tokenbender tokenbender

Anti-hype LLM reading list

Goals: Add links that are reasonable and good explanations of how stuff works. No hype and no vendor content if possible. Practical first-hand accounts of models in prod eagerly sought.

Foundational Concepts

Pre-Transformer Models

The Gentle Art of Teaching Machines to Speak

A Journey Through Semantic Reinforcement Learning

For the curious mind who has just discovered that language models can learn, and wonders if there might be a kinder way to teach them.

In the hushed moments before dawn, ten thousand starlings lift from a field as one—not because any single bird commands them, but because each learns from its neighbors' subtle shifts, creating a collective intelligence far greater than the sum of its parts.

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	#include <cstring>

	class Disjoint_Union
	{
	public:
	Disjoint_Union(const int & n);
	int create();
	void merge(int i , int j);
	int find(const int & i);
	int size(){

	#include <iostream>

	using namespace std;


	struct node{
	int value;
	node *left;
	node *right;
	};

	#include <iostream>
	#include <math.h>
	using namespace std;

	template <class T>
	struct Node {
	T value;
	Node *left;
	Node *right;

	/* AVL Tree Implementation in C++ */
	/* Harish R */


	#include<iostream>

	using namespace std;

	class BST
	{

	/*
	Graph implementation following tutorial http://www.geeksforgeeks.org/graph-and-its-representations/
	*/
	#include<iostream>
	#include<cstdlib>
	using namespace std;

	//struct for an adjacency list node
	struct AdjListNode{
	int data;

	You have to assign tasks to a junior engineer to solve a user problem. The user problem could be of various forms:
	- Adding a feature
	- Debugging a failing test case
	- Understanding a feature in the codebase
	- A GitHub issue raised on the codebase

	## Instructions

	### Repository status
	Repository Name: astropy (update if different)

	import os
	import sys
	import time
	import math
	import pickle
	from contextlib import nullcontext
	from pathlib import Path
	import subprocess
	from dataclasses import dataclass
	import inspect