Idilio Moncivais, PhD

🚨 someone just dropped a full 10-stage academic research pipeline for Claude Code. It doesn’t write your paper for you, it hunts references, formats citations, verifies data, and even runs a "devil's advocate" agent to attack your own thesis. Here's why it's a massive deal for academics: → Anti-AI Voice: Learns your specific writing style. →Integrity Gates: Actively hunts down fabricated citations and statistical errors. →Simulated Peer Review: Runs your draft through a 7-agent panel (including a Devil’s Advocate). →Cheap: A full 15k-word paper costs ~$4–$6 in API credits. Best part? It's 100% free and open-source. Install in 30s: `/plugin install academic-research-skills` repo in 🧵↓

One of the most important inventions in ML over the last 5 years is the Transformer architecture and large-scale foundation models built on it. The key mathematical idea is self-attention: Instead of processing information sequentially, Transformers learn relationships between all tokens simultaneously. This enables scalable representation learning across massive datasets. Why is this revolutionary? • Language models like ’s GPT systems • Vision Transformers for image understanding • Protein folding and scientific discovery • Code generation and autonomous agents • Reinforcement learning with sequence modeling The deeper breakthrough is transfer learning at scale. A single pretrained model can adapt to many tasks with minimal additional training. Modern AI is no longer just learning isolated tasks — it is learning general representations of information itself. Image: share.google/xxUQwS23dAn1eO…

BREAKING: I asked Claude to upgrade my LinkedIn profile. It didn’t just “upgrade” it. It turned it into a recruiter magnet. Here are the exact 7 prompts I used:

@Claudiashein @EipCDMX Y aquí el testimonio de Bartolomé de lad Casas, testigo ocular de la atrocidades narradas en la Brevísima. udea.edu.co/wps/wcm/connec…

@Claudiashein Pocos curas españoles denunciaron los crímenes del genocida Hernán Cortés. Debemos deshacernos de sus restos porque aquí en México no queremos basura.

Aquí les dejo el edicto de Carlos I de España en Valladolid, de 1548, en el que habla de las atrocidades de Hernán Cortés, a quien hoy pretende reivindicar la derecha mexicana. Los pueblos originarios son la verdadera reserva de valores del México de ayer y de hoy.

🚨 BREAKING: I asked Claude to upgrade my LinkedIn profile… And it rewrote everything better than a personal branding expert. No fluff. No buzzwords. Just clarity + positioning. Here are 8 Claude prompts to turn your LinkedIn into a magnet 🧵👇

JOB INTERVIEW: "What are your salary expectations?" Most candidates say: "Well, I am currently making $90k, so I am hoping to get around $105k to make the move worth it." (anchoring to the past) THE WINNING ANSWER: to

How to Leverage #Automation and #Robotics for Sustainable #Business Practices by @antgrasso #Innovation #Technology #EmergingTech

@Airaasayss The smallest triangle

Read very carefully!!!!! And look Closely before before You answer......🤔🤔

Social media fatigue just hit new levels: 3.5 hours daily doomscrolling, mental health down 35%. One viral cop meme and I’m out — family’s waiting, not the algorithm. Boomers built walls and real talk; we built endless feeds and fake outrage. As a data guy and dad, I’m logging off before it logs my sanity. Who’s joining the collective detox? #SocialMediaFatigue #DigitalDetox #InternetCulture

Adjunct burnout is wild: 42% eyeing the exit while inflation eats stipends and 2 a.m. grading stacks up. I’m juggling LE shifts, dad duty, and lectures — Apache wisdom says endure the desert, but this feels like self-inflicted drought. Boomers had pensions; Gen Z has side hustles and therapy apps. Stats don’t lie — who’s actually recalibrating? #AcademicBurnout #InflationImpact #StatsLife

AI in law enforcement: 55% adoption in my precincts, but false positives jumping 30%. We’re debugging suspects now? Millennials coding the dream, boomers yelling “paper files,” Gen Z treating it like a glitchy app. As a dad-cop-prof with Apache roots, I’ll take flawed humans over perfect hype every shift. Upgrade the badge, not just the bot. #AIEthics #LawEnforcementLife #DataScience

1. Reinicio forzado No vale con apagar y encender. Pulsa rápido subir volumen → bajar volumen → mantén el botón lateral hasta que aparezca la manzana Solo con esto ya puedes liberar unos cuantos gigas.

#PrecauciónVial | Eje 5 Sur se habilita en modo reversible de Gabriel Mancera hasta Canal de Río Churubusco, de lunes a viernes de 18:00 a 21:00 horas, el carril confinado correrá de manera habitual (sentido Poniente) solo para el transporte público, con el objetivo de agilizar la vialidad. #MovilidadCDMX

“Emotionally Focused Therapy (EFT) for couples is one of the most research-validated relationship therapies, with studies showing a 70–75% success rate in moving couples from significant relationship distress to recovery. Furthermore, approximately 90% of couples report significant improvements in relationship satisfaction after completing treatment.”

Papa Leo XIV ha hecho más por los Estados Unidos en sus últimas intervenciones que todo el Congreso unido en los últimos dos años. Menos burocracia, más impacto real. 🇻🇦🇺🇸 #Liderazgo #LeoXIV #Actualidad

10 Irresistible Outfit Combos Every Man Must Try: 1.

🚨 BREAKING: Claude can now build your entire resume and LinkedIn profile like a $500/hour executive recruiter from Robert Half. For free. Here are 12 prompts that get you interview calls within 7 days: (Save this before it disappears)

Top 8 Simple combinations for men 1.