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Machine Learning Pills

Machine Learning Pills

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Weekly pill-sized articles on key AI, Machine Learning and Data Science concepts.

Extra #5 - Real-World Scenarios Where RNNs Still Beat Transformers
Blog•Mar 18, 2026

Extra #5 - Real-World Scenarios Where RNNs Still Beat Transformers

While Transformers dominate cloud‑based NLP and generative AI, the blog post highlights that Recurrent Neural Networks remain competitive in specific 2026 use cases. RNNs’ sequential processing offers a lower memory footprint and deterministic latency, making them ideal for edge and streaming environments. The author outlines three real‑world scenarios where RNNs outperform Transformers, emphasizing their relevance for system architects seeking lightweight solutions. This analysis underscores that architectural choice still matters when resources are constrained.

By Machine Learning Pills
Extra #4 - Beyond “Vibe Coding”: Evolution of AI Development
Blog•Mar 11, 2026

Extra #4 - Beyond “Vibe Coding”: Evolution of AI Development

The post argues that AI‑assisted programming is moving beyond ad‑hoc "vibe coding" toward a disciplined Spec‑Driven Development (SDD) model. It explains how messy prompts cause LLM hallucinations and introduces three SDD tiers, culminating in "Spec as Source" where requirements drive...

By Machine Learning Pills
Extra #3 - The Prompt Injection Defense Playbook
Blog•Mar 4, 2026

Extra #3 - The Prompt Injection Defense Playbook

The post outlines a premium playbook for defending Large Language Models against prompt injection, a semantic attack that tricks AI into violating its own constraints. It categorizes three primary attack vectors—role‑playing jailbreaks, hidden‑text payloads, and direct overrides—and proposes a multi‑layered...

By Machine Learning Pills