jimbrig

Comprehensive Guide to Review and Optimize Windows Registry on Windows 11 with AI Support

This guide provides a comprehensive PowerShell script that allows you to backup, restore, analyze, and optimize your Windows Registry. Additionally, it integrates the OpenAI GPT-4 API to provide AI-powered analysis of your registry settings.

Table of Contents

1. Prepare Your System
2. Set Up OpenAI API Access
3. Enable Script Execution
4. The Enhanced Registry Optimization Script

jimbrig

Meta Prompting

In the Generative AI Age your ability to generate prompts is your ability to generate results.

Guide

Claude 3.5 Sonnet and o1 series models are recommended for meta prompting.

Replace {{user-input}} with your own input to generate prompts.

Use mp_*.txt as example user-inputs to see how to generate high quality prompts.

jimbrig

options(shiny.maxRequestSize = 5 * 1024^2)  # Limit uploads to 5 MB

library(shiny)
library(magick)
library(base64enc)
library(bslib)

# Helper function to sanitize file names
safeFileName <- function(filename) {
  gsub("[^a-zA-Z0-9_.-]", "_", filename)

jimbrig

# This is a sample R Shiny app chatbot that runs local models with an Ollama server.
# You also need Ollama installed and a ollama server running, plus at least one local model pulled.
# I hard-coded a few local models,
# If you use this, you'll want to hard code yours (including descriptions, or take those out)

# Coded with lots of LLM help + Posit's Shiny Assistant.

library(shiny)
library(shinychat)
library(bslib)

jimbrig

library(elmer)
library(tidyverse)
library(DiagrammeR)
library(glue)

code <- "starwars %>%
  group_by(species) %>%
  summarise(
    n = n(),
    mass = mean(mass, na.rm = TRUE)

jimbrig

report_date,property_id,property_name,investment_partner,total_beds,model_beds,current_occupied,current_occupancy,current_total_new,current_total_renewals,current_total_leases,current_preleased_percent,prior_total_new,prior_total_renewals,prior_total_leases,prior_preleased_percent,yoy_variance_count,yoy_variance_percent,weekly_new,weekly_renewal,weekly_total,weekly_percent_gained,beds_left,vel_90,vel_95,vel_100
2025-02-12,518041,The Academy at Frisco,AEW,640,4,634,0.990625,320,255,575,0.8984375,259,316,575,0.8984375,0,0,4,2,6,0.009375,65,2.0172413793103448,2.1293103448275863,2.2413793103448274
2025-02-12,518042,The Academy on Charles,JHU,328,4,327,0.9969512195121951,90,72,162,0.49390243902439024,124,113,237,0.7225609756097561,-75,-0.22865853658536586,1,0,1,0.003048780487804878,166,5.151724137931034,5.437931034482759,5.724137931034483
2025-02-12,518044,Shortbread Lofts,Principal,374,3,374,1,346,25,371,0.9919786096256684,333,25,358,0.9572192513368984,13,0.034759358288770054,2,0,2,0.0053475935828877,3,0.09310344

jimbrig

report_date,property_id,property_name,bldg_unit,unit_type,unit_status,floorplan_name,sqft,resident_id,resident_name,resident_email,resident_phone,resident_gender,leasing_agent,lease_id,lease_status,lease_sub_status,lease_occupancy_type,lease_term_name,lease_term_month,space_option_preferred,space_option,move_in_date,lease_start_date,lease_end_date,lease_started_on_date,lease_partially_completed_on_date,lease_completed_on_date,lease_approved_on_date,charge_code,ledger_name,deposit_charged,deposit_held,market_rent,budgeted_rent,advertised_rate,scheduled_rent,actual_charges,scheduled_rent_total
2025-02-14,739076,1008 S. 4th,212-A,B1,Notice Rented,B1,316,18106780,"Walawender, Alex",[email protected],(708) 964-3857,Male,"McClain, Jessica",R13499618,Lease Approved,,Student,Annual (08/15/2025-07/30/2026),12,Per Bedroom,Per Bedroom,2025-08-15,2025-08-15,2026-07-30,2024-10-07,2024-10-08,2024-10-08,2024-10-09,Base Rent,Resident,1015,0,925,893,1015,1015,0,1015
2025-02-14,739076,1008 S. 4th,212-B,B1,Notice Rente

jimbrig

library(shiny)
library(reactable)
library(dplyr)

ui <- fluidPage(
  actionButton(inputId = "edit",
              label = "Edit"),
  reactableOutput("table")
)

jimbrig

{
	"auth": {
		"type" : "basic"
	},
	"requestId" : 15,
	"method": {
		"name": "getLeasePickList",
		"version":"r1"
	}
}

jimbrig

report_date,property_id,property_name,bldg_unit,unit_type,resident_name,lease_status,lease_term_name,lease_start_date,lease_end_date,deposit_charged,deposit_held,market_rent,budgeted_rent,advertised_rate,scheduled_rent,actual_charges
2025-02-11,676055,Academy Lincoln,NA,D1,"Acheson, Amanda",Lease Approved,Annual (08/16/2025-07/31/2026),2025-08-16,2026-07-31,0,0,0,0,690,690,0
2025-02-11,676055,Academy Lincoln,NA,D1,"Ain, Mason",Lease Approved,Annual (08/16/2025-07/31/2026),2025-08-16,2026-07-31,715,0,0,0,690,715,0
2025-02-11,676055,Academy Lincoln,NA,D1,"Anderson, Brylie",Lease Approved,Annual (08/16/2025-07/31/2026),2025-08-16,2026-07-31,690,0,0,0,690,745,0
2025-02-11,676055,Academy Lincoln,NA,D1,"Andrews, Josiah",Lease Approved,Annual (08/16/2025-07/31/2026),2025-08-16,2026-07-31,0,0,0,0,730,705,0
2025-02-11,676055,Academy Lincoln,NA,D1,"Archbold, Dillon",Lease Approved,Annual (08/16/2025-07/31/2026),2025-08-16,2026-07-31,0,0,0,0,730,760,0
2025-02-11,676055,Academy Lincoln,NA,D1,"Armbrust, Avery",Lease Appro