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@dollspace-gay
dollspace-gay / method.md
Created January 4, 2026 21:31
Verification-Driven Development (VDD) via Iterative Adversarial Refinement

Verification-Driven Development (VDD)

Methodology: Iterative Adversarial Refinement

Overview

Verification-Driven Development (VDD) is a high-integrity software engineering framework designed to eliminate "code slop" and logic gaps through a generative adversarial loop. Unlike traditional development cycles that rely on passive code reviews, VDD utilizes a specialized multi-model orchestration where a Builder AI and an Adversarial AI are placed in a high-friction feedback loop, mediated by a human developer and a granular tracking system.

I. The VDD Toolchain

@ssrihari
ssrihari / clojure-learning-list.md
Last active January 8, 2026 13:55
An opinionated list of excellent Clojure learning materials

An opinionated list of excellent Clojure learning materials

These resources (articles, books, and videos) are useful when you're starting to learn the language, or when you're learning a specific part of the language. This an opinionated list, no doubt. I've compiled this list from writing and teaching Clojure over the last 10 years.

  • 🔴 Mandatory (for both beginners and intermediates)
  • 🟩 For beginners
  • 🟨 For intermediates

Table of contents

  1. Getting into the language
@pesterhazy
pesterhazy / building-sync-systems.md
Last active January 15, 2026 08:28
Building an offline realtime sync engine

So you want to write a sync system for a web app with offline and realtime support? Good luck. You might find the following resources useful.

Overview articles

@derekpowell
derekpowell / pymc3-horseshoe-prior.py
Last active March 7, 2022 11:56
pymc3 horseshoe prior implementation
def horseshoe_prior(name, X, y, m, v, s):
'''
Regularizing horseshoe prior as introduced by Piironen & Vehtari
https://arxiv.org/pdf/1707.01694.pdf
name: variable name
X: X (2-d array)
y: y (for setting pseudo-variance)
m: expected number of relevant features (must be < total N)
v: regularizing student-t df
@bshishov
bshishov / forecasting_metrics.py
Last active October 31, 2025 02:26
Python Numpy functions for most common forecasting metrics
import numpy as np
EPSILON = 1e-10
def _error(actual: np.ndarray, predicted: np.ndarray):
""" Simple error """
return actual - predicted
@reborg
reborg / rich-already-answered-that.md
Last active December 29, 2025 09:04
A curated collection of answers that Rich gave throughout the history of Clojure

Rich Already Answered That!

A list of commonly asked questions, design decisions, reasons why Clojure is the way it is as they were answered directly by Rich (even when from many years ago, those answers are pretty much valid today!). Feel free to point friends and colleagues here next time they ask (again). Answers are pasted verbatim (I've made small adjustments for readibility, but never changed a sentence) from mailing lists, articles, chats.

How to use:

  • The link in the table of content jumps at the copy of the answer on this page.
  • The link on the answer itself points back at the original post.

Table of Content

@staltz
staltz / introrx.md
Last active January 23, 2026 10:31
The introduction to Reactive Programming you've been missing
@mishurov
mishurov / qt.mak
Last active June 30, 2025 22:06
Makefile to build QT projects (Linux) without qmake
CC=g++
MOC=moc-qt4
CFLAGS=-Wall
SOURCES=hello.cc hello_cls.cc
MOC_HEADERS=hello_cls.h
EXECUTABLE=hello
INCDIRS=-I/usr/include/qt4 -I/usr/include/qt4/QtGui -I/usr/include/qt4/QtCore
LIBS=-lQtCore -lQtGui
# Change postfixes
MOC_SOURCES=$(MOC_HEADERS:.h=.moc.cc)