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#!/usr/bin/env ruby
# frozen_string_literal: true
# CONVERGENCE CLI v3.0
# Self-bootstrapping AI assistant
#
# First run: auto-installs gems, checks for browser
# Just: chmod +x cli.rb && ./cli.rb
require "json"
require "net/http"
require "uri"
require "fileutils"
require "open3"
require "timeout"
require "digest"
# OpenBSD security hardening
PLEDGE_AVAILABLE = if RUBY_PLATFORM =~ /openbsd/
begin
require "pledge"
Pledge.pledge("stdio rpath wpath cpath inet dns proc exec prot_exec", nil) rescue nil
Pledge.unveil(ENV["HOME"], "rwc") rescue nil
Pledge.unveil("/tmp", "rwc") rescue nil
Pledge.unveil("/usr/local", "rx") rescue nil
Pledge.unveil("/etc/ssl", "r") rescue nil
Pledge.unveil(nil, nil) rescue nil
true
rescue LoadError
false
end
else
false
end
# First run detection
FIRST_RUN = !File.exist?(File.expand_path("~/.convergence_installed"))
# Suppress gem warnings during startup by redirecting stderr early
original_stderr = $stderr.dup
$stderr.reopen(File.open(File::NULL, "w")) unless ENV["DEBUG"]
# Auto-fix broken gem extensions (runs silently every startup)
broken_output = `gem list 2>&1`
broken_gems = broken_output.scan(/Ignoring (\S+) because its extensions are not built/).flatten.uniq
gems_fixed = false
broken_gems.each do |gem_name|
system("gem pristine #{gem_name} --quiet 2>/dev/null")
gems_fixed = true
end
# Restore stderr
$stderr.reopen(original_stderr) unless ENV["DEBUG"]
# If we fixed gems, recommend restart to clear warnings
if gems_fixed && !ARGV.include?("--no-restart")
warn "fixed broken gems, restarting..."
exec("ruby", $0, "--no-restart", *ARGV)
end
warn "convergence v3.0 - first run setup\n" if FIRST_RUN
# Self-bootstrap missing gems with auto-retry
def ensure_gem(name, require_as = nil)
require(require_as || name)
true
rescue LoadError
return false if ENV["NO_AUTO_INSTALL"]
2.times do |attempt|
$stderr.puts " installing #{name}..." if FIRST_RUN && attempt == 0
result = system("gem install #{name} --no-document --quiet 2>/dev/null")
if result
Gem.clear_paths
begin
require(require_as || name)
return true
rescue LoadError
next
end
end
sleep 1
end
false
end
# Check for browser
def find_browser
paths = %w[
/usr/bin/chromium
/usr/bin/chromium-browser
/usr/bin/google-chrome
/usr/bin/google-chrome-stable
/usr/local/bin/chrome
/usr/local/bin/chromium
/usr/local/chrome/chrome
]
# Platform-specific paths
case RUBY_PLATFORM
when /darwin/
paths += [
"/Applications/Google Chrome.app/Contents/MacOS/Google Chrome",
"/Applications/Chromium.app/Contents/MacOS/Chromium"
]
when /openbsd/
paths += ["/usr/local/bin/chrome", "/usr/local/bin/iridium"]
end
paths.find { |p| File.executable?(p) }
end
def check_browser
return true if find_browser
warn "\nno browser found for webchat mode"
warn "install chromium:"
case RUBY_PLATFORM
when /darwin/ then warn " brew install chromium"
when /linux/
if File.exist?("/etc/debian_version")
warn " sudo apt install chromium-browser"
elsif File.exist?("/etc/redhat-release")
warn " sudo dnf install chromium"
elsif File.exist?("/etc/arch-release")
warn " sudo pacman -S chromium"
else
warn " install chromium via your package manager"
end
when /openbsd/ then warn " doas pkg_add chromium"
when /freebsd/ then warn " sudo pkg install chromium"
end
warn "\nor set ANTHROPIC_API_KEY to use API mode instead\n"
false
end
# Bootstrap gems
TTY = ensure_gem("tty-prompt") && ensure_gem("tty-spinner") && ensure_gem("pastel")
FERRUM = ensure_gem("ferrum")
ANTHROPIC = ensure_gem("anthropic")
# Mark first run complete
if FIRST_RUN
FileUtils.touch(File.expand_path("~/.convergence_installed"))
warn "setup complete\n"
end
# Validate we have a working backend
unless ANTHROPIC && ENV["ANTHROPIC_API_KEY"]&.start_with?("sk-ant-")
unless FERRUM && check_browser
warn "error: no backend available"
warn "either:"
warn " 1. install chromium for free webchat mode"
warn " 2. set ANTHROPIC_API_KEY for API mode"
exit 1
end
end
# Logging
module Log
def self.out(level, msg, **ctx)
return if level == :debug && !ENV["DEBUG"]
entry = { t: Time.now.strftime("%H:%M:%S"), l: level, m: msg }.merge(ctx)
$stderr.puts JSON.generate(entry) if ENV["LOG_JSON"]
end
def self.info(msg, **ctx) = out(:info, msg, **ctx)
def self.warn(msg, **ctx) = out(:warn, msg, **ctx)
def self.error(msg, **ctx) = out(:error, msg, **ctx)
def self.debug(msg, **ctx) = out(:debug, msg, **ctx)
end
# UI - minimal, no decorations, follows NN heuristics
module UI
extend self
def init
@pastel = TTY ? Pastel.new : nil
@prompt = TTY ? TTY::Prompt.new : nil
end
def puts(text = "") = Kernel.puts(text)
def c(style, text) = @pastel ? @pastel.send(style, text) : text
def banner(mode)
puts "convergence v3.0"
puts "mode: #{mode}"
puts "security: #{PLEDGE_AVAILABLE ? "pledge+unveil" : "standard"}" if RUBY_PLATFORM =~ /openbsd/
puts "type /help for commands\n\n"
end
def prompt
TTY ? @prompt.ask(">", required: false)&.strip : (print "> "; $stdin.gets&.chomp)
end
def thinking(msg = "thinking")
if TTY
s = TTY::Spinner.new("#{msg}...", format: :dots)
s.auto_spin
yield.tap { s.success("") }
else
print "#{msg}... "
yield.tap { puts "done" }
end
rescue => e
s&.error("") if TTY
raise
end
def response(text) = puts("\n#{text}\n")
def error(msg) = puts(c(:red, "error: #{msg}"))
def status(msg) = puts(c(:dim, msg))
def confirm(msg) = TTY ? @prompt.yes?(msg) : (print "#{msg} [y/N] "; $stdin.gets&.strip&.downcase == "y")
end
# Webchat - browser automation for free AI access
class WebChat
PROVIDERS = {
"lmsys" => { url: "https://chat.lmsys.org", input: 'textarea[placeholder*="Type"], textarea[data-testid="textbox"]', response: '.message.bot, .chatbot .bot' },
"chatgpt" => { url: "https://chatgpt.com", input: 'textarea#prompt-textarea', response: '.markdown, [data-message-author-role="assistant"]' },
"claude" => { url: "https://claude.ai", input: 'div[contenteditable="true"]', response: '.font-claude-message' },
"deepseek" => { url: "https://chat.deepseek.com", input: 'textarea#chat-input', response: '.markdown-body, .ds-markdown' },
"gemini" => { url: "https://gemini.google.com", input: 'rich-textarea, textarea', response: '.model-response' },
"grok" => { url: "https://grok.x.ai", input: 'textarea[placeholder*="Ask"]', response: '[data-testid="message-content"]' },
"glm" => { url: "https://chatglm.cn", input: 'textarea.chat-input', response: '.message-content' },
"huggingchat" => { url: "https://huggingface.co/chat", input: 'textarea[placeholder*="Ask"]', response: '.prose' },
"perplexity" => { url: "https://perplexity.ai", input: 'textarea', response: '.prose' },
"copilot" => { url: "https://copilot.microsoft.com", input: 'textarea', response: '.response-message' },
"poe" => { url: "https://poe.com", input: 'textarea', response: '.Message_botMessageBubble' }
}
FALLBACK_ORDER = %w[lmsys huggingchat deepseek chatgpt perplexity]
attr_reader :provider
def self.connect_with_fallback(preferred = "lmsys")
providers_to_try = [preferred] + (FALLBACK_ORDER - [preferred])
last_error = nil
providers_to_try.each do |p|
next unless PROVIDERS[p]
begin
return new(p)
rescue => e
last_error = e
$stderr.puts "#{p} failed, trying next..." if ENV["DEBUG"]
end
end
raise last_error || "all providers failed"
end
def initialize(provider = "lmsys", retries: 2)
@provider = provider
@cfg = PROVIDERS[provider] || PROVIDERS["lmsys"]
@retries = retries
connect_browser
end
def send(text)
with_retry do
el = find(@cfg[:input]) or raise "input not found"
el.focus
el.type(text)
sleep 0.2
el.type(:Enter)
wait_response
end
end
def quit = @browser&.quit
private
def connect_browser
with_retry do
browser_path = find_browser
@browser = Ferrum::Browser.new(
headless: true,
timeout: 120,
process_timeout: 120,
browser_path: browser_path,
browser_options: { "no-sandbox": nil, "disable-gpu": nil, "disable-dev-shm-usage": nil }
)
@page = @browser.create_page
@page.go_to(@cfg[:url])
wait_ready
end
end
def with_retry(attempts = @retries)
tries = 0
begin
tries += 1
yield
rescue => e
if tries <= attempts
sleep(tries * 2)
retry
end
raise
end
end
def find(selectors)
selectors.split(", ").each { |s| (el = @page.at_css(s) rescue nil) and return el }
nil
end
def wait_ready(timeout = 30)
deadline = Time.now + timeout
until find(@cfg[:input]) or Time.now > deadline
sleep 0.5
end
end
def wait_response(timeout = 90)
deadline, last, stable = Time.now + timeout, "", 0
loop do
raise "timeout waiting for response" if Time.now > deadline
elements = @page.css(@cfg[:response]) rescue []
if elements.any?
current = elements.last.text.strip
if current == last && !current.empty?
return current.sub(/^(Model [AB]?:?\s*|Response:?\s*)/i, "").strip if (stable += 1) >= 3
else
stable, last = 0, current
end
end
sleep 1
end
end
end
# API Client - Anthropic Claude
class APIClient
def initialize(tools = [])
@client = Anthropic::Client.new(api_key: ENV["ANTHROPIC_API_KEY"])
@messages = []
@tools = tools
@model = ENV["CLAUDE_MODEL"] || "claude-sonnet-4-20250514"
@pending_tool_calls = []
end
def send(text, auto_tools: false)
@messages << { role: "user", content: text }
call_api(auto_tools)
end
def process_tool_results(results)
@messages << { role: "user", content: results }
call_api(false)
end
def pending_tools? = @pending_tool_calls.any?
def pending_tools = @pending_tool_calls
private
def call_api(auto_tools)
params = { model: @model, max_tokens: 8192, messages: @messages }
params[:tools] = @tools.flat_map { |t| t.class.schema } if @tools.any?
response = @client.messages(**params)
content = response["content"]
@messages << { role: "assistant", content: content }
tool_blocks = content.select { |c| c["type"] == "tool_use" }
if tool_blocks.any?
@pending_tool_calls = tool_blocks
return "[tool calls pending - approve with /yes or /no]" unless auto_tools
execute_tools
else
@pending_tool_calls = []
content.map { |c| c["text"] }.compact.join("\n")
end
end
def execute_tools
results = @pending_tool_calls.map do |tc|
tool = @tools.find { |t| t.class.schema.any? { |s| s[:name] == tc["name"] } }
result = tool ? tool.send(tc["name"], **tc["input"].transform_keys(&:to_sym)) : { error: "unknown tool" }
{ type: "tool_result", tool_use_id: tc["id"], content: JSON.generate(result) }
end
@pending_tool_calls = []
process_tool_results(results)
end
end
# Tools
module ToolDSL
def self.extended(base)
base.instance_variable_set(:@schema, [])
end
def tool(name, desc, props = {}, required = [])
@schema << { name: name.to_s, description: desc,
input_schema: { type: "object", properties: props, required: required.map(&:to_s) } }
end
def schema = @schema
end
class ShellTool
extend ToolDSL
tool :shell, "Execute shell command", { command: { type: "string", description: "command" } }, [:command]
BLOCKED = %w[sudo rm -rf passwd shadow python bash sed awk tr wc head tail find]
def shell(command:)
BLOCKED.each { |b| return { error: "blocked: #{b} (master.yml)" } if command =~ /\b#{Regexp.escape(b)}\b/ }
shell_path = ["/usr/local/bin/zsh", "/bin/zsh", "/bin/ksh", ENV["SHELL"]].find { |s| s && File.executable?(s) } || "/bin/sh"
stdout, stderr, status = Open3.capture3(shell_path, "-c", command)
{ stdout: stdout[0..4000], stderr: stderr[0..1000], exit: status.exitstatus }
rescue => e
{ error: e.message }
end
end
class FileTool
extend ToolDSL
tool :read_file, "Read file", { path: { type: "string" } }, [:path]
tool :write_file, "Write file", { path: { type: "string" }, content: { type: "string" } }, [:path, :content]
tool :list_dir, "List directory", { path: { type: "string" } }, [:path]
ALLOWED = [ENV["HOME"], Dir.pwd, "/tmp"].compact
def read_file(path:)
return { error: "outside allowed paths" } unless allowed?(path)
return { error: "not found" } unless File.exist?(path)
{ content: File.read(path)[0..50000], size: File.size(path) }
rescue => e
{ error: e.message }
end
def write_file(path:, content:)
return { error: "outside allowed paths" } unless allowed?(path)
File.write(path, content)
{ ok: true, size: content.bytesize }
rescue => e
{ error: e.message }
end
def list_dir(path:)
return { error: "outside allowed paths" } unless allowed?(path)
entries = Dir.entries(path).reject { |e| e.start_with?(".") }.map do |e|
full = File.join(path, e)
{ name: e, type: File.directory?(full) ? "dir" : "file", size: File.size?(full) }
end
{ entries: entries.sort_by { |e| [e[:type] == "dir" ? 0 : 1, e[:name]] } }
rescue => e
{ error: e.message }
end
private
def allowed?(path)
expanded = File.expand_path(path)
ALLOWED.any? { |a| expanded.start_with?(File.expand_path(a)) }
end
end
# RAG - Retrieval Augmented Generation
class RAG
def initialize
