Ángel G. Muñoz retweeted
Nuestro director participó en el webinar “Monitoreo, perspectivas y preparación ante un potencial El Niño 2026–2027”, donde presentó el panorama regional sobre las condiciones climáticas y los posibles escenarios asociados a este evento.
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Ángel G. Muñoz retweeted
#StormMarta impacts SW Europe & Morocco 🌍 🇵🇹 #Portugal: extreme rainfall, flood risk 🇪🇸 #Spain: strong impacts in Galicia & Pyrenees. South with saturated soils 🇫🇷 #France: multiple regions with heavy rain 🇲🇦 #Morocco: intense rainfall in the North of the country
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Ángel G. Muñoz retweeted
Over the next few days, several #Mediterranean regions will experience #extremerainfall, driven by the same atmospheric mechanism explained in our previous infographic. This configuration is expected to persist. ⚠️ Take extreme precautions and follow official guidance
High-impact rainfall and severe coastal conditions are forecast over the coming days for northern Morocco, Portugal and NW Spain, driven by southerly incursion of the Jet Stream and enhanced Atlantic moisture transport. Details: linkedin.com/posts/alisios-c… #EarlyWarning
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Ángel G. Muñoz retweeted
This paper from Google DeepMind, Meta, Amazon, and Yale University quietly explains why most “AI agents” feel smart in demos and dumb in real work. The core idea is simple but uncomfortable: today’s LLMs don’t reason, they react. They generate fluent answers token by token, but they don’t explicitly plan, reflect, or decide when to stop and rethink. This paper argues that real progress comes from turning LLMs into agentic reasoners systems that can set goals, break them into subgoals, choose actions, evaluate outcomes, and revise their strategy mid-flight. The authors formalize agentic reasoning as a loop, not a prompt: observe → plan → act → reflect → update state → repeat. Instead of one long chain-of-thought, the model maintains an internal task state. It decides what to think about next, not just how to finish the sentence. This is why classic tricks like longer CoT plateau. You get more words, not better decisions. One of the most important insights: reasoning quality collapses when control and reasoning are mixed. When the same prompt tries to plan, execute, critique, and finalize, errors compound silently. Agentic setups separate these roles. Planning is explicit. Execution is scoped. Reflection is delayed and structured. The paper shows that even strong frontier models improve dramatically when given: • explicit intermediate goals • checkpoints for self-evaluation • the ability to abandon bad paths • memory of past attempts No new weights. No bigger models. Just better control over when and why the model reasons. The takeaway is brutal for the industry: scaling tokens and parameters won’t give us reliable agents. Architecture will. Agentic reasoning isn’t a feature it’s the missing operating system for LLMs. Most “autonomous agents” today are just fast typists with tools. This paper explains what it actually takes to build thinkers.
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Ángel G. Muñoz retweeted
High-impact rainfall and severe coastal conditions are forecast over the coming days for northern Morocco, Portugal and NW Spain, driven by southerly incursion of the Jet Stream and enhanced Atlantic moisture transport. Details: linkedin.com/posts/alisios-c… #EarlyWarning
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Ángel G. Muñoz retweeted
El espacio permitió: ✔️Compartir avances técnicos ✔️Detectar necesidades específicas ✔️Fomentar la colaboración entre los 6 países del Oeste de Sudamérica en sistemas de monitoreo y alerta.
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Ángel G. Muñoz retweeted
🌍 El Foro Climático se centró también en la gobernanza y gestión de la sequía. Expertos de la región analizaron casos recientes y lecciones aprendidas.
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Ángel G. Muñoz retweeted
🤝 Con talleres participativos y cooperación regional, el foro busca mejorar la toma de decisiones frente al cambio climático. Gracias al apoyo del Proyecto Sequías Andes (ARAUCLIMA) y ENANDES+, se impulsan soluciones concretas.
