NavanaAI — AI research, explained

Clear write-ups, reproducible notes, and practical engineering lessons about modern machine learning — coming soon. Read the latest short analysis pieces below.

Latest posts

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Transformer Efficiency Improvements Reshape Model Scaling

2025-08-28 — New techniques in sparse attention, quantization and distillation are pushing transformer models to be faster and cheaper — shifting engineering tradeoffs across research and industry.

Multimodal AI Breakthroughs — Images, Text and Beyond

2025-08-10 — Models that combine language, vision, and audio are becoming more capable and integrated — and new benchmarks are testing cross-modal generalization more thoroughly.

Regulation & Governance: What Practitioners Should Watch

2025-07-22 — New policy initiatives and voluntary industry standards are shaping how models are audited, deployed, and shared — and practitioners need to adapt engineering practices accordingly.

Open-Source Models & Community Growth

2025-06-30 — The open-source ML community continues to expand, producing competitive models, tooling, and evaluation resources that accelerate research and make capabilities more accessible.

Editorial note

NavanaAI publishes concise technical explainers and briefings. Our pieces are designed to be practical and readable — aimed at engineers, researchers, and thoughtful practitioners who want clear takeaways.