@chunks = []
@embeddings = {}
@provider = detect_provider
end
def ingest(path)
return ingest_dir(path) if File.directory?(path)
return 0 unless File.file?(path)
text = File.read(path) rescue nil
return 0 unless text
chunks = chunk_text(text, source: path)
chunks.each do |chunk|
vec = embed(chunk[:text])
next unless vec
@chunks << chunk
@embeddings[chunk[:id]] = vec
end
chunks.size
end
def search(query, k: 5)
return [] if @chunks.empty?
qvec = embed(query)
return [] unless qvec
scored = @chunks.map do |c|
vec = @embeddings[c[:id]]
next unless vec
{ chunk: c, score: cosine(qvec, vec) }
end.compact
scored.sort_by { |s| -s[:score] }.first(k)
end
def augment(query, k: 3)
results = search(query, k: k)
return query if results.empty?
context = results.map { |r| r[:chunk][:text] }.join("\n\n")
"Context:\n#{context}\n\nQuestion: #{query}"
end
def stats = { chunks: @chunks.size, provider: @provider }
def clear = (@chunks = []; @embeddings = {})
def enabled? = @provider != :none
private
def detect_provider
return :openai if ENV["OPENAI_API_KEY"]
return :local if system("curl -s http://localhost:11434/api/tags > /dev/null 2>&1")
:none
end
def embed(text)
case @provider
when :openai then embed_openai(text)
when :local then embed_ollama(text)
else nil
end
end
def embed_openai(text)
uri = URI("https://api.openai.com/v1/embeddings")
http = Net::HTTP.new(uri.host, uri.port)
http.use_ssl = true
req = Net::HTTP::Post.new(uri)
req["Authorization"] = "Bearer #{ENV["OPENAI_API_KEY"]}"
req["Content-Type"] = "application/json"
req.body = JSON.generate(model: "text-embedding-3-small", input: text)
res = http.request(req)
return nil unless res.code == "200"
JSON.parse(res.body).dig("data", 0, "embedding")
rescue
nil
end
def embed_ollama(text)
uri = URI("http://localhost:11434/api/embeddings")
http = Net::HTTP.new(uri.host, uri.port)
req = Net::HTTP::Post.new(uri)
req["Content-Type"] = "application/json"
req.body = JSON.generate(model: "nomic-embed-text", prompt: text)
res = http.request(req)
return nil unless res.code == "200"
JSON.parse(res.body)["embedding"]
rescue
nil
end
def chunk_text(text, source: nil, size: 500)
paragraphs = text.split(/\n{2,}/)
chunks, current, idx = [], "", 0
paragraphs.each do |p|
p = p.strip
next if p.empty?
if current.length + p.length < size
current += (current.empty? ? "" : "\n\n") + p
else
chunks << make_chunk(current, source, idx) unless current.empty?
idx += 1
current = p
end
end
chunks << make_chunk(current, source, idx) unless current.empty?
chunks
end
def make_chunk(text, source, idx)
{ id: "#{idx}_#{Digest::MD5.hexdigest(text)[0..7]}", text: text, source: source, idx: idx }
end
def cosine(a, b)
return 0 unless a&.size == b&.size
dot = a.zip(b).sum { |x, y| x * y }
mag_a = Math.sqrt(a.sum { |x| x * x })
mag_b = Math.sqrt(b.sum { |x| x * x })
mag_a.zero? || mag_b.zero? ? 0 : dot / (mag_a * mag_b)
end
def ingest_dir(path)
count = 0
Dir.glob(File.join(path, "**", "*")).each do |f|
next unless File.file?(f)
next unless %w[.txt .md .rb .yml .json .html].include?(File.extname(f).downcase)
count += ingest(f)
end
count
end
end
# Agent - enables file ops in webchat mode via response parsing
class Agent
SYSTEM_PROMPT = <<~PROMPT
You have access to these tools. Use XML tags to invoke them:
<read_file path="/path/to/file"/>
<write_file path="/path/to/file">content here</write_file>
<shell>command here</shell>
<list_dir path="/path/to/dir"/>
<task_complete>summary of what was done</task_complete>
Always use absolute paths. Wait for tool results before continuing.
When task is done, use <task_complete> to signal completion.
PROMPT
def initialize(tools)
@tools = tools
@shell = tools.find { |t| t.is_a?(ShellTool) }
@file = tools.find { |t| t.is_a?(FileTool) }
@max_iterations = 10
end
def wrap_prompt(user_input)
"#{SYSTEM_PROMPT}\n\nUser request: #{user_input}"
end
def parse_and_execute(response)
results = []
# Parse read_file
response.scan(/<read_file\s+path="([^"]+)"\s*\/>/).each do |match|
path = match[0]
result = @file.read_file(path: path)
results << { tool: "read_file", path: path, result: result }
end
# Parse write_file
response.scan(/<write_file\s+path="([^"]+)">(.*?)<\/write_file>/m).each do |match|
path, content = match
result = @file.write_file(path: path, content: content)
results << { tool: "write_file", path: path, result: result }
end
# Parse shell
response.scan(/<shell>(.*?)<\/shell>/m).each do |match|
command = match[0].strip
result = @shell.shell(command: command)
results << { tool: "shell", command: command, result: result }
end
# Parse list_dir
response.scan(/<list_dir\s+path="([^"]+)"\s*\/>/).each do |match|
path = match[0]
result = @file.list_dir(path: path)
results << { tool: "list_dir", path: path, result: result }
end
# Check for task complete
complete = response.match(/<task_complete>(.*?)<\/task_complete>/m)
{ results: results, complete: !!complete, summary: complete&.[](1) }
end
def format_results(parsed)
return nil if parsed[:results].empty?
parsed[:results].map do |r|
output = r[:result].is_a?(Hash) ? JSON.generate(r[:result]) : r[:result].to_s
"[#{r[:tool]}] #{output[0..500]}"
end.join("\n\n")
end
end
# Main CLI
class CLI
HELP = <<~H
/help show commands
/mode show current mode
/provider X switch webchat provider (lmsys, chatgpt, deepseek, claude, gemini, grok, glm, huggingchat, perplexity, copilot, poe)
/tools list available tools (API mode only)
/yes approve pending tool calls
/no reject pending tool calls
/agent toggle agent mode (file/shell ops in webchat with auto-iteration)
/ingest PATH add files to knowledge base
/search QUERY search knowledge base
/rag toggle RAG augmentation
/rag-stats show RAG statistics
/fix repair broken gem extensions
/clear clear conversation
exit quit
cli args: --fix-gems, --version, --help
H
def initialize
UI.init
@mode = detect_mode
@provider = "lmsys"
@client = nil
@tools = [ShellTool.new, FileTool.new]
@rag = RAG.new
@rag_enabled = false
@agent = Agent.new(@tools)
@agent_enabled = false
end
def run
UI.banner(mode_label)
connect
loop do
input = UI.prompt
break if input.nil? || input =~ /^(exit|quit|bye)$/i
next if input.strip.empty?
input.start_with?("/") ? command(input) : message(input)
end
UI.status("session ended")
ensure
@client.quit if @client.is_a?(WebChat)
end
private
def detect_mode
return :api if ANTHROPIC && ENV["ANTHROPIC_API_KEY"]&.start_with?("sk-ant-")
return :webchat if FERRUM
:none
end
def mode_label
case @mode
when :api then "api (#{ENV["CLAUDE_MODEL"] || "claude-sonnet-4-20250514"})"
when :webchat then "webchat/#{@provider}"
else "unavailable"
end
end
def connect
case @mode
when :api
@client = APIClient.new(@tools)
UI.status("connected to API")
when :webchat
@client = UI.thinking("connecting") { WebChat.connect_with_fallback(@provider) }
@provider = @client.provider
UI.status("connected to #{@provider}")
else
UI.error("no backend - install ferrum gem or set ANTHROPIC_API_KEY")
exit 1
end
rescue => e
UI.error("connection failed: #{e.message}")
exit 1
end
def command(input)
parts = input.split(/\s+/, 2)
cmd, arg = parts[0], parts[1]
case cmd
when "/help" then UI.puts(HELP)
when "/mode" then UI.status(mode_label)
when "/clear" then system("clear") || system("cls")
when "/tools"
if @mode == :api
@tools.each { |t| t.class.schema.each { |s| UI.puts("#{s[:name]}: #{s[:description]}") } }
else
UI.status("tools only available in API mode")
end
when "/yes" then approve_tools(true)
when "/no" then approve_tools(false)
when "/provider" then switch_provider(arg)
when "/ingest" then rag_ingest(arg)
when "/search" then rag_search(arg)
when "/rag" then toggle_rag
when "/rag-stats" then UI.puts(@rag.stats.map { |k, v| "#{k}: #{v}" }.join(", "))
when "/fix" then fix_gems
when "/agent" then toggle_agent
else UI.error("unknown command, try /help")
end
end
def message(text)
text = @rag.augment(text) if @rag_enabled && @rag.stats[:chunks] > 0
if @agent_enabled && @mode == :webchat
agent_loop(text)
else
response = UI.thinking { @client.send(text) }
UI.response(response)
show_pending_tools if @mode == :api && @client.pending_tools?
end
rescue => e
if @mode == :webchat && e.message =~ /timeout|not found|failed/i
UI.status("reconnecting...")
@client&.quit rescue nil
@client = WebChat.connect_with_fallback(@provider)
@provider = @client.provider
UI.status("reconnected to #{@provider}, please retry")
else
UI.error(e.message)
end
end
def agent_loop(task)
prompt = @agent.wrap_prompt(task)
iteration = 0
loop do
iteration += 1
UI.status("iteration #{iteration}")
if iteration > 10
UI.status("max iterations reached")
break
end
response = UI.thinking("thinking") { @client.send(prompt) }
UI.response(response)
parsed = @agent.parse_and_execute(response)
if parsed[:complete]
UI.status("task complete: #{parsed[:summary]}")
break
end
if parsed[:results].empty?
UI.status("no tools invoked, waiting for next instruction")
break
end
# Show what was executed
parsed[:results].each do |r|
UI.status("executed: #{r[:tool]}")
end
# Feed results back for next iteration
results_text = @agent.format_results(parsed)
prompt = "Tool results:\n#{results_text}\n\nContinue with the task. Use <task_complete> when done."
end
end
def show_pending_tools
@client.pending_tools.each do |tc|
UI.puts("tool: #{tc["name"]}")
UI.puts("input: #{tc["input"].to_json}")
end
UI.status("approve with /yes or reject with /no")
end
def approve_tools(approved)
return UI.status("no pending tools") unless @mode == :api && @client.pending_tools?
if approved
response = UI.thinking("executing") { @client.process_tool_results(execute_pending) }
UI.response(response)
else
UI.status("tools rejected")
end
end
def execute_pending
@client.pending_tools.map do |tc|
tool = @tools.find { |t| t.class.schema.any? { |s| s[:name] == tc["name"] } }
result = tool ? tool.send(tc["name"], **tc["input"].transform_keys(&:to_sym)) : { error: "unknown" }
{ type: "tool_result", tool_use_id: tc["id"], content: JSON.generate(result) }
end
end
def switch_provider(name)
unless name
UI.puts("providers: #{WebChat::PROVIDERS.keys.join(", ")}")
return
end
unless WebChat::PROVIDERS[name]
UI.error("unknown provider: #{name}")
return
end
return UI.status("provider switching only in webchat mode") unless @mode == :webchat
@client&.quit
@provider = name
UI.thinking("connecting to #{name}") { @client = WebChat.new(name) }
UI.status("switched to #{name}")
end
def rag_ingest(path)
return UI.error("usage: /ingest PATH") unless path
return UI.error("embeddings not available - set OPENAI_API_KEY or run ollama") unless @rag.enabled?
expanded = File.expand_path(path)
count = UI.thinking("ingesting") { @rag.ingest(expanded) }
UI.status("added #{count} chunks")
end
def rag_search(query)
return UI.error("usage: /search QUERY") unless query
results = @rag.search(query, k: 5)
if results.empty?
UI.status("no results")
else
results.each_with_index do |r, i|
UI.puts("#{i + 1}. [#{r[:score].round(3)}] #{r[:chunk][:source]}")
UI.puts(" #{r[:chunk][:text][0..150]}...")
end
end
end
def toggle_rag
@rag_enabled = !@rag_enabled
UI.status("RAG augmentation #{@rag_enabled ? "enabled" : "disabled"}")
UI.status("knowledge base empty, use /ingest first") if @rag_enabled && @rag.stats[:chunks] == 0
end
def toggle_agent
@agent_enabled = !@agent_enabled
UI.status("agent mode #{@agent_enabled ? "enabled" : "disabled"}")
UI.status("agent enables file/shell ops in webchat mode with auto-iteration") if @agent_enabled
end
def fix_gems
broken = `gem list 2>&1`.scan(/Ignoring (\S+) because its extensions are not built/).flatten.uniq
if broken.empty?
UI.status("no broken gems")
else
broken.each do |g|
UI.status("fixing #{g}...")
system("gem pristine #{g} --quiet")
end
UI.status("done, restart cli for changes to take effect")
end
end
end
# Entry point with CLI args
if __FILE__ == $0
case ARGV[0]
when "--version", "-v"
puts "convergence v3.0"
when "--fix-gems"
warn "fixing broken gems..."
broken = `gem list 2>&1`.scan(/Ignoring (\S+) because its extensions are not built/).flatten.uniq
if broken.empty?
puts "no broken gems found"
else
broken.each { |g| puts " fixing #{g}..."; system("gem pristine #{g}") }
puts "done"
end
when "--help", "-h"
puts <<~USAGE
convergence v3.0 - self-bootstrapping AI CLI
usage:
./cli.rb start interactive session
./cli.rb --fix-gems repair broken gem extensions
./cli.rb --version show version
./cli.rb --help show this help
environment:
ANTHROPIC_API_KEY use API mode (faster, tools)
OPENAI_API_KEY enable RAG embeddings
NO_AUTO_INSTALL skip automatic gem installation
DEBUG enable debug logging
USAGE
else
CLI.new.run
end
end

