resistdesign

Author: RyAnne Graff
Date: July 10, 2025
License: CC BY 4.0 Co-developed with assistance from ChatGPT (OpenAI).

Title: Notes on QKV Attention and Training Dynamics

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Introduction

resistdesign

Systematic Deviation Reduction in AI-Generated Outputs

Abstract

This document presents a structured methodology for iteratively refining AI-generated outputs to align with a reference standard while minimizing deviation. The approach integrates quantitative deviation measurement, targeted refinement techniques, and iterative convergence to enhance consistency across multiple AI-generated outputs. This framework applies to image generation, text-based AI outputs, procedural content generation, and other AI-assisted creative or computational tasks.

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1. Deviation Measurement & Baseline Establishment

1.1 Quantifying Deviation

To assess the difference between an AI-generated output and a reference standard, a structured deviation scoring method is used. Each output is evaluated across multiple categories, with a weighted deviation score assigned based on observed variance.

resistdesign

export class ParamWithMeta extends CfnParameter {
  constructor(
    scope: Construct,
    id: string,
    props?: { label?: string; group?: string } & CfnParameterProps
  ) {
    const { label = id, group = 'Parameters', ...paramProps } = props || {};

    super(scope, id, paramProps);

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   /_\ / __|/ __|_ _|_ _|   /_\ | _ \_   _|
  / _ \\__ \ (__ | | | |   / _ \|   / | |  
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 |_ _/ __|   /_\   | _ ) __/ __|_   _|     
  | |\__ \  / _ \  | _ \ _|\__ \ | |       
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 |  _/   / / _ \ (__  | |  | | (__| _||_|  
 |_| |_|_\/_/ \_\___| |_| |___\___|___(_)  

resistdesign

import T from 'prop-types';
import React, {PureComponent} from 'react';

export default class DragDropItem extends PureComponent {
  static propTypes = {
    active: T.bool,
    dataType: T.string,
    data: T.string,
    draggable: T.bool,
    dropZone: T.bool,

resistdesign

resistdesign

#!/bin/bash

# See: https://www.conventionalcommits.org/en/v1.0.0
read -p 'Type: ' TYPE
read -p 'Subject: ' SUBJECT
read -p 'Message: ' MESSAGE

git add .
git commit -m "${TYPE}: (${SUBJECT}) ${MESSAGE}"
git push

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[{"chunks":[{"content":"@@ -1,6 +1,6 @@","changes":[{"type":"normal","normal":true,"ln1":1,"ln2":1,"content":" {"},{"type":"normal","normal":true,"ln1":2,"ln2":2,"content":"   \"name\": \"booklets-desktop\","},{"type":"del","del":true,"ln":3,"content":"-  \"version\": \"1.1.0\","},{"type":"add","add":true,"ln":3,"content":"+  \"version\": \"1.1.1\","},{"type":"normal","normal":true,"ln1":4,"ln2":4,"content":"   \"lockfileVersion\": 1,"},{"type":"normal","normal":true,"ln1":5,"ln2":5,"content":"   \"requires\": true,"},{"type":"normal","normal":true,"ln1":6,"ln2":6,"content":"   \"dependencies\": {"}],"oldStart":1,"oldLines":6,"newStart":1,"newLines":6}],"deletions":1,"additions":1,"from":"package-lock.json","to":"package-lock.json","index":["af5bc9f..0391f1e","100644"]},{"chunks":[{"content":"@@ -1,6 +1,6 @@","changes":[{"type":"normal","normal":true,"ln1":1,"ln2":1,"content":" {"},{"type":"normal","normal":true,"ln1":2,"ln2":2,"content":"   \"name\": \"booklets-desktop\","},{"type":"del","del":true,"ln":3,"c

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{
  "expectUserResponse": true,
  "expectedInputs": [
    {
      "possibleIntents": [
        {
          "intent": "actions.intent.MAIN"
        }
      ],
      "inputPrompt": {

resistdesign

import T from 'prop-types';
import React, {Children, PureComponent} from 'react';

function getChildMapPropObject(child = {}) {
  const newProps = {};
  const {type, props: {children: propValue} = {}} = child;

  if (typeof type === 'string') {
    newProps[type] = propValue;
  }