Modern Tech Stacks
Deep dives into modern frameworks, libraries, and best practices.
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Tech Stacks & Applied AI
Full stack developer exploring the intersection of modern tech and artificial intelligence.
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Native Video Understanding: Beyond 'Stitched Photo' Analysis
Learn how native video understanding differs from frame-sampling AI methods, why "stitched photo" analysis misses motion and context, and how to choose the right approach for your video AI project.
Video UnderstandingAnalysis
State-Space Models vs Transformers: Can SSMs Really Replace Attention?
A clear breakdown of how State-Space Models (SSMs) like Mamba work, how they differ from Transformers, and whether they can realistically replace attention-based AI models in 2026.
Machine LearningAI Architecture
GRPO Explained: The Efficiency Shortcut Powering Modern Reasoning Models
Learn what GRPO (Group Relative Policy Optimization) is, how it differs from PPO, and why it powers efficient reasoning models like DeepSeek-R1, with code examples using Hugging Face TRL.
GRPO
Liquid Neural Networks (LNNs): AI That Adapts on the Fly
Liquid Neural Networks (LNNs) are continuous-time AI models that keep learning after deployment. Learn how they work, how they differ from regular neural networks, and where they are used.
LNNNeural Networks
LLM Gateways: Building Runtime Resilience Against API Downtime
Learn how LLM gateways protect AI applications from provider outages using automatic failover, retries, and load balancing, with config examples using LiteLLM.
LLM GatewaysAPI DowntimeResilience
Test-Time Compute Explained: Why AI Is Learning to Think, Not Just Remember
Learn what test-time compute means, how it differs from traditional AI training, and why this shift from memorizing to reasoning is changing the way large language models solve hard problems.
AITest-Time Compute