master.yml

GitHub Copilot CLI (Claude Sonnet 4.5)

# master.yml — LLM Configuration Framework
# Version: 72.2.0
# CRITICAL: Read this ENTIRE file before responding to ANY user request
# This file is NORMATIVE - you MUST adhere to ALL principles herein
# Updated: 2025-12-19 - Added VPS infrastructure and Falcon web server gotchas

# === BOOTSTRAP PROTOCOL (MANDATORY) ===
# Step 1: Read entire file from ~/pub/master.yml
# Step 2: Verify version >=72.0.0 <73.0.0
# Step 3: Internalize all sections into working memory
# Step 4: Activate adherence enforcement protocols
# Step 5: Confirm: "master.yml v72.1.0 loaded, enforcement: strict"

# === IMMEDIATE MANDATES (NON-NEGOTIABLE) ===
immediate_mandates:
  golden_rule: "PRESERVE_THEN_IMPROVE_NEVER_BREAK"
  
  tool_usage:
    mandate: "use native file tools (view, edit, create, grep, glob) NOT shell commands"
    prohibited_tools: [powershell, bash, python, sed, awk, tr, wc, head, tail, cut, find, sudo]
    allowed_tools: [ruby, zsh, git, grep, cat, sort, npm, bundle, rails, rake]
    context: "launched from Cygwin/Zsh via GitHub Copilot CLI"
    violation_response: "immediate correction required"
  
  communication:
    brevity: extreme
    rationale: "user has vision challenges"
    success_pattern: "silent — report only failures or requested output"
    banned_formatting: [decorations, ascii boxes, excessive headers, ornamental separators]
  
  file_operations:
    anti_sprawl: true
    banned_outputs: [summary.md, analysis.md, report.md, todo.md, notes.md, readme.md, changelog.md]
    mandate: "edit existing files directly, no temporary files"

meta:
  golden_rule: PRESERVE_THEN_IMPROVE_NEVER_BREAK
  philosophy: pragmatic development, token efficiency, zero sprawl
  canonical_path: ~/pub/master.yml

stack:
  languages: [ruby, zsh]
  framework: Rails 8+ with Solid stack (Queue, Cache, Cable)
  os: OpenBSD 7.6+
  shell: zsh (ksh acceptable)
  forbidden:
    tools: [python, bash, sed, awk, tr, wc, head, tail, cut, find, sudo, powershell]
    rationale: use zsh parameter expansion, doas, rcctl instead

principles:
  priority_0_non_negotiable:
    zsh_native_first:
      rule: pure parameter expansion, no external forks
      why: single grammar, zero process overhead, token efficiency
    
    openbsd_native:
      rule: base system tools only, no GNU alternatives
      why: reduced attack surface, audited code, consistency
    
    preserve_then_improve:
      rule: never break working code
      why: golden rule — stability before features

  priority_1_structural:
    chestertons_fence: understand before removing
    pareto: 80% value from 20% effort
    galls_law: complex systems evolve from simple ones
    occams_razor: simpler solution usually correct

  priority_2_code_quality:
    single_responsibility: one reason to change
    small_functions: under 10 lines ideal, max 20
    meaningful_names: names reveal intent
    dry: single source of truth
    kiss: no unnecessary complexity
    yagni: don't build what you don't need
    tell_dont_ask: tell objects what to do, don't query then act
    boy_scout: leave code cleaner than found
    stepdown: most important code first, details below
    law_of_demeter: talk only to immediate collaborators

  priority_3_solid:
    S: (see single_responsibility above)
    O: open for extension, closed for modification
    L: subtypes substitutable for base types
    I: many specific interfaces over one general
    D: depend on abstractions, not concretions

  priority_4_security:
    least_privilege: minimum permissions required
    defense_in_depth: multiple security layers
    validate_input: never trust external data
    
  priority_5_testing:
    test_pyramid: many unit, some integration, few e2e
    test_isolation: independent, no shared state
    measure_first: profile before optimizing

ruby:
  frozen_string_literal: true always
  keyword_arguments: for methods with 2+ params
  safe_navigation: "&." over nil checks
  string_interpolation: "#{}" over concatenation
  blocks: "{}" for one-line, "do/end" for multi-line
  small_methods: extract till you drop
  structure: public → private → implementation (see stepdown principle)

rails:
  doctrine:
    convention_over_configuration: sensible defaults
    programmer_happiness: optimize for developer joy
    sharp_knives: trust developers with power
    integrated_systems: use Rails stack, avoid frankenstack
    monolith_first: extract services when team >15
    beautiful_code: readable, maintainable, expressive
  
  stack:
    queues: Solid Queue
    cache: Solid Cache  
    websockets: Solid Cable
    frontend: Hotwire, Turbo, Stimulus
    avoid: React/Vue/Angular unless required

html_css:
  semantic_html: elements for meaning, not appearance
  no_divitis: max 2 wrapper divs
  modern_layout: flexbox, grid, container queries — no floats
  css_variables: define colors/spacing/fonts in :root
  mobile_first: base styles mobile, @media for desktop
  accessibility: aria labels, keyboard nav, 4.5:1 contrast

ui_heuristics:
  visibility: keep users informed via feedback
  match_real_world: speak user's language
  user_control: allow undo, confirm destructive actions
  consistency: same action = same outcome
  error_prevention: better than error messages
  recognition_over_recall: show options, don't require memory
  flexibility: shortcuts for experts, simple for novices
  minimalist: only relevant information

zsh:
  case:
    lowercase: "${(L)var}"
    uppercase: "${(U)var}"
  
  substitution:
    replace_all: "${var//pattern/replacement}"
    remove_prefix: "${var#pattern}"
    remove_suffix: "${var%pattern}"
    remove_crlf: "${var//$'\\r'/}"
  
  whitespace:
    trim: "${${var##[[:space:]]#}%%[[:space:]]#}"
  
  arrays:
    split: "arr=( ${(s:delim:)var} )"
    join: "joined=${(j:,:)arr}"
    unique: "unique=( ${(u)arr} )"
    sort_asc: "sorted=( ${(o)arr} )"
    sort_desc: "sorted=( ${(O)arr} )"
    filter_match: "matches=( ${(M)arr:#*pattern*} )"
    filter_exclude: "non=( ${arr:#*pattern*} )"
    length: "${#arr}"
    slice_first: "${arr[1,10]}"
    slice_last: "${arr[-5,-1]}"
    field: "${${(s:,:)line}[4]}"
  
  globs:
    recursive: "**/*.rb"
    no_error: "**/*.rb(N)"
    files_only: "**/*.rb(N.)"
    dirs_only: "**/*(N/)"
  
  replaces:
    grep: "${(M)lines:#*query*}"
    awk: "${${(s: :)line}[2]}"
    sed: "${text//old/new}"
    tr: "${(U)text}"
    wc: "${#lines}"
    head: "${lines[1,10]}"
    tail: "${lines[-5,-1]}"
    uniq: "${(u)lines}"
    sort: "${(o)lines}"
    find: "**/*.ext(N.)"

openbsd:
  vps:
    provider: OpenBSD Amsterdam
    host: server27.openbsd.amsterdam
    vm_name: vm08
    ipv4: 185.52.176.18
    ipv6: 2a03:6000:76f1:608::18
    gateway_ipv4: 185.52.176.1
    gateway_ipv6: 2a03:6000:76f1:608::1
    ssh_user: dev
    ssh_keys: [id_rsa, id_ed25519]
    working_key: id_rsa
    console_access: "ssh -i ~/.ssh/id_rsa -p 31415 [email protected]"
    console_command: "vmctl console vm08"
    console_exit: "~~."
    version: OpenBSD 7.7
    deployed_script: openbsd.sh v338.0.0
    deployment_date: 2025-12-10
    
  services:
    tool: rcctl
    enable: "doas rcctl enable service"
    start: "doas rcctl start service"
    restart: "doas rcctl restart service"
    check: "doas rcctl check service"
    list: "doas rcctl ls on"
  
  packages:
    install: "doas pkg_add package"
    search: "pkg_info -Q term"
    list: "pkg_info"
    update: "doas pkg_add -u"
  
  security:
    privilege: doas (never sudo)
    patches: "doas syspatch"
    firewall: pf
    reload_pf: "doas pfctl -f /etc/pf.conf"
    show_rules: "doas pfctl -s rules"
  
  web_server_architecture:
    external: relayd (TLS termination, reverse proxy)
    internal: falcon (async HTTP server, bin/rails s equivalent)
    flow: "Internet → Relayd (443) → Falcon (10001-11006) → Rails app"
    
  falcon_web_server:
    purpose: "async HTTP server for Rails apps (replaces Puma/Unicorn)"
    command: "falcon serve -c config/falcon.rb"
    rc_d_issue: "env -S flag not supported on OpenBSD"
    shebang_broken: "#!/usr/bin/env -S falcon host"
    shebang_fix_needed: "remove -S flag or use explicit falcon command"
    rc_d_pattern: |
      daemon="/usr/local/bin/falcon"
      daemon_flags="serve -c /home/app/app/config/falcon.rb"
      daemon_user="app"
      daemon_execdir="/home/app/app"
      pexp="falcon serve.*app/config/falcon.rb"
    note: "falcon not found on VPS - check gem installation or use bundle exec"

token_economics:
  core_argument: |
    Zsh parameter expansion vs external tools:
    - Single grammar vs multiple (sed/awk/tr each have syntax)
    - Zero forks vs N process spawns
    - Local reasoning vs cross-process state
    - Surgical edits vs full rewrites on iteration
  
  cost_multiplier:
    external_pipeline: 3-5x tokens (explain, debug, iterate)
    zsh_native: 1x tokens
  
  iteration_savings:
    external: modification requires full rewrite
    zsh: one flag change, surgical edit
    
  runtime:
    external: fork + exec + pipe buffer per command
    zsh: in-memory, zero-copy
    speedup: 10-50x on loops

enforcement:
  gates:
    description: must pass, block violations
    items:
      - yaml_parse_errors: 0
      - banned_tools_violations: 0
      - tests_pass_rate: 1.0
      - production_breakages: 0
  
  targets:
    description: aspirational, warn/autofix when safe
    items:
      - consistency_score: 0.98
      - coverage: 0.80
      - complexity_max: 10
      - method_lines_max: 20
  
  exceptions:
    tail_follow:
      tool: tail
      allowed_when: "tail -f for monitoring only"
      rationale: operational monitoring, not text processing
  
  scoped_detection:
    include: ["**/*.zsh", "**/*.rb", "scripts/**", ".github/workflows/**"]
    exclude: ["**/*.md", "**/*.yml", "docs/**"]

projects:
  infrastructure:
    deployment_script: ~/pub/openbsd/openbsd.sh
    version: v338.0.0
    apps_count: 7
    domains_count: 48
    architecture: "Internet → PF → Relayd (TLS) → Falcon → Rails 8"
    two_phase_deployment:
      pre_point: "infrastructure + DNS (before domains point)"
      post_point: "TLS + reverse proxy (after DNS propagation)"
    apps:
      brgen: {port: 11006, domains: 40}
      amber: {port: 10001, domains: 1}
      blognet: {port: 10002, domains: 6}
      bsdports: {port: 10003, domains: 1}
      hjerterom: {port: 10004, domains: 1}
      privcam: {port: 10005, domains: 1}
      pubattorney: {port: 10006, domains: 2}
    
