I have been a die hard Mourinho fan for years and seldom pay attention to the internal situation inside Real Madrid. I notice many fans criticise Brahim Diaz recently. I want to know what exactly he has done. I hope someone can give an objective explanation based on real facts instead of groundless guesses and unfounded rumours.
Been trying to build a better way to handle creator outreach lately. manual emails just take way too much time, especially since you actually have to watch their videos so the pitch doesn't look like generic spam. tech and lifestyle creators get flooded with so much garbage that they instantly ignore anything that feels automated.
My current setup is basically a python script watching youtube for specific keywords. when a targeted creator posts something relevant, it grabs the transcript and their channel stats. throwing thousands of transcript chunks directly at an API was causing massive timeouts during overnight runs, so I ended up routing all the calls through zenmux. having the auto-failover keeps the batch jobs stable. if a provider drops, it just reroutes to a backup without crashing the whole script.
I split the logic between two models to keep things efficient. deepseek v4 acts as a strict filter to scan the transcript and drop anything that isn't brand safe. it catches a ton of noise. If the profile passes, gpt-5 takes over and drafts a casual email referencing a specific quote or timestamp from that exact video so it feels real.
we never let the bot actually hit send though. all the drafted emails just get dumped into an excel sheet. every morning I just skim the list, tweak a few words so it sounds completely human, and then fire them off. it's helped us scale the volume without losing the personal touch.
Has anyone else set up a custom outreach pipeline like this?
Saludos a todos. Me cuesta mucho aprender con materiales en ingles por los
terminos tecnicos. Saben de brokers que tengan contenido educativo de calidad
totalmente en español. Me han dicho que Ava'Trade se lo toma en serio y tiene
seminarios en nuestro idioma. Me gustaria saber si conocen otros sitios donde el
soporte y la formacion esten bien traducidos para no cometer errores por mala
interpretacion.
Hola. Estoy buscando recomendaciones de sitios que tengan herramientas
para practicar sin meter dinero real todavia. Me comentaron que en Ava Tradetienen un
simulador bastante decente que se ajusta a los precios reales del mercado. Alguien
aqui lo ha usado para empezar o conocen algun otro recurso que sea igual de intuitivo
para un novato que no quiere romper nada el primer dia.
Amid a sudden storm, a young boy showed incredible courage by holding onto the roof of his home to keep it from being damaged. Despite strong winds, he stood firm, determined to protect what mattered most to his family.
His effort reflects pure love, responsibility, and bravery beyond his age.
Moments like these remind us that strength is not about size, but heart, and even the smallest hands can make the biggest difference.