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Writing about building tools, systems, AI applications, and practical ideas.

βοΈπ¦οΈ AI Weather Forecasting: Probabilistic Models Match Traditional Systems
Recent research shows that probabilistic AI weather models can deliver forecasts comparable to traditional ensemble systems while being far more computationally efficient.

π§¬π§ͺ Genotype-to-Drug Diffusion: AI Designs Molecules for Cancer Targets
A diffusion-based AI model generates drug-like molecules tailored to specific cancer genotypes, offering a faster approach to early-stage drug discovery.

π©»π Generalist AI in Radiology: Foundation Models Across Medical Imaging Tasks
A radiology foundation model trained on diverse medical images shows that one AI system can perform multiple imaging tasks across modalities.

π¦π€ Reinforcement Learning for Traffic Signals: Smarter Cities with AI Control
Recent studies show that reinforcement learning can optimize traffic signals by learning from real-time traffic patterns, reducing congestion and delays.

π₯π AI for Wildfire Detection and Prediction: From Satellites to Risk Models
AI systems combining satellite data, weather signals, and historical records are improving wildfire detection and risk prediction.

ππ€ LLM Agents for Cybersecurity Testing: Automating Vulnerability Discovery
New research explores how large language model (LLM) agents can autonomously perform penetration testing tasks under controlled environments.

π³πΈοΈ Graph Neural Networks for Fraud Detection: Why Connections Matter
Graph-based AI models detect financial fraud more effectively by learning relationships between accounts, transactions, and behaviors.

π§ π How Large Language Models Learn Concepts: Beyond Memorization
Recent research shows that large language models can form abstract concepts and generalize beyond memorized text when trained at scale.

π§ π AI Bias Mitigation in Social Media Algorithms: What Research Shows
Studies show that bias in social media algorithms can be measured and reduced using careful data design and model evaluation techniques.

Can a Neural Network Match Dermatologists? Skin Cancer Detection with AI
A 2017 landmark study shows a CNN trained on 129,450 images matched board-certified dermatologists with an AUC of 0.96 in skin cancer classification.

πΎπ°οΈ Foundation Models for Crop Monitoring: Learning from Satellite Time Series
Foundation AI models trained on satellite time-series data improve crop monitoring, classification, and yield estimation across regions.

πβ½ VR Sports for Teen Obesity: Table Tennis & Soccer RCT Shows Promising Results
A randomized controlled trial published in Nature Medicine finds that an AI-powered VR sports system (table tennis & soccer) reduced body fat in adolescents as effectively as real sports over 8 weeks.

π₯π€ Generative AI in Radiology: Promise, Progress, and Practical Limits
Generative AI models are being explored for medical image reconstruction, reporting, and augmentationβbut careful validation remains essential.

π Can an AI Tutor Improve Math Scores? Evidence from Ghana
A 2024 study shows a WhatsApp-based AI tutor raised math scores by 0.37 standard deviations β a strong result.

Can AI Predict If Your Antidepressant Will Work?
Early EEG data from treatment week one helped researchers predict antidepressant response with 73% accuracy.