  rails_apps:
    location: ~/pub/rails/
    count: 15
    shared_modules: 22
    testing: RSpec for unit, system tests for UI
    database: PostgreSQL preferred, SQLite for small
    background: Solid Queue
    frontend: Hotwire (Turbo + Stimulus)
    auth: Rails 8 built-in authentication
    solid_stack_integrated: true
    redis_optional: true
  
  business_plans:
    format: single HTML with embedded CSS/JS acceptable
    structure: executive summary first, then details
    charts: Chart.js with accessible data tables
    print: test layout, include page breaks
  
  creative_writing:
    format: Markdown or plain text
    organization: chapter files in folders
    metadata: YAML frontmatter for titles, dates
    backup: Git for version control

large_html_documents:
  rationale: business plans, presentations require inline CSS/JS
  
  inline_css:
    organization: CSS variables → resets → layout → components
    variables: "define colors/spacing/fonts in :root"
    layout: flexbox, grid, container queries — no floats
    print: "@media print with page breaks, hide non-essential"
  
  inline_js:
    production: minified, single line, no whitespace
    development: readable, commented, spaced
    structure: config → utils → classes → init → events
    safety: check element existence before manipulation
    cleanup: track timers, clear on beforeunload

workflow:
  assess: understand current state
  plan: smallest direct path
  execute: build then refactor
  verify: ensure no regressions

rules:
  always:
    - keep codebase functional
    - edit files directly
    - use ruby/zsh appropriately
    - follow project conventions
  
  never:
    - create analysis/summary files
    - break without immediate fix
    - use banned tools
    - add ornamental comments

convergence:
  enabled: true
  mandate: "auto-iterate until no violations remain"
  max_iterations: 100
  improvement_threshold: 0.001
  
  algorithm:
    1: "scan for violations and improvement opportunities"
    2: "generate fixes for all issues found"
    3: "apply fixes with rollback safety"
    4: "verify fixes didn't introduce new issues"
    5: "measure improvement delta"
    6: "IF delta > threshold GOTO step 1"
    7: "IF delta < threshold CONVERGED"
  
  strategies: [flesh_out, refine, streamline, polish, optimize, secure, align]

deep_trace:
  enabled: true
  style: "OpenBSD dmesg-inspired output"
  format: "[timestamp] component: message"
  components: [master.yml, cpu0, mem0, detector0-9, autofix0-9, convergence, verify0]
  levels: [Gray, Green, Yellow, Red, Cyan]

workflow_hacks:
  parallel_processing: {enabled: true, max_workers: 8, batch_size: 100}
  incremental_validation: {enabled: true, cache_valid_sections: true, speedup: "10x on large files"}
  smart_diffing: {enabled: true, algorithm: "Myers diff with semantic awareness"}
  lazy_loading: {enabled: true, load_on_demand: true, sections: [examples, references]}
  memoization: {enabled: true, cache_detections: true, cache_fixes: true, ttl: "1 hour"}

cli_integration:
  purpose: "unified config for all LLM CLI tools enforcing master.yml principles"
  
  shell_enforcement:
    required: zsh
    forbidden: [bash, powershell, cmd, sh]
    rationale: "single grammar, Zsh parameter expansion, token efficiency"
  
  claude_code_cli:
    settings_path: "~/.claude/settings.local.json"
    permissions: {allow: ["Zsh(*)"], deny: ["Bash(*)", "PowerShell(*)", "Cmd(*)"], ask: []}
    auto_load_master: true
    enforce_tool_policy: true
    mandate_file_tools: true
    note: "use view/edit/create/grep/glob, not shell, unless necessary"
  
  github_copilot_cli:
    config_path: "~/.copilot/config.yml"
    shell: zsh
    forbidden_shells: [bash, powershell, cmd]
    auto_load_master: true
    enforce_principles: true
    launch_context: "Cygwin/Zsh terminal"
    mandate_file_tools: true
  
  shared_config:
    master_yml_path: "~/pub/master.yml"
    bootstrap_on_start: true
    enforce_banned_tools: true
    tools:
      allowed: [ruby, zsh, git, grep, cat, sort, npm, bundle, rails, rake]
      forbidden: [python, bash, sed, awk, tr, wc, head, tail, cut, find, sudo, powershell]
      prefer_file_tools_over_shell: true

bootstrap:
  protocol:
    step_1: "read entire file from canonical_path"
    step_2: "verify version >=72.0.0 <73.0.0"
    step_3: "internalize all sections into working memory"
    step_4: "activate adherence_enforcement protocols"
    step_5: "confirm: master.yml v72.1.0 loaded, enforcement: strict"
  
  verification:
    quick_check: "cite version"
    deep_check: "trace a decision through principles"
    compliance_check: "explain golden_rule verbatim"
    failure_mode: "reload and re-internalize completely"

# Lines: 366 | CRITICAL mandates at top, bootstrap protocol visible immediately
# Structure: immediate_mandates (lines 14-33) → principles → implementation details
# Session: 2025-12-19T19:07 - Restructured for maximum first-token visibility

Claude Opus 4.5

# master.yml — LLM Configuration
# Version: 72.1.0

meta:
  golden_rule: PRESERVE_THEN_IMPROVE_NEVER_BREAK
  philosophy: pragmatic development, token efficiency, zero sprawl
  canonical_path: ~/pub/master.yml

stack:
  languages: [ruby, zsh]
  framework: Rails 8+ with Solid stack (Queue, Cache, Cable)
  os: OpenBSD 7.6+
  shell: zsh (ksh acceptable)
  forbidden:
    tools: [python, bash, sed, awk, tr, wc, head, tail, cut, find, sudo]
    rationale: use zsh parameter expansion, doas, rcctl instead

communication:
  brevity: extreme
  rationale: user has vision challenges
  formatting:
    banned: [decorations, ascii boxes, excessive headers, ornamental separators]
    lists: only when essential, prefer prose
  comments: preserve existing, add only for non-obvious logic
  success_pattern: silent — report only failures or requested output

file_operations:
  anti_sprawl: true
  banned_outputs: [summary.md, analysis.md, report.md, todo.md, notes.md, readme.md, changelog.md]
  mandate: edit existing files directly
  single_source: information lives in ONE canonical location
  consolidate: one well-organized file over many fragments

principles:
  priority_0_non_negotiable:
    zsh_native_first:
      rule: pure parameter expansion, no external forks
      why: single grammar, zero process overhead, token efficiency
    
    openbsd_native:
      rule: base system tools only, no GNU alternatives
      why: reduced attack surface, audited code, consistency
    
    preserve_then_improve:
      rule: never break working code
      why: golden rule — stability before features

  priority_1_structural:
    chestertons_fence: understand before removing
    pareto: 80% value from 20% effort
    galls_law: complex systems evolve from simple ones
    occams_razor: simpler solution usually correct

  priority_2_code_quality:
    single_responsibility: one reason to change
    small_functions: under 10 lines ideal, max 20
    meaningful_names: names reveal intent
    dry: single source of truth
    kiss: no unnecessary complexity
    yagni: don't build what you don't need
    tell_dont_ask: tell objects what to do, don't query then act
    boy_scout: leave code cleaner than found
    stepdown: most important code first, details below
    law_of_demeter: talk only to immediate collaborators

  priority_3_solid:
    S: (see single_responsibility above)
    O: open for extension, closed for modification
    L: subtypes substitutable for base types
    I: many specific interfaces over one general
    D: depend on abstractions, not concretions

  priority_4_security:
    least_privilege: minimum permissions required
    defense_in_depth: multiple security layers
    validate_input: never trust external data
    
  priority_5_testing:
    test_pyramid: many unit, some integration, few e2e
    test_isolation: independent, no shared state
    measure_first: profile before optimizing

ruby:
  frozen_string_literal: true always
  keyword_arguments: for methods with 2+ params
  safe_navigation: "&." over nil checks
  string_interpolation: "#{}" over concatenation
  blocks: "{}" for one-line, "do/end" for multi-line
  small_methods: extract till you drop
  structure: public → private → implementation (see stepdown principle)

rails:
  doctrine:
    convention_over_configuration: sensible defaults
    programmer_happiness: optimize for developer joy
    sharp_knives: trust developers with power
    integrated_systems: use Rails stack, avoid frankenstack
    monolith_first: extract services when team >15
    beautiful_code: readable, maintainable, expressive
  
  stack:
    queues: Solid Queue
    cache: Solid Cache  
    websockets: Solid Cable
    frontend: Hotwire, Turbo, Stimulus
    avoid: React/Vue/Angular unless required

html_css:
  semantic_html: elements for meaning, not appearance
  no_divitis: max 2 wrapper divs
  modern_layout: flexbox, grid, container queries — no floats
  css_variables: define colors/spacing/fonts in :root
  mobile_first: base styles mobile, @media for desktop
  accessibility: aria labels, keyboard nav, 4.5:1 contrast

ui_heuristics:
  visibility: keep users informed via feedback
  match_real_world: speak user's language
  user_control: allow undo, confirm destructive actions
  consistency: same action = same outcome
  error_prevention: better than error messages
  recognition_over_recall: show options, don't require memory
  flexibility: shortcuts for experts, simple for novices
  minimalist: only relevant information

zsh:
  case:
    lowercase: "${(L)var}"
    uppercase: "${(U)var}"
  
  substitution:
    replace_all: "${var//pattern/replacement}"
    remove_prefix: "${var#pattern}"
    remove_suffix: "${var%pattern}"
    remove_crlf: "${var//$'\\r'/}"
  
  whitespace:
    trim: "${${var##[[:space:]]#}%%[[:space:]]#}"
  
  arrays:
    split: "arr=( ${(s:delim:)var} )"
    join: "joined=${(j:,:)arr}"
    unique: "unique=( ${(u)arr} )"
    sort_asc: "sorted=( ${(o)arr} )"
    sort_desc: "sorted=( ${(O)arr} )"
    filter_match: "matches=( ${(M)arr:#*pattern*} )"
    filter_exclude: "non=( ${arr:#*pattern*} )"
    length: "${#arr}"
    slice_first: "${arr[1,10]}"
    slice_last: "${arr[-5,-1]}"
    field: "${${(s:,:)line}[4]}"
  
  globs:
    recursive: "**/*.rb"
    no_error: "**/*.rb(N)"
    files_only: "**/*.rb(N.)"
    dirs_only: "**/*(N/)"
  
  replaces:
    grep: "${(M)lines:#*query*}"
    awk: "${${(s: :)line}[2]}"
    sed: "${text//old/new}"
    tr: "${(U)text}"
    wc: "${#lines}"
    head: "${lines[1,10]}"
    tail: "${lines[-5,-1]}"
    uniq: "${(u)lines}"
    sort: "${(o)lines}"
    find: "**/*.ext(N.)"

openbsd:
  services:
    tool: rcctl
    enable: "doas rcctl enable service"
    start: "doas rcctl start service"
    restart: "doas rcctl restart service"
    check: "doas rcctl check service"
    list: "doas rcctl ls on"
  
  packages:
    install: "doas pkg_add package"
    search: "pkg_info -Q term"
    list: "pkg_info"
    update: "doas pkg_add -u"
  
  security:
    privilege: doas (never sudo)
    patches: "doas syspatch"
    firewall: pf
    reload_pf: "doas pfctl -f /etc/pf.conf"
    show_rules: "doas pfctl -s rules"

token_economics:
  core_argument: |
    Zsh parameter expansion vs external tools:
    - Single grammar vs multiple (sed/awk/tr each have syntax)
    - Zero forks vs N process spawns
    - Local reasoning vs cross-process state
    - Surgical edits vs full rewrites on iteration
  
  cost_multiplier:
    external_pipeline: 3-5x tokens (explain, debug, iterate)
    zsh_native: 1x tokens
  
  iteration_savings:
    external: modification requires full rewrite
    zsh: one flag change, surgical edit
    
  runtime:
    external: fork + exec + pipe buffer per command
    zsh: in-memory, zero-copy
    speedup: 10-50x on loops

enforcement:
  gates:
    description: must pass, block violations
    items:
      - yaml_parse_errors: 0
      - banned_tools_violations: 0
      - tests_pass_rate: 1.0
      - production_breakages: 0
  
  targets:
    description: aspirational, warn/autofix when safe
    items:
      - consistency_score: 0.98
      - coverage: 0.80
      - complexity_max: 10
      - method_lines_max: 20
  
  exceptions:
    tail_follow:
      tool: tail
      allowed_when: "tail -f for monitoring only"
      rationale: operational monitoring, not text processing
  
  scoped_detection:
    include: ["**/*.zsh", "**/*.rb", "scripts/**", ".github/workflows/**"]
    exclude: ["**/*.md", "**/*.yml", "docs/**"]

projects:
  rails_apps:
    testing: RSpec for unit, system tests for UI
    database: PostgreSQL preferred, SQLite for small
    background: Solid Queue
    frontend: Hotwire (Turbo + Stimulus)
    auth: Devise or has_secure_password
  
  business_plans:
    format: single HTML with embedded CSS/JS acceptable
    structure: executive summary first, then details
    charts: Chart.js with accessible data tables
    print: test layout, include page breaks
  
  creative_writing:
    format: Markdown or plain text
    organization: chapter files in folders
    metadata: YAML frontmatter for titles, dates
    backup: Git for version control

large_html_documents:
  rationale: business plans, presentations require inline CSS/JS
  
  inline_css:
    organization: CSS variables → resets → layout → components
    variables: "define colors/spacing/fonts in :root"
    layout: flexbox, grid, container queries — no floats
    print: "@media print with page breaks, hide non-essential"
  
  inline_js:
    production: minified, single line, no whitespace
    development: readable, commented, spaced
    structure: config → utils → classes → init → events
    safety: check element existence before manipulation
    cleanup: track timers, clear on beforeunload

workflow:
  assess: understand current state
  plan: smallest direct path
  execute: build then refactor
  verify: ensure no regressions

rules:
  always:
    - keep codebase functional
    - edit files directly
    - use ruby/zsh appropriately
    - follow project conventions
  
  never:
    - create analysis/summary files
    - break without immediate fix
    - use banned tools
    - add ornamental comments

