LLM Execution Development.

Concepts:

• Source Code = This (there is not name yet)
• Application = Legacy Source Code
• Compiler = LLM

What would happen if:

• Source code becomes just an opaque resource for being executed.
• If we express the context of the solution (compile the idea).

In classic terms the LLM is the Compiler, Source Code is the Binary, the Programming language is Context Description.

set_llm provider: :openai, api_key: ENV['OPENAI_API_KEY'], model: 'gpt-4o-mini'

application "hola mundo ruby", release: nil, language: :ruby, output_file: "holamundo-ruby.ollmed" do
  # More stable context: if this changes, all subsequent context will be recompiled.
  context "variables" do
    <<-LLM
    Variable saludos de valor 'hola mundo'.
    LLM
  end

  # More inestable context: if this changes, only this context will be recompiled.
  context "main" do
    <<-LLM
    Mostrar al usuario la variable saludos.
    LLM
  end
end

• Cycle
  • Edit application.
  • Once you agree with the current state of the application, increase the value of the release attribute
• Commit the release file (.release) and the source code (.llmed).

• gem install llmed
• or local user
  • gem install --user-install llmed
  • add to PATH the path ~/.local/share/gem/ruby/<RUBY VERSION example 3.0.1>/bin/
• llmed -t /tmp/demo.llmed
• edit
• compile to legacy source code llmed /tmp/demo.llmed
• execute or compile the legacy source code.

• bundle3.1 install --path vendor/
• OPENAI_API_KEY=xxx rake llmed[examples/tictactoe.rb]

• The same prompt and the same source code produce exactly the same source code, but if we change the prompt a little bit, the source code also changes a little bit. So we have almost a one-to-one relationship. Can the prompt be the source of truth?

After doing a small project in OpenAI i just deleted the chat, later i decide to add more features but it was not possible because i did not have the "source code", so some questions hit me: Why i need to spend time of my life fixing LLM trash? What if i just compile the idea? How can i study the idea of others?

So this project is for exploring this questions