Machine Learning • 4 minute readShow Your Work: Eight Examples That Unlock Reasoning in Large ModelsWith eight worked examples, step-by-step prompting lifts large models on math and logic, revealing emergent reasoning and simple, reusable gains.Optimization • 4 minute readCuckoo Search: Big Jumps, Simple Rules, Strong ResultsA cuckoo-inspired algorithm uses Lévy-flight jumps and selective resets to find global optima fast, often beating GA and PSO with minimal tuning.Machine Learning • 4 minute readWhy AI Should Think in GraphsGraph networks add entities, relations, and shared rules, helping AI generalize, reason, and scale with compositional structure.Machine Translation • 4 minute readThe Translator That Looks While It WritesBahdanau’s attention lets a translator focus on source words as it writes, improving long sentences, revealing alignments, and rivaling phrase-based systems.Tech Policy • 4 minute readA Window into the Algorithmic CocoonPersonalized algorithms create private online cocoons. A consent-based tool, Robin, records real exposure to study diversity, fairness, impact and policy.Reinforcement Learning • 4 minute readSmall Steps, Big Gains: The Tiny 'Min' That Steadies Reinforcement LearningA clear look at PPO-min: how a simple “min” in the clipped loss acts as a safety belt, delivering steadier updates and a minimal recipe that works.Natural Language Processing • 4 minute readThe Simple Math That Taught Machines MeaningHow word vectors and clever sampling let models learn meaning from massive text, turning relationships into straight lines.