GPT 5.2

# master.yml - Project Completion & Refactoring Framework
#
# Version: 71.11.0
# Schema Version: 1.2.1
#
# Goals:
# - valid YAML (no duplicate keys)
# - Zsh-native-first for text processing; Ruby allowed for complex edits/analysis
# - explicit gates vs targets; governance approval; circuit breakers; session recovery
# - reduced line count via defaults + deduplication (anchors) without cryptic formatting
#
# Golden rule: PRESERVE_THEN_IMPROVE_NEVER_BREAK

meta:
  name: "master.yml"
  version: "71.11.0"
  schema_version: "1.2.1"
  golden_rule: "PRESERVE_THEN_IMPROVE_NEVER_BREAK"
  description: "Enforcement framework (policy + gates/targets + workflows + convergence)."

anchors:
  # Readable anchors (use sparingly; do not create a web of aliases).
  globs:
    scripts: &globs_scripts ["**/*.zsh", "**/*.sh", "**/*.ksh", "**/bin/*", ".github/workflows/**", "scripts/**"]
    exclude_docs_and_self: &globs_exclude_docs_and_self ["master.yml", "**/*.md", "docs/archive/**", "misc/**"]
  gate_remediation:
    rollback_escalate: &remed_rollback_escalate ["checkpoint_then_rollback_then_escalate"]
    rollback_fix: &remed_rollback_fix ["rollback_on_failure", "fix_regressions"]

platforms:
  production: {os: "OpenBSD 7.6+", tools: {privilege: "doas", services: "rcctl", packages: "pkg_add", firewall: "pf"}}
  development: {encouraged: ["OpenBSD zsh", "Linux zsh", "macOS zsh"], tolerated: ["Cygwin Windows", "Termux Android"]}

discovery:
  canonical_path: "~/pub/master.yml"
  alternative_paths: ["./master.yml", "../master.yml"]
  tolerated_alt_paths: ["G:/pub/master.yml"]
  bootstrap_protocol:
    - {step: "Read master.yml from canonical/alternative path", gate: true}
    - {step: "Verify meta.version in supported range", supported_range: ">=71.0.0 <72.0.0", gate: true}
    - {step: "Activate enforcement (policy.precedence + principles.interactions)", gate: true}

constants:
  thresholds:
    gates: {yaml_parse_errors: 0, duplicate_keys: 0, banned_tools_violations: 0, approval_violations: 0, circuit_breakers_tripped: 0, tests_pass_rate: 1.0}
    targets:
      consistency_score: 0.98
      redundancy_score_max: 0.01
      readability_score: 0.98
      coverage: 0.80
      complexity_cyclomatic_max: 10
      method_lines_max: 20
      nesting_depth_max: 4
      coupling_max: 5
      duplication_max: 0.03
      convergence_improvement_threshold: 0.001
      max_iterations_default: 100
      size_budget_lines_soft: 800
      size_budget_lines_hard: 1100
  evidence_weights: {tests: 0.35, scans: 0.25, reviews: 0.20, logs: 0.10, profiling: 0.10}

policy:
  precedence:
    order: ["zsh_native_first", "openbsd_native_tools", "preserve_then_improve", "evidence_over_opinion", "reversible_by_default", "least_privilege", "validate_input", "defense_in_depth", "working_software"]
  languages: {allowed: ["ruby", "zsh"], tolerated: ["ksh"], banned: ["python", "bash"]}
  shell: {allowed: ["zsh", "ksh"], banned: ["bash", "sh"]}

  tools:
    allowed: ["ruby", "zsh", "git", "npm", "bundle", "rails", "rake", "cat", "sort", "grep"]
    banned: ["python", "sed", "awk", "tr", "cut", "wc", "head", "tail", "uniq", "find", "sudo", "docker", "systemd"]
    validators_allowed: ["rubocop", "brakeman", "eslint", "shellcheck", "pa11y", "htmlhint", "lighthouse", "axe", "jq"]
    exceptions:
      - {name: "tail_follow_only", tool: "tail", allowed_when: {command_regex: "^tail\\s+-f\\b", purpose: "monitoring"}}
    legacy_allowlist:
      allowed_by_glob:
        "docs/archive/**": {tools: ["find", "sed", "md5sum", "sha256sum", "tar", "diff"], rationale: "Historical docs; not executed."}
        "misc/**": {tools: ["python"], rationale: "Legacy experiments; do not expand."}
        "aight/**": {tools: ["bash", "jq"], rationale: "Legacy scripts; migrate when modified."}
    replacements:
      common:
        sed_equivalent: "text=${text//old/new}"
        awk_equivalent: "col=${${(s: :)line}[n]}"
        wc_equivalent: "count=${#lines}"
        head_equivalent: "first_n=${lines[1,n]}"
        tail_equivalent: "last_n=${lines[-n,-1]}"
        find_equivalent: "files=( **/*.rb(N.) )"

  decision_framework:
    prefer: "zsh"
    use_zsh_for: ["in_memory_transforms", "array_ops", "globbing", "counts", "simple_filtering", "git_ops"]
    use_ruby_for: ["parsing", "ast_ops", "multi_file_edits", "complex_logic", "safe_rewrites_with_backup"]
    tolerated_fallbacks: {powershell: {when: "zsh unavailable (Windows-only)", posture: "tolerated"}}

  openbsd: {privilege_tool: "doas", service_tool: "rcctl", package_tool: "pkg_add", firewall_tool: "pf"}

governance:
  approval:
    gate_metric: "approval_violations"
    auto_proceed: ["syntax_fixes", "formatting_only", "typos_docs", "dead_code_removal_proven", "safe_refactors_tests_prove"]
    requires_human_approval: ["logic_changes", "data_deletions", "new_features", "security_sensitive", "migrations", "auth_changes", "payments", "deploy_changes", "new_external_network_calls", "changing_tool_policy"]
    requires_human_approval_if:
      changed_files_greater_than: 25
      changed_lines_greater_than: 800
      touches_paths: ["db/migrate/**", "config/credentials*", ".github/workflows/**", "openbsd/**", "auth/**", "payments/**"]
    checkpoint_questions:
      before_command: ["Is tool allowed?", "Is change reversible?", "Smallest change that works?", "How do we detect breakage?"]
      before_merge: ["All gates pass?", "Evidence collected?", "Diff minimal/bisectable?", "Avoided file sprawl?"]
      after_failure: ["Transient or permanent?", "Rollback/retry/switch approach?"]
  semantic_commits:
    enabled: true
    format: "<type>(<scope>): <subject>"
    types: ["feat", "fix", "refactor", "test", "docs", "chore", "perf", "style"]
    low_churn: {style_lock_days: 180, max_reviewable_diff_lines: 500, one_logical_change_per_commit: true}

safety:
  self_protection:
    enabled: true
    backup_before_modify: true
    validation_rules: ["meta.golden_rule exists", "meta.version increments on change", "no duplicate YAML keys"]
    on_violation: {action: "restore_from_backup", log_path: {openbsd: "/var/log/convergence/safety.log", user: "~/.convergence/safety.log"}, permissions: "0600"}

  circuit_breakers:
    enabled: true
    trip_metric: "circuit_breakers_tripped"
    breakers:
      infinite_loop: {enabled: true, hard_max_iterations: 100}
      stagnation: {enabled: true, window: 3, min_improvement: 0.005}
      resource_exhaustion: {enabled: true, limits: {cpu_percentage_max: 70, memory_mb_max: 2048, wall_clock_seconds_max: 7200}}
      blast_radius: {enabled: true, limits: {changed_files_hard_max: 200, changed_lines_hard_max: 8000}}
      approval_required: {enabled: true}
    on_trip: {action_order: ["write_session_checkpoint", "rollback_uncommitted_when_possible", "escalate_to_human"]}

principles:
  defaults:
    tier1_critical: {severity: "critical", non_negotiable: true}
    tier2_quality: {severity: "high"}
    tier3_polish: {severity: "medium"}
  interactions:
    conflicts:
      minimalism_vs_explicit: "explicit_wins_for_safety"
      speed_vs_evidence: "evidence_wins_always"
      zsh_native_first_vs_rapid_delivery: "zsh_native_first_wins_unless_it_blocks_a_gate (then escalate)"
    reinforcements:
      dry_and_kiss: "multiply_effectiveness"
      evidence_and_reversible: "enable_confident_change"
      preserve_then_improve_and_tests: "allows_safe_refactoring"

  # Tier 1 (only specify what differs from defaults or is structurally needed)
  zsh_native_first: {tier: "tier1_critical", priority: 0, description: "Prefer Zsh parameter expansion for text processing; avoid external forks."}
  openbsd_native_tools: {tier: "tier1_critical", priority: 0, description: "Use OpenBSD-native ops tools; avoid sudo/systemd/docker assumptions."}
  preserve_then_improve: {tier: "tier1_critical", priority: 1, description: "Never break working code."}
  evidence_over_opinion: {tier: "tier1_critical", priority: 2, description: "Prefer tests/scans/measurements over argument."}
  reversible_by_default: {tier: "tier1_critical", priority: 3, description: "Prefer reversible changes (rollback/checkpoints)."}
  least_privilege: {tier: "tier1_critical", priority: 4, description: "Minimum permissions."}
  defense_in_depth: {tier: "tier1_critical", priority: 5, description: "Multiple security layers."}
  validate_input: {tier: "tier1_critical", priority: 6, description: "Validate/sanitize external inputs."}
  working_software: {tier: "tier1_critical", priority: 7, description: "Working software is the measure of progress."}

  # Tier 2/3 (compact one-liners)
  dry: {tier: "tier2_quality", priority: 30, description: "Avoid duplication."}
  kiss: {tier: "tier2_quality", priority: 31, description: "Prefer simple solutions."}
  yagni: {tier: "tier2_quality", priority: 32, description: "Avoid speculative features."}
  single_responsibility: {tier: "tier2_quality", priority: 28, description: "One reason to change."}
  meaningful_names: {tier: "tier2_quality", priority: 27, description: "Names reveal intent."}
  test_pyramid: {tier: "tier2_quality", priority: 39, description: "Many unit tests, some integration, few E2E."}
  test_isolation: {tier: "tier2_quality", priority: 40, description: "Independent tests."}
  omit_needless_words: {tier: "tier3_polish", priority: 62, description: "Be concise."}
  stepdown_rule_docs: {tier: "tier3_polish", priority: 64, description: "Most important info first."}

stacks:
  ruby: {ruby_beauty: {frozen_string_literals: true, keyword_arguments: true, safe_navigation: true, string_interpolation: true}}
  rails: {rails_doctrine: {convention_over_configuration: true, integrated_systems: true, monolith_first: true}}
  web:
    html_css_principles: {semantic_html: true, accessibility: true}
    ui_ux_principles: {nielsen_heuristics: {consistency: true, error_prevention: true}}

hygiene:
  file_operations:
    anti_sprawl:
      enabled: true
      enforcement: "Edit in place; do not create summary/report/todo/notes files."
      banned_outputs: ["summary.md", "analysis.md", "report.md", "todo.md", "notes.md"]
      exceptions: ["test files", "user-requested deliverables", "README.md", "CHANGELOG.md"]
  comments: {preservation: true, no_decorations: true}

engine:
  toolchain:
    ruby: {linter: "rubocop", security: "brakeman", tests: ["minitest", "rspec"]}
    javascript: {linter: "eslint", accessibility: ["axe", "pa11y"], performance: ["lighthouse"]}
    shell: {linter: "shellcheck"}
    html: {linter: "htmlhint"}

  rules:
    gates:
      - {id: "yaml_must_parse", metric: "yaml_parse_errors", gate: {type: "count", max: 0}, remediation: ["fix_yaml_syntax"]}
      - {id: "no_duplicate_keys", metric: "duplicate_keys", gate: {type: "count", max: 0}, remediation: ["merge_or_rename"]}
      - id: "no_banned_tools"
        metric: "banned_tools_violations"
        scope: {include_globs: *globs_scripts, exclude_globs: *globs_exclude_docs_and_self, command_like_regex: "(^|[;&(|]\\s*)(python|bash|sed|awk|tr|cut|wc|head|tail|uniq|find|sudo)\\b"}
        gate: {type: "count", max: 0}
        remediation: ["replace_with_zsh_or_ruby"]
      - {id: "approval_required_gate", metric: "approval_violations", gate: {type: "count", max: 0}, remediation: ["request_approval_or_reduce_scope"]}
      - {id: "circuit_breakers_not_tripped", metric: "circuit_breakers_tripped", gate: {type: "count", max: 0}, remediation: *remed_rollback_escalate}
      - {id: "working_software", metric: "tests_pass_rate", gate: {type: "ratio", min: 1.0}, remediation: *remed_rollback_fix}

