AI and LLM questions

[theodorosploumis]

• How can I create my niche LLM or AI tool?
• Can we switch AI providers on the cli and same context? (see https://github.com/foreveryh/claude-code-switch)
• Can we extend a "core" LLM? How?
• Unify all the mcp servers for all the local tools (JSON, symlinks, converters/transformers)
• Model arbitrage: strategically use different AI models for specific tasks to optimize cost and performance. Instead of using expensive models like Claude Code Sonnet for everything, you match each model's strengths to your needs.
• Can we create a whole Drupal site with AI cli (e.g. claude)?
• How to reduce token usage on local cli run?
• Can we run UI tests on GitHub by using simple AI commands?
• Should we use AI cli on the server (live site)?
• Is there any LLM with darknet knowledge, hidden, protected, pirate data etc?
• Can I expose my local files as AI data for LLM? (like torrents, startup idea)?
• Can I limit an MCP tool to use, e.g. only some domains for results?
• Should I create an MCP as AI persona
• Can AI do a cost estimate before starting a task? How to do this our own?
• Drupal LLM: Can we have each Drupal part as a mini, embedded LLM or an MCP?
• Drupal LLM: Can we have versions of each mini LLM according to the version of the tool we parse data for? (LLM variants)
• Drupal LLM: How much time, RAM (→ dollars) do we need?
• Drupal LLM: Estimate LLM vs Agent vs realtime RAG (cost, needs, maintenance, extensibility, UX etc)

[theodorosploumis]

Evaluate AI tools with Drupal

Questions

• Which JS library is Drupal 11 using for Keyboard navigation? Answer in one only word. (Tabbable)
• Which PHP method is responsible in in Drupal 11 for generating Entity Translations?

Tasks

• Rewrite the Drupal hook hook_node_insert in the new Drupal 11.x OOP way. Example to rewrite.

/**
 * Implements hook_ENTITY_TYPE_insert().
 */
function mymodule_node_insert(Node $node) {
  if ($node->bundle() === 'article') {
    $copy = Node::create([
      'title' => $node->getTitle() . ' copy!',
      'type' => 'article',
      'status' => 0,
    ]);

    foreach ($node as $key => $value) {
      if (strpos($key, 'field_') === 0) {
        if (isset($copy->{$key})) {
          $copy->{$key}->setValue($node->{$key}->getValue());
        }
      }
    }
    $copy->save();
  }
}