Atlas · GenAI 2026
Long-Context Modeling
Long-context handling (RoPE Scaling, Ring Attention)
conceptPeak: 2024Transformer TechniquesAI consensus: 3/3
Prerequisites
RoPE scaling, Ring Attention, and sliding window attention are modifications to the Transformer's position encoding and attention mechanism
Recommended reference
Liu et al. (2024) 'World Model on Million-Length Video and Language with RingAttention' — shows extreme context scaling
Notes from AI deep research
Anