
	this.sql = ctx.storage.sql
	}

	{
	"tools": [
	{
	"type": "function",
	"function": {
	"name": "codebase_search",
	"description": "Find snippets of code from the codebase most relevant to the search query.\nThis is a semantic search tool, so the query should ask for something semantically matching what is needed.\nIf it makes sense to only search in particular directories, please specify them in the target_directories field.\nUnless there is a clear reason to use your own search query, please just reuse the user's exact query with their wording.\nTheir exact wording/phrasing can often be helpful for the semantic search query. Keeping the same exact question format can also be helpful.",
	"parameters": {
	"type": "object",
	"properties": {

	# 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},

 import { type inferAsyncReturnType } from '@trpc/server';
 import { Context as HonoContext } from 'hono';
 import { getCookie } from 'hono/cookie';
 import { Lucia, Session, User, verifyRequestOrigin } from 'lucia';
 import { createAuth, getAllowedOriginHost } from '../auth';
 import {
   NeonDBWebSocketWithSchemas,
   NeonDBWithSchemas,
   createDBWebSocket,

	import chromium from "@sparticuz/chromium-min";
	import { PDFDocument } from "pdf-lib";
	import {Browser} from "puppeteer";
	import { Browser as CoreBrowser } from "puppeteer-core";

	export const GET = async (req: Request) => {
	const reqUrl = new URL(req.url);
	const searchParams = reqUrl.searchParams;
	const origin = reqUrl.origin;

	"use strict";

	[foo,bar] = TNG(foo,bar);
	// NOTE: intentionally not TNG(..) wrapping useBaz(), so that it's
	// basically like a "custom hook" that can be called only from other
	// TNG-wrapped functions

	function foo(origX,origY) {
	var [x,setX] = useState(origX);
	var [y,setY] = useState(origY);