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@rain-1
rain-1 / LLM.md
Last active February 24, 2026 02:03
LLM Introduction: Learn Language Models

Purpose

Bootstrap knowledge of LLMs ASAP. With a bias/focus to GPT.

Avoid being a link dump. Try to provide only valuable well tuned information.

Prelude

Neural network links before starting with transformers.

@hirrolot
hirrolot / CoC.ml
Last active March 14, 2026 04:04
How to implement dependent types in 80 lines of code
type term =
| Lam of (term -> term)
| Pi of term * (term -> term)
| Appl of term * term
| Ann of term * term
| FreeVar of int
| Star
| Box
let unfurl lvl f = f (FreeVar lvl)
import sys
from time import sleep
import random
import cursor
class Renderer:
def __init__(self, width, height):
@fnky
fnky / ANSI.md
Last active March 14, 2026 22:46
ANSI Escape Codes

ANSI Escape Sequences

Standard escape codes are prefixed with Escape:

  • Ctrl-Key: ^[
  • Octal: \033
  • Unicode: \u001b
  • Hexadecimal: \x1B
  • Decimal: 27
@Leonidas-from-XIV
Leonidas-from-XIV / lwt_ppx_let.ml
Last active January 2, 2022 15:10
Using Lwt with ppx_let instead of ppx_lwt
module Let_syntax = struct
let return = Lwt.return
let (>>=) = Lwt.Infix.(>>=)
let (>>|) = Lwt.Infix.(>|=)
module Let_syntax = struct
let bind m ~f = Lwt.bind m f
end
end
@porglezomp
porglezomp / Leftpad.idr
Last active August 13, 2024 22:22
Taking on Hillel's challenge to formally verify leftpad (https://twitter.com/Hillelogram/status/987432181889994759)
-- Note: There is a more complete explanation at https://github.com/hwayne/lets-prove-leftpad/tree/master/idris
import Data.Vect
-- `minus` is saturating subtraction, so this works like we want it to
eq_max : (n, k : Nat) -> maximum k n = plus (n `minus` k) k
eq_max n Z = rewrite minusZeroRight n in rewrite plusZeroRightNeutral n in Refl
eq_max Z (S _) = Refl
eq_max (S n) (S k) = rewrite sym $ plusSuccRightSucc (n `minus` k) k in rewrite eq_max n k in Refl
-- The type here says "the result is" padded to (maximum k n), and is padding plus the original
@keleshev
keleshev / xml.ml
Last active April 16, 2020 08:21
Simple XML pretty-printing in OCaml using Format module
#! /usr/bin/env ocaml
let fprintf = Format.fprintf
type t =
| Tag of {name: string; attributes: (string * string) list; body: t list}
| String of string
let format_attribute f (key, value) = fprintf f " %s=\"%s\"" key value
@Drup
Drup / difflist.ml
Last active October 16, 2025 17:07
Difference lists and Miniformat
type ('ty,'v) t =
| Nil : ('v, 'v) t
| Cons : 'a * ('ty, 'v) t -> ('a -> 'ty, 'v) t
let cons x l = Cons (x,l)
let plus1 l = Cons ((),l)
let one x = Cons (x,Nil)

Interactive Machine Learning

Taught by Brad Knox at the MIT Media Lab in 2014. Course website. Lecture and visiting speaker notes.

// Example code, see below for run/yield implementation. Note how we
// can even do yields across the stack, so this implements something
// more like coroutines than generators.
function foo() {
var x = Yield();
return x + 1;
}
var process = Run(function() {