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History-based decision models and concurrent orchestration

Date: 26 October 2026

Transcript of the user–assistant discussion. Automatically supplied application and environment context, repository setup instructions, and tool execution traces are omitted. Diagrams and code are preserved as Markdown.

---

User

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bundle add io-watch
bundle exec io-watch app config -- bundle exec falcon serve --bind http://localhost:3000 --count 1

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# frozen_string_literal: true

require 'rack'
require 'rack/session/cookie'

module Sourced
  module UI
    # A minimal Rack-compatible router with a Sinatra-style DSL and
    # trie-based dispatch.
    #

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module Energy
  class Comparison
    module LoadProfileGapFiller
      module_function

      # Public API
      def fill_gaps(annual_coefficients:, customer_profile:)
        # 1. Compute observed totals
        observed_total = customer_profile.values.sum
        raise "Customer profile is empty" if observed_total.zero?

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# The main worflow
class MarksFlow < Sourced::Actor
  include Sourced::CommandMethods

  state do |id|
    { id:, status: :new, tasks: {} }
  end

  command :start_step1 do |state, cmd|
    raise "invalid transition" unless state[:status] == :new

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require 'exif'
require 'geocoder'
require 'time'

def coord(deg, min, sec, _ref)
  (deg + (min / 60) + (sec / 3600)).to_f # * (ref == "S" || ref == "W") ? -1 : 1
  # %(#{deg.to_i}°#{min.to_i}'#{sec.to_f}"#{ref})
end

def coords(gos)

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  <!DOCTYPE html>
  <html>
    <head>
      <meta charset="UTF-8">
      <title>JSON form</title>
      <script>
      function jsonForm(form) {
        form.addEventListener('submit', function(event) {
          event.preventDefault();
          var data = {};

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# frozen_string_literal: true

source "https://rubygems.org"

gem 'puma'
gem 'datastar'

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require 'thread'

def work(queue, &block)
  Thread.new do
    block.call(queue)
    queue << :done
  rescue StandardError => e
    queue << e
  end
end

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# Adapter from https://gist.github.com/thedumbtechguy/9e6d9abfbd0393804f185118196ea678
require 'csv'
require 'plumb'
require 'date'
require 'debug'
require 'active_support/core_ext/string'

module Types
  include Plumb::Types