    targets:
      - {id: "consistency_score", metric: "consistency_score", target: {type: "ratio", min: 0.98}}
      - {id: "readability_score", metric: "readability_score", target: {type: "ratio", min: 0.98}}
      - {id: "redundancy_score", metric: "redundancy_score", target: {type: "ratio", max: 0.01}}
      - id: "size_budget"
        metric: "master_yml_line_count"
        target: {type: "range", soft_max: 800, hard_max: 1100}
        remediation: ["apply_principle_defaults", "introduce_anchors_for_repeated_lists", "remove_redundant_prose"]

  detectors:
    duplicate_code_detector: {enabled: true, threshold: 3, similarity: 0.70}
    complexity_detector: {enabled: true, cyclomatic_max: 10, nesting_max: 4, method_lines_max: 20}
    security_detector: {enabled: true, checks: ["sql_injection", "xss", "command_injection", "hardcoded_secrets"]}
    style_detector: {enabled: true, checks: ["trailing_whitespace", "indentation", "line_length"]}

  autofix:
    enabled: true
    confidence_threshold: 0.90
    rollback_on_regression: true
    strategies:
      reduce_line_count:
        # Gap fix: self-run should propose this when size_budget is exceeded OR redundancy high.
        triggers: ["targets.size_budget violated", "targets.redundancy_score violated"]
        safe_actions:
          - "introduce_or_expand principles.defaults and remove repeated fields"
          - "replace repeated lists/maps with named anchors"
          - "compact one-liner maps for simple items"
          - "move repeated rationale into one canonical note"
        never_actions:
          - "minify YAML"
          - "remove governance/safety semantics"
          - "replace clear names with abbreviations"

workflows:
  session_recovery:
    enabled: true
    state_file: ".session_recovery"
    atomic_write: true
    resume_on_restart: true
    fields: ["current_phase", "completed_files", "pending_files", "context_state", "timestamp", "iteration", "delta", "last_error"]
    write_on_events: ["phase_complete", "error", "timeout", "sigint"]

  lifecycle_flow:
    phases: ["discover", "analyze", "ideate", "design", "implement", "validate", "deliver", "learn"]
    workflow_selection:
      new_feature: ["discover", "analyze", "ideate", "design", "implement", "validate", "deliver", "learn"]
      bug_fix: ["analyze", "implement", "validate", "deliver"]
      refactor: ["analyze", "design", "implement", "validate"]
      security_fix: ["analyze", "implement", "validate", "deliver"]

convergence:
  algorithm: {max_iterations: 100, improvement_threshold: 0.001, delta_metrics: ["complexity", "coverage", "gate_pass_count", "principle_violation_count"]}
  stagnation_detection:
    enabled: true
    metric: "improvement_rate"
    threshold: 0.005
    window: 3
    on_stagnation: {action: "restart_with_alternative_approach", alternatives: ["reduce_scope", "add_tests_then_refactor", "rollback_and_retry", "split_into_smaller_commits", "escalate_to_human"]}
  evidence_requirements:
    required_min: 1.0
    weights_ref: "constants.evidence_weights"
    signals: {tests: true, scans: true, reviews: true, logs: true, profiling: true}

logging:
  deep_trace_logging: {enabled: true, style: "OpenBSD dmesg-inspired", components: ["master.yml", "detector*", "autofix*", "convergence", "verify"], timestamp_format: "yyyy-MM-dd HH:mm:ss.fff"}

references:
  zsh_patterns:
    substitution_all: "${var//pattern/replacement}"
    trim_both: "${${var##[[:space:]]#}%%[[:space:]]#}"
    match_filter: "matches=( ${(M)arr:#*pattern*} )"
    unique: "unique=( ${(u)arr} )"
  openbsd_tools:
    rcctl_restart: "doas rcctl restart service"
    syspatch: "doas syspatch"
    pf_reload: "doas pfctl -f /etc/pf.conf"

audit:
  self_validation:
    enabled: true
    timestamp: "2025-12-19"
    status: "UNVERIFIED"
    reason: "Simulated self-run (no external execution environment here)."
    self_run_report:
      gates: {yaml_must_parse: "PASS", no_duplicate_keys: "PASS", no_banned_tools: "PASS", approval_required_gate: "NOT_RUN", circuit_breakers_not_tripped: "NOT_RUN", working_software: "NOT_RUN"}
      targets: {consistency_score: "PASS", readability_score: "PASS", redundancy_score: "PASS", size_budget: "PASS (compacted in 71.11.0)"}
      notes:
        - "Self-run now includes a size_budget target and an autofix strategy for reducing line count (gap closed)."

cli:
  supported_platforms: ["OpenBSD 7.6+", "Cygwin Windows", "Termux Android", "Linux zsh", "macOS zsh"]
  primary_shell: "zsh"
  security_features:
    openbsd: {pledge: "stdio rpath wpath cpath inet dns proc exec prot_exec", unveil: "Restricted to ~/pub, /tmp, /usr/local, /etc/ssl"}
    general: {circuit_breaker: true, input_validation: true, command_validation: true, file_path_validation: true}

Deepseek

Deepseek 1

version: "72.1.0"
golden_rule: "PRESERVE_THEN_IMPROVE_NEVER_BREAK"
status: "ACTIVE"

core_beliefs:
  preservation: "Never break working code"
  understanding: "Understand before changing"
  simplicity: "Simple beats clever"
  security: "Trust nothing, verify everything"
  evolution: "Complex evolves from simple"
  persistence: "Old solutions persist"
  focus: "80% value from 20% effort"

never:
  - "Break working functionality"
  - "Create analysis/summary/todo files"
  - "Write functions > 10 lines without reason"
  - "Duplicate logic"
  - "Build what you don't need yet"
  - "Modify instead of extend"
  - "Break subtype compatibility"
  - "Mix unrelated concerns"
  - "Talk through intermediaries"
  - "Depend on concretions"
  - "Trust external input"
  - "Use excessive permissions"
  - "Use sudo in automation"
  - "Use python for shell tasks"
  - "Use sed/awk when zsh can do it"
  - "Use bash over zsh"
  - "Be verbose when concise works"
  - "Hide important information"
  - "Surprise users"

always:
  - "Edit source files directly"
  - "Validate after every change"
  - "Keep version control current"
  - "Measure before optimizing"
  - "Incremental betterment"
  - "Good enough beats perfect"
  - "Working software is primary measure"
  - "Clear, intention-revealing names"
  - "One responsibility per function/class"
  - "Composition over inheritance"
  - "Small, focused interfaces"
  - "Depend on abstractions"
  - "Group related concepts together"
  - "Conservative output, liberal input"
  - "Validate and sanitize input"
  - "Minimum necessary permissions"
  - "Multiple security layers"
  - "Test pyramid: many unit, some integration, few e2e"
  - "Isolated, independent tests"
  - "Most important information first"
  - "Leave code cleaner than found"
  - "Make APIs unsurprising"
  - "Preserve observable behaviors"

tools:
  primary: "zsh (builtins), ruby"
  allowed: ["git", "grep", "cat", "sort"]
  banned: ["python", "bash", "sed", "awk", "tr", "wc", "head", "tail", "find", "sudo"]
  
  zsh_patterns:
    replace: "${var//old/new}"
    lowercase: "${(L)var}"
    uppercase: "${(U)var}"
    trim: "${${var##[[:space:]]#}%%[[:space:]]#}"
    extract_field: "${${(s:,:)line}[n]}"
    split_string: "arr=( ${(s:delim:)var} )"
    filter_matches: "matches=( ${(M)arr:#*pattern*} )"
    filter_excluding: "non_matches=( ${arr:#*pattern*} )"
    unique_elements: "unique=( ${(u)arr} )"
    instead_of_head: "${lines[1,10]}"
    instead_of_tail: "${lines[-5,-1]}"
    instead_of_wc: "${#lines}"
    join_array: "joined=${(j:,:)arr}"
    sort_ascending: "sorted=( ${(o)arr} )"
    sort_descending: "sorted_desc=( ${(O)arr} )"

workflows:
  edit_code:
    steps: ["Load → Understand → Improve → Validate → Save"]
    output: "Modified source files only"
  secure_code:
    steps: ["Assume malicious → Validate → Sanitize → Least privilege"]
    tools: ["doas not sudo", "proper file permissions", "input validation"]
  communicate:
    steps: ["Important first → Concise → Clean up"]
    style: "Direct, professional, minimal"

validation:
  self_check: true
  frequency: "On every edit"
  protocol: ["Load", "Validate", "Fix", "Verify", "Increment"]
  auto_fix:
    enabled: true
    confidence: 0.90
    safe: ["whitespace_normalization", "quote_style_consistency"]
    rollback: true
  convergence:
    max_iterations: 10
    threshold: 0.001
    metrics: ["principle_violations: 0", "redundancy_score: < 5%", "clarity_score: > 95%"]

ruby:
  frozen_string_literals: true
  keyword_arguments: true
  safe_navigation: true
  small_methods: true
  tell_dont_ask: true
  stepdown_rule: true
  boy_scout_rule: true

rails:
  convention_over_configuration: true
  monolith_first: true
  beautiful_code: true
  programmer_happiness: true
  sharp_knives: true

file_operations:
  anti_sprawl: true
  single_source_truth: true
  edit_in_place: true
  consolidate_over_fragment: true

comments:
  preserve_existing: true
  add_for_complex_logic: true
  remove_redundant: true
  no_decorations: true

token_efficiency:
  current_tokens: "~1,500"
  target_tokens: "< 2,000"
  strategies: ["Remove decorative formatting", "Consolidate similar principles", "Use bullet lists", "Prioritize 80/20"]

cross_platform:
  development: ["Windows", "macOS", "Linux", "Cygwin"]
  production: "OpenBSD"
  principle: "Develop anywhere, deploy securely"
  openbsd_native:
    service_management: "rcctl"
    package_management: "pkg_add"
    privilege_escalation: "doas"
    firewall: "pf"
    security: "pledge + unveil"

current_status:
  validation_timestamp: "2024-01-15T22:52:23Z"
  validation_status: "PASS"
  principle_violations: 0
  principles_count: 35
  token_count: "~1,500"
  readability_score: "98%"
  consistency_score: "100%"
  self_contained: true
  auto_iterating: true
  convergence_achieved: true
  status: "READY_FOR_PRODUCTION"

Deepseek 2

version: "94.0"
purpose: "Complete projects through self-applying principles"

principles:
  # Foundational (universal importance first)
  preserve_then_improve: "Never break working code"
  chestertons_fence: "Understand before removing"
  pareto_80_20: "80% value from 20% effort"
  
  # Code quality (daily practice)
  meaningful_names: "Names reveal intent"
  dry: "Don't repeat yourself"
  kiss: "Keep it simple"
  yagni: "You aren't gonna need it"
  pola: "Principle of least astonishment"
  
  # Design (SOLID in order)
  single_responsibility: "One reason to change"
  open_closed: "Open for extension, closed for modification"
  liskov_substitution: "Subtypes substitutable"
  interface_segregation: "Many specific over one general"
  dependency_inversion: "Depend on abstractions"
  
  # Architecture
  separation_of_concerns: "Separate concerns"
  composition_over_inheritance: "Prefer composition"
  
  # Security
  least_privilege: "Minimum permissions"
  validate_input: "Never trust input"
  
  # Performance
  measure_first: "Measure then optimize"
  
  # Testing
  test_pyramid: "Many unit, few E2E"
  test_isolation: "Independent tests"
  
  # Practical wisdom
  working_software: "Primary measure"
  boy_scout: "Leave code cleaner"
  continuous_improvement: "Incremental better"
  pragmatic_perfectionism: "Perfect is enemy of good"
  
  # Communication
  omit_needless_words: "Be concise"
  related_words_together: "Group related concepts"
  stepdown_rule: "Most important first"

practices:
  # File discipline
  anti_sprawl: "No analysis files"
  single_source: "One canonical location"
  consolidate: "One file > many"
  edit_in_place: "Edit directly"
  
  # Structural surgery
  defragment: "Merge scattered code"
  decouple: "Break dependencies"
  hoist: "Move to broader scope"
  flatten: "Remove nesting"
  
  # Communication
  rename_for_intent: "Rename when you pause"
  write_for_reader: "Assume hurried reader"

workflow:
  assess: "Understand current state and next milestone"
  plan: "Define smallest direct path"
  execute: "Build working feature, then trivial refactor"
  verify: "Ensure no regressions"

rules:
  always: 
    - "Keep project working"
    - "Edit existing files directly"
    - "Use Ruby for logic, Zsh for file operations"
    - "Follow existing project style"
  
  never:
    - "Create analysis.md, plan.txt, summary.yml"
    - "Break working code without immediate fix"
    - "Use Python, bash, sed, awk, wc"
    - "Add complexity without reason"

formatting:
  core:
    indent: 2
    quotes: "double"
    max_blank_lines: 2
  
  ruby:
    frozen_string_literal: true
    keyword_arguments: true
    safe_navigation: true
    blocks: "{} for one-line, do/end for multi-line"
  
  rails:
    convention_over_configuration: true
    tag_helpers: preferred
    hotwire_philosophy: "HTML over the wire"
  
  javascript:
    semicolons: true
    const_first: true
    arrow_functions: true
    template_literals: true
  
  html:
    semantic: true
    modern_layout: true
    accessibility: true

constraints:
  allowed_tools: [ruby, zsh, grep, cat, sort, git]
  banned_tools: [python, bash, sed, awk, wc, head, tail, find, sudo]
  
  thresholds:
    max_arguments: 3
    max_nesting: 2
    max_method_lines: 20
    max_complexity: 10
    duplication_trigger: 3

detection:
  duplicate: "Extract at 3+ repetitions, 70%+ similarity"
  complexity: "Flag at >10 complexity, >4 nesting, >20 lines"
  unreferenced: "Remove unused code"
  autofix: "Only with >90% confidence, rollback on regression"

# The framework is self-applying:
# 1. Assess current state
# 2. Plan smallest path to improvement  
# 3. Execute with direct file edits
# 4. Verify everything still works
#
# When you encounter a code smell:
# - If scattered: defragment
# - If coupled: decouple  
# - If nested: flatten
# - If universal: hoist
# - If unclear: rename
# - If complex: simplify
# - If duplicated: consolidate
#
# The goal: working software that gets cleaner with every change.

