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File: /var/www/html/laravel/app/Console/Commands/UpdateCheckNeeded.php
<?php

namespace App\Console\Commands;

use App\Models\FineTuningJob;
use App\Models\Notam;
use Illuminate\Console\Command;

class UpdateCheckNeeded extends Command
{
    /**
     * The name and signature of the console command.
     *
     * @var string
     */
    protected $signature = 'notam:update-checkneeded-flag';

    /**
     * The console command description.
     *
     * @var string
     */
    protected $description = 'Set CheckNeeded to false if no validation errors found';

    /**
     * Create a new command instance.
     *
     * @return void
     */
    public function __construct()
    {
        parent::__construct();
    }

    /**
     * Execute the console command.
     *
     * @return int
     */
    public function handle()
    {
        $lastFineTuningJob = FineTuningJob::query()
            ->orderBy('created_at', 'desc')
            ->first();

        echo $lastFineTuningJob->created_at;
        $notams = Notam::query()
            ->where('updated_at', '>=', $lastFineTuningJob->created_at)
            ->where(function ($query) {
                $query->whereNull('correct_response')
                    ->orWhere('correct_response', 'like', '%CheckNeeded":true%');
            })
            ->orderBy('id', 'asc');

        $notams->chunk(100, function ($notams) {
            /** @var Notam $notam */
            foreach ($notams as $notam) {
                $needToSave = false;

                if ($notam->correct_response) {
                    $validationErrors = $notam->validateDataFormat($notam->correct_response);
                    if (!count($validationErrors) || (count($validationErrors) == 1 && substr_count($validationErrors[0], 'CheckNeeded'))) {
                        $notam->correct_response = json_decode($notam->correct_response);
                        $notam->correct_response->CheckNeeded = false;
                        $notam->fine_tuning = 0;
                        $notam->check_required_gpt = true;
                        $needToSave = true;
                        $notam->correct_response = json_encode($notam->correct_response);
                    }
                }

                if ($needToSave) {
                    $notam->saveQuietly();
                    $notamId = $notam->id;
                    echo "Notam #{$notamId} updated \n";
                }
            }
        });
    }
}