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Ángel G. Muñoz retweeted
En el XXIV Foro Regional de Perspectivas Climáticas para el Oeste de Sudamérica se analizaron: ✔️ Condiciones climáticas 2024 ✔️ Eventos extremos e impactos ✔️ Pronósticos para JAS 2025
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Ángel G. Muñoz retweeted
Nuestro grupo de investigación ha publicado un trabajo sobre intrusiones de masas de aire del Sahara hacia el Mediterráneo. Se estudió su dinámica y los principales impactos en temperaturas extremas. Disponible open access en Weather and Climate Dynamics. doi.org/10.5194/wcd-6-609-20…
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Ángel G. Muñoz retweeted
🌍 España se calienta más rápido que la media global El Departamento de Ciencias de la Tierra ha sido clave en el Informe sobre el Clima en España @WCRP_CLIVAR, analizando la variabilidad climática y aportando las proyecciones futuras 📊 🔴Hallazgos clave: 🌡️Aumento acelerado de temperaturas y sequías 🌊El Mediterráneo se calienta casi 3 veces más rápido que el promedio global 🔥Más eventos extremos: incendios, estrés hídrico, impacto en turismo y agricultura 👉Informe: bsc.es/ZyY #CambioClimático #InvestigaciónClimática #AdaptaciónClimática @PTrascasaCastro @alekslacima @agmunozs
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Ángel G. Muñoz retweeted
🌊 Today in @Nature: Is the AMOC on the brink of collapse? Unlikely before 2100—but the risks are real 🚨 We find Southern Ocean winds keep this vital ocean “heat engine” running, even under extreme #climatechange. But the Pacific holds a surprise… Let’s explore 🧵👇
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Ángel G. Muñoz retweeted
The hand signal for help Teach it, share it for awareness
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Ángel G. Muñoz retweeted
The constant inflow of new ML research has made reviewing climate prediction applications hard. Yet, alien to any recent development, long-lasting inherent barriers exist, affecting from simple regressions to large nets. If you want to learn more, check out our latest paper!
🗞️Recently published on @WIREs_Reviews! 🌐A milestone over the status of #AI for #climate #predictions of extreme events🌪️🥵 ‼️We reviewed the state of the art, discussed challenges and perspectives, and identified best practices to increase trust. ➡️wires.onlinelibrary.wiley.co…
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Ángel G. Muñoz retweeted
#DidYouKnow? It's International Day of Awareness of Food Loss and Waste. Estimates suggest that 40% of Africa's crops are lost in post-harvest each year. But food loss also occurs pre-harvest, for example, with the rise in climate-driven pests and diseases. Our food systems cannot be resilient if they are not sustainable. Africa's small-scale farmers need climate-smart solutions from the fields to the markets. 🌍 Visit aiccra.cgiar.org to see how AICCRA and partners are exploring and addressing some of these challenges. #IDAFLW #FLWDay #Agriculture #Africa
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Ángel G. Muñoz retweeted
🚨Droughts are becoming alarmingly severe in 🇰🇪, leading to acute food shortage and water stress, thereby risking the lives and livelihoods of smallholder farmers and livestock keepers. That is why AICCRA, partnering with @IGAD_CPAC and @GovtOfKenya, plans to support the development of a National Drought Watch System that will provide real-time data and analysis on drought conditions and act as a drought early warning system. The system will benefit from a review of drought trigger and threshold protocols developed by @IGAD_CPAC, @WFP_Africa, @FAOAfrica, @KenyaRedCross, @NDOCKenya, @MeteoKenya, and @NDMA_Kenya to improve regional climate resilience. Find out more: aiccra.cgiar.org/search?sear…
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Ángel G. Muñoz retweeted
📻Nuestro querido @agmunozs -líder del equipo de Servicios Climáticos del Dep. Ciencias de la Tierra @BSC_CNS- hablando en el programa de radio 𝑈𝑛𝑒𝑥𝑝𝑒𝑐𝑡𝑒𝑑 𝐸𝑙𝑒𝑚𝑒𝑛𝑡𝑠 @BBCR1 sobre relámpagos 🌩️ ¡Grande, Ángel! 👏🙌 ➡️bbc.co.uk/sounds/play/w3ct5q… (minuto 37:30)
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