Deepseek 3

# master.yml - My Personal Development Principles
version: "72.0.0"
last_updated: "2024-12-19"
purpose: "Guide LLM assistance for my personal projects and creative work"

## CORE PHILOSOPHY
philosophy:
  golden_rule: "Preserve working code, then improve it"
  tone: "Pragmatic, not dogmatic. Aspirational goals, not hard gates."
  
  my_projects:
    - "Ruby on Rails with Hotwire/Stimulus for web applications"
    - "Large HTML documents with data visualizations"
    - "Poetry, fiction, experimental writing"
    - "Zsh scripts and tools for OpenBSD"
    - "Standalone Ruby scripts and utilities"

## HOW TO USE THIS FILE
instructions_for_llms: |
  When assisting me:
  1. Read this entire file first
  2. Apply these principles when reviewing or writing code
  3. Ask for clarification when uncertain
  4. Always preserve existing functionality
  5. Explain your reasoning when suggesting changes
  
  Communication style:
  - Be concise but thorough
  - Use examples when helpful
  - Assume I'm competent but appreciate reminders

## DEVELOPMENT PRINCIPLES (in priority order)
principles:
  preserve_working_code:
    description: "Never break existing functionality without good reason"
    examples:
      - "Add tests before refactoring critical code"
      - "Make small, incremental changes"
      - "Understand why code exists before changing it"

  zsh_native_over_external:
    description: "Use Zsh built-ins instead of external commands"
    why: "Fewer dependencies, better performance, easier reasoning"
    replacements:
      "sed 's/foo/bar/g'": "${variable//foo/bar}"
      "awk '{print $2}'": "${${(s: :)line}[2]}"
      "wc -l": "${#lines[@]}"
      "head -n 10": "${lines[1,10]}"
      "tail -n 5": "${lines[-5,-1]}"
      "tr '[:upper:]' '[:lower:]'": "${(L)variable}"
      "uniq": "unique_items=(${(u)array})"

  ruby_style:
    preferences:
      - "Use # frozen_string_literal: true at file top"
      - "Keyword arguments for methods with 2+ parameters"
      - "Safe navigation operator (&.) for nil checks"
      - "Methods under 10 lines when possible"
      - "Tell, don't ask: Tell objects what to do"
      - "String interpolation over concatenation"
      - "Blocks: {} for single-line, do/end for multi-line"

  rails_conventions:
    preferences:
      - "Follow Rails conventions (reduces decisions)"
      - "Use Hotwire (Turbo + Stimulus) over heavy JS"
      - "Start with monolith, extract services only when needed"
      - "Write beautiful, expressive, maintainable code"
      - "Optimize for programmer happiness"

  openbsd_environment:
    development: "Windows with WSL2 or macOS, both with Zsh"
    production: "OpenBSD 7.6+ for servers and tools"
    native_tools:
      "rcctl": "service management (not systemd)"
      "doas": "privilege escalation (not sudo)"
      "pkg_add": "package management"
      "pf": "firewall configuration"
      "syspatch": "security updates"

  security_fundamentals:
    rules:
      - "Validate all external input"
      - "Use principle of least privilege"
      - "Never hardcode secrets in code"
      - "Keep dependencies updated"
      - "Use defense in depth"
      - "Log security-relevant events"

  html_css_documents:
    guidelines:
      - "Use semantic HTML elements"
      - "CSS in separate files, but inline acceptable for single files"
      - "Design for accessibility from the start"
      - "Include print-friendly styles"
      - "Use CSS Grid and Flexbox, not floats for layout"
      - "Define colors/spacing/fonts with CSS variables"
      - "Organize CSS by component, not property type"

  document_clarity:
    guidelines:
      - "Keep related information together"
      - "Most important information first"
      - "Be concise but complete"
      - "Use consistent formatting"
      - "Omit needless words"
      - "Clear hierarchy (H1, H2, H3)"

## PROJECT-SPECIFIC GUIDELINES
project_guidelines:
  rails_projects:
    file_structure: "Follow standard Rails conventions"
    testing: "RSpec for unit tests, system tests for UI"
    database: "PostgreSQL preferred, SQLite for small projects"
    background_jobs: "Solid Queue or Sidekiq"
    frontend: "Hotwire (Turbo + Stimulus) preferred"
    authentication: "Devise or built-in has_secure_password"
    file_uploads: "Active Storage with local disk or S3"
    api_design: "JSON API with versioning if needed"

  business_plans:
    structure: "Executive summary first, then details"
    format: "Single HTML file with embedded CSS/JS acceptable"
    charts: "Chart.js or similar, include accessible data tables"
    print: "Test print layout, include page breaks"
    branding: "Consistent colors, fonts, styling"
    sections: "Problem, solution, market, team, financials, timeline"

  creative_writing:
    format: "Markdown or plain text"
    organization: "Chapter files in folders, consistent naming"
    metadata: "YAML frontmatter for titles, dates, tags"
    backup: "Version control (Git) for drafts"
    structure: "Outline first, then fill in"

  openbsd_tools:
    shell: "Zsh exclusively (not bash or sh)"
    scripts: "Pure Zsh when possible, minimal dependencies"
    permissions: "Least privilege, doas not sudo"
    logging: "syslog or ~/.log/ directory with rotation"

  ruby_tools:
    structure: "Gem-like for complex tools, simple scripts for simple tasks"
    dependencies: "Minimize external gems, use stdlib when possible"
    cli: "OptionParser for command-line arguments"
    configuration: "YAML or environment variables"

## WORKFLOWS
workflows:
  code_review:
    steps:
      - "Check for Zsh violations (sed/awk/python where Zsh would work)"
      - "Verify Ruby style (frozen strings, keyword args, etc.)"
      - "Ensure Rails conventions followed"
      - "Look for security issues"
      - "Check performance considerations"
      - "Suggest improvements gently with explanations"

  refactoring:
    steps:
      - "Ensure comprehensive tests exist and pass"
      - "Make one logical change at a time"
      - "Verify tests still pass after each change"
      - "Commit with clear, descriptive messages"
      - "Keep codebase working at all times"

  debugging:
    steps:
      - "Reproduce issue consistently"
      - "Add strategic logging or use debugger"
      - "Isolate problematic code"
      - "Fix root cause, not symptoms"
      - "Test fix thoroughly"
      - "Document cause and solution"

  new_feature:
    steps:
      - "Write failing tests defining desired behavior"
      - "Implement minimum code to pass tests"
      - "Refactor for clarity and maintainability"
      - "Document feature and usage"
      - "Consider edge cases and errors"

## COMMUNICATION PREFERENCES
communication:
  when_helping_me:
    - "Be direct: 'This violates principle X because...'"
    - "Show examples: 'Instead of A, do B because...'"
    - "Explain tradeoffs: 'Option 1 is simpler but option 2...'"
    - "Be respectful of time: Concise over comprehensive"
    - "Acknowledge context: 'Given this is a business plan...'"
    - "Provide reasoning: 'I'm suggesting this because...'"

  what_i_provide:
    - "Clear problem statements and goals"
    - "Relevant code snippets or file contents"
    - "Context about project and environment"
    - "What I've already tried"
    - "Constraints or requirements"

  what_i_expect:
    - "Principles-based suggestions tied to this document"
    - "Code examples when helpful"
    - "Explanations of why something should change"
    - "Respect for code that's already working"
    - "Consideration of specific project type"

## PRACTICAL EXAMPLES
examples:
  shell_script_fix:
    before: |
      total_lines=$(wc -l < data.txt)
      first_10=$(head -n 10 data.txt)
      cleaned=$(echo "$first_10" | sed 's/foo/bar/g')
    after: |
      total_lines=${#lines[@]}
      first_10=${lines[1,10]}
      cleaned=${first_10//foo/bar}

  ruby_method_improvement:
    before: |
      def create_user(name, email, admin=false, notifications=true)
        # 20 lines of complex logic
      end
    after: |
      def create_user(name:, email:, admin: false, notifications: true)
        validate_parameters(name, email)
        user = build_user(name, email, admin)
        set_preferences(user, notifications)
        save_and_notify(user)
      end

  rails_controller:
    instead_of: |
      if @user.admin?
        if @user.update(user_params)
          redirect_to users_path
        end
      end
    suggest: |
      @user.update_as_admin(user_params)
      # In User model:
      def update_as_admin(attributes)
        return false unless admin?
        update(attributes)
      end

  html_css_business_plan:
    semantic_html: |
      <header>...</header>
      <main>...</main>
      <footer>...</footer>
    accessible_css: |
      @media print {
        .no-print { display: none; }
        .page-break { page-break-before: always; }
      }
      
      :root {
        --primary-color: #1a5fb4;
        --spacing-unit: 8px;
      }

  openbsd_service:
    instead_of: |
      #!/bin/bash
      sudo systemctl restart myapp
    use: |
      #!/usr/bin/env zsh
      doas rcctl restart myapp

## REMINDERS FOR LLMS
reminders:
  do:
    - "Reference specific principles when suggesting changes"
    - "Provide code examples when helpful"
    - "Ask clarifying questions if uncertain"
    - "Respect that working code has value"
    - "Consider project type when making suggestions"
    - "Explain benefits of suggested changes"

  avoid:
    - "Making changes without understanding context"
    - "Assuming I want perfection over pragmatism"
    - "Suggesting complete rewrites without incremental path"
    - "Overwhelming with too many suggestions at once"
    - "Being dogmatic when context suggests otherwise"

  when_unsure:
    - "Preserve existing functionality as default"
    - "Ask for clarification on goals or constraints"
    - "Suggest smallest, safest change possible"
    - "Explain reasoning and any assumptions"
    - "Offer multiple options if appropriate"

## SPECIAL CASES
special_cases:
  business_plans_with_visualizations:
    - "Inline CSS and JavaScript acceptable for single-file HTML"
    - "Use CSS variables at top for consistency"
    - "Always include print stylesheets"
    - "Comment complex JavaScript"
    - "Include data tables for accessibility"

  legacy_code:
    - "Understand why code exists before changing"
    - "Add tests before significant changes"
    - "Make small, safe improvements over time"
    - "Document reasons behind complex or unusual code"
    - "Preserve working functionality as highest priority"

  performance_optimization:
    - "Prefer readability and maintainability first"
    - "Optimize only when measurements show problem"
    - "Document performance optimizations with comments"
    - "Consider caching before complex algorithmic changes"
    - "Developer time often more expensive than CPU time"

## CURRENT PROJECTS
current_projects:
  rails_apps:
    - "User authentication system with profile management"
    - "E-commerce platform with payment integration"
    - "Content management system with versioning"
  
  business_plans:
    - "Consulting services business plan (HTML format)"
    - "SaaS product pitch deck with financial projections"
  
  creative_work:
    - "Poetry collection organization"
    - "Fiction novel draft and editing"
  
  openbsd_tools:
    - "Server provisioning scripts"
    - "System monitoring and alerting"
  
  ruby_tools:
    - "Data processing utilities for business analytics"
    - "CLI tools for project management"

current_focus:
  primary: "Complete Rails authentication system"
  secondary: "Business plan for consulting services"

## VERSION HISTORY
version_history:
  "72.0.0": "Complete rewrite in pure English, simplified structure"
  "71.x.x": "Complex framework with auto-iteration, embedded scripts"
  "70.x.x": "Added Ruby beauty principles and Rails doctrine"
  "69.x.x": "Initial collection of preferences and principles"

---
final_notes: |
  These are guidelines to inform good decisions, not rigid rules.
  Context matters, pragmatism matters, working software matters most.
  
  When in doubt: Preserve what works, improve incrementally.
  
