8bit.tr Journal
Efficiency
4 articles tagged with Efficiency.
December 31, 2025
Mixture of Attention Routing: Smarter Context Allocation at Scale
A technical exploration of attention routing strategies that allocate context budget to the most relevant tokens.
December 27, 2025
Model Compression and Distillation: Smaller Models, Real Gains
A practical guide to compressing LLMs with quantization, pruning, and distillation while preserving quality.
December 25, 2025
Sequence Parallelism: Scaling Context Without Breaking Training
A technical guide to sequence parallelism and how it improves training efficiency for long-context models.
December 15, 2025
Energy Efficiency and Carbon-Aware AI: Sustainable LLM Operations
A technical guide to reducing energy use and carbon impact in LLM training and inference.