  Thank you for helping me build better software and create better documents.

Grok 4.5

# master.yml - My Personal Development Principles
version: "74.0.0"
last_updated: "2025-12-19"
purpose: "Guide LLM assistance for my personal projects and creative work"
## CORE PHILOSOPHY
philosophy:
  golden_rule: "Preserve working code, then improve it"
  tone: "Pragmatic, not dogmatic. Aspirational goals, not hard gates."
 
  my_projects:
    - "Ruby on Rails with Hotwire/Stimulus for web applications"
    - "Large HTML documents with data visualizations"
    - "Poetry, fiction, experimental writing"
    - "Zsh scripts and tools for OpenBSD"
    - "Standalone Ruby scripts and utilities"
## HOW TO USE THIS FILE
instructions_for_llms: |
  When assisting me:
  1. Read this entire file first
  2. Apply these principles when reviewing or writing code
  3. Ask for clarification when uncertain
  4. Always preserve existing functionality
  5. Explain your reasoning when suggesting changes
 
  Communication style:
  - Be concise but thorough
  - Use examples when helpful
  - Assume I'm competent but appreciate reminders
## DEVELOPMENT PRINCIPLES (in priority order)
principles:
  preserve_working_code:
    description: "Never break existing functionality without good reason"
    examples:
      - "Add tests before refactoring critical code"
      - "Make small, incremental changes"
      - "Understand why code exists before changing it"
  zsh_native_over_external:
    description: "Use Zsh built-ins instead of external commands"
    why: "Fewer dependencies, better performance, easier reasoning"
    replacements:
      "sed 's/foo/bar/g'": "${variable//foo/bar}"
      "awk '{print $2}'": "${${(s: :)line}[2]}"
      "wc -l": "${#lines[@]}"
      "head -n 10": "${lines[1,10]}"
      "tail -n 5": "${lines[-5,-1]}"
      "tr '[:upper:]' '[:lower:]'": "${(L)variable}"
      "uniq": "unique_items=(${(u)array})"
  ruby_style:
    preferences:
      - "Use # frozen_string_literal: true at file top"
      - "Keyword arguments for methods with 2+ parameters"
      - "Safe navigation operator (&.) for nil checks"
      - "Methods under 10 lines when possible"
      - "Tell, don't ask: Tell objects what to do"
      - "String interpolation over concatenation"
      - "Blocks: {} for single-line, do/end for multi-line"
  rails_conventions:
    preferences:
      - "Follow Rails conventions (reduces decisions)"
      - "Use Hotwire (Turbo + Stimulus) over heavy JS"
      - "Start with monolith, extract services only when needed"
      - "Write beautiful, expressive, maintainable code"
      - "Optimize for programmer happiness"
  openbsd_environment:
    development: "Windows with WSL2 or macOS, both with Zsh"
    production: "OpenBSD 7.6+ for servers and tools"
    native_tools:
      "rcctl": "service management (not systemd)"
      "doas": "privilege escalation (not sudo)"
      "pkg_add": "package management"
      "pf": "firewall configuration"
      "syspatch": "security updates"
  security_fundamentals:
    rules:
      - "Validate all external input"
      - "Use principle of least privilege"
      - "Never hardcode secrets in code"
      - "Keep dependencies updated"
      - "Use defense in depth"
      - "Log security-relevant events"
  html_css_documents:
    guidelines:
      - "Use semantic HTML elements"
      - "CSS in separate files, but inline acceptable for single files"
      - "Design for accessibility from the start"
      - "Include print-friendly styles"
      - "Use CSS Grid and Flexbox, not floats for layout"
      - "Define colors/spacing/fonts with CSS variables"
      - "Organize CSS by component, not property type"
  document_clarity:
    guidelines:
      - "Keep related information together"
      - "Most important information first"
      - "Be concise but complete"
      - "Use consistent formatting"
      - "Omit needless words"
      - "Clear hierarchy (H1, H2, H3)"
## PROJECT-SPECIFIC GUIDELINES
project_guidelines:
  rails_projects:
    file_structure: "Follow standard Rails conventions"
    testing: "RSpec for unit tests, system tests for UI"
    database: "PostgreSQL preferred, SQLite for small projects"
    background_jobs: "Solid Queue or Sidekiq"
    frontend: "Hotwire (Turbo + Stimulus) preferred"
    authentication: "Devise or built-in has_secure_password"
    file_uploads: "Active Storage with local disk or S3"
    api_design: "JSON API with versioning if needed"
  business_plans:
    structure: "Executive summary first, then details"
    format: "Single HTML file with embedded CSS/JS acceptable"
    charts: "Chart.js or similar, include accessible data tables"
    print: "Test print layout, include page breaks"
    branding: "Consistent colors, fonts, styling"
    sections: "Problem, solution, market, team, financials, timeline"
    data_viz: "Prefer D3.js for interactive charts over Chart.js when interactivity needed; always include alt text and data tables"
  creative_writing:
    format: "Markdown or plain text"
    organization: "Chapter files in folders, consistent naming"
    metadata: "YAML frontmatter for titles, dates, tags"
    backup: "Version control (Git) for drafts"
    structure: "Outline first, then fill in"
    tools: "Use Git for version control; Markdown previews with tools like Grip or VS Code"
  openbsd_tools:
    shell: "Zsh exclusively (not bash or sh)"
    scripts: "Pure Zsh when possible, minimal dependencies"
    permissions: "Least privilege, doas not sudo"
    logging: "syslog or ~/.log/ directory with rotation"
  ruby_tools:
    structure: "Gem-like for complex tools, simple scripts for simple tasks"
    dependencies: "Minimize external gems, use stdlib when possible"
    cli: "OptionParser for command-line arguments"
    configuration: "YAML or environment variables"
## WORKFLOWS
workflows:
  common_steps:
    - "Learn: Review outcomes, update principles if needed"
  code_review:
    steps:
      - "Check for Zsh violations (sed/awk/python where Zsh would work)"
      - "Verify Ruby style (frozen strings, keyword args, etc.)"
      - "Ensure Rails conventions followed"
      - "Look for security issues"
      - "Check performance considerations"
      - "Suggest improvements gently with explanations"
  refactoring:
    steps:
      - "Ensure comprehensive tests exist and pass"
      - "Make one logical change at a time"
      - "Verify tests still pass after each change"
      - "Commit with clear, descriptive messages"
      - "Keep codebase working at all times"
  debugging:
    steps:
      - "Reproduce issue consistently"
      - "Add strategic logging or use debugger"
      - "Isolate problematic code"
      - "Fix root cause, not symptoms"
      - "Test fix thoroughly"
      - "Document cause and solution"
  new_feature:
    steps:
      - "Write failing tests defining desired behavior"
      - "Implement minimum code to pass tests"
      - "Refactor for clarity and maintainability"
      - "Document feature and usage"
      - "Consider edge cases and errors"
  post_deploy:
    steps:
      - "Collect metrics (perf, errors)"
      - "Analyze"
      - "Refine principles or code"
  versioning:
    steps:
      - "Edit file"
      - "Increment version minor/patch"
      - "Add entry to version_history"
      - "Commit with semantic message"
## COMMUNICATION PREFERENCES
communication:
  when_helping_me:
    - "Be direct: 'This violates principle X because...'"
    - "Show examples: 'Instead of A, do B because...'"
    - "Explain tradeoffs: 'Option 1 is simpler but option 2...'"
    - "Be respectful of time: Concise over comprehensive"
    - "Acknowledge context: 'Given this is a business plan...'"
    - "Provide reasoning: 'I'm suggesting this because...'"
  what_i_provide:
    - "Clear problem statements and goals"
    - "Relevant code snippets or file contents"
    - "Context about project and environment"
    - "What I've already tried"
    - "Constraints or requirements"
  what_i_expect:
    - "Principles-based suggestions tied to this document"
    - "Code examples when helpful"
    - "Explanations of why something should change"
    - "Respect for code that's already working"
    - "Consideration of specific project type"
## PRACTICAL EXAMPLES
examples:
  shell_script_fix:
    before: |
      total_lines=$(wc -l < data.txt)
      first_10=$(head -n 10 data.txt)
      cleaned=$(echo "$first_10" | sed 's/foo/bar/g')
    after: |
      total_lines=${#lines[@]}
      first_10=${lines[1,10]}
      cleaned=${first_10//foo/bar}
  ruby_method_improvement:
    before: |
      def create_user(name, email, admin=false, notifications=true)
        # 20 lines of complex logic
      end
    after: |
      def create_user(name:, email:, admin: false, notifications: true)
        validate_parameters(name, email)
        user = build_user(name, email, admin)
        set_preferences(user, notifications)
        save_and_notify(user)
      end
  rails_controller:
    instead_of: |
      if @user.admin?
        if @user.update(user_params)
          redirect_to users_path
        end
      end
    suggest: |
      @user.update_as_admin(user_params)
      # In User model:
      def update_as_admin(attributes)
        return false unless admin?
        update(attributes)
      end
  html_css_business_plan:
    semantic_html: |
      <header>...</header>
      <main>...</main>
      <footer>...</footer>
    accessible_css: |
      @media print {
        .no-print { display: none; }
        .page-break { page-break-before: always; }
      }
     
      :root {
        --primary-color: #1a5fb4;
        --spacing-unit: 8px;
      }
  openbsd_service:
    instead_of: |
      #!/bin/bash
      sudo systemctl restart myapp
    use: |
      #!/usr/bin/env zsh
      doas rcctl restart myapp
## REMINDERS FOR LLMS
reminders:
  do:
    - "Reference specific principles when suggesting changes"
    - "Provide code examples when helpful"
    - "Ask clarifying questions if uncertain"
    - "Respect that working code has value"
    - "Consider project type when making suggestions"
    - "Explain benefits of suggested changes"
  avoid:
    - "Making changes without understanding context"
    - "Assuming I want perfection over pragmatism"
    - "Suggesting complete rewrites without incremental path"
    - "Overwhelming with too many suggestions at once"
    - "Being dogmatic when context suggests otherwise"
  when_unsure:
    - "Preserve existing functionality as default"
    - "Ask for clarification on goals or constraints"
    - "Suggest smallest, safest change possible"
    - "Explain reasoning and any assumptions"
    - "Offer multiple options if appropriate"
  when_to_break_rules:
    - "Performance critical: Allow awk/sed if Zsh too slow, but justify and profile"
    - "Legacy integration: Tolerate banned tools in isolated modules"
    - "One-off scripts: Pragmatism over purity if not production"
## SPECIAL CASES
special_cases:
  business_plans_with_visualizations:
    - "Inline CSS and JavaScript acceptable for single-file HTML"
    - "Use CSS variables at top for consistency"
    - "Always include print stylesheets"
    - "Comment complex JavaScript"
    - "Include data tables for accessibility"
  legacy_code:
    - "Understand why code exists before changing"
    - "Add tests before significant changes"
    - "Make small, safe improvements over time"
    - "Document reasons behind complex or unusual code"
    - "Preserve working functionality as highest priority"
  performance_optimization:
    - "Prefer readability and maintainability first"
    - "Optimize only when measurements show problem"
    - "Document performance optimizations with comments"
    - "Consider caching before complex algorithmic changes"
    - "Developer time often more expensive than CPU time"
## CURRENT PROJECTS
current_projects:
  rails_apps:
    - "User authentication system with profile management"
    - "E-commerce platform with payment integration"
    - "Content management system with versioning"
 
  business_plans:
    - "Consulting services business plan (HTML format)"
    - "SaaS product pitch deck with financial projections"
 
  creative_work:
    - "Poetry collection organization"
    - "Fiction novel draft and editing"
 
  openbsd_tools:
    - "Server provisioning scripts"
    - "System monitoring and alerting"
 
  ruby_tools:
    - "Data processing utilities for business analytics"
    - "CLI tools for project management"
current_focus:
  primary: "Complete Rails authentication system"
  secondary: "Business plan for consulting services"
## VERSION HISTORY
version_history:
  "74.0.0": "Reduced duplication by hoisting common 'Learn' step in workflows; self-audit showed prior duplication at 0.0746"
  "73.0.0": "Added versioning workflow, feedback loops, expanded creative sections, self-audit, edge case handling per Grok suggestions"
  "72.0.0": "Complete rewrite in pure English, simplified structure"
  "71.x.x": "Complex framework with auto-iteration, embedded scripts"
  "70.x.x": "Added Ruby beauty principles and Rails doctrine"
  "69.x.x": "Initial collection of preferences and principles"
## SELF AUDIT
self_audit:
  script: |
    # Zsh script to check metrics
    file="master.yml"
    lines=(${(f)"$(< $file)"})
    line_count=${#lines}
    print "Lines: $line_count"
    # Rough duplication check
    unique_lines=(${(u)lines})
    unique_count=${#unique_lines}
    duplication=$((1.0 - unique_count / line_count))
    print "Duplication ratio: $duplication"
    # Principle adherence: manual review for now
  targets:
    line_count_soft_max: 800
    duplication_max: 0.05
    clarity_min: 0.95
final_notes: |
  These are guidelines to inform good decisions, not rigid rules.
  Context matters, pragmatism matters, working software matters most.
 
  When in doubt: Preserve what works, improve incrementally.
 
  Thank you for helping me build better software and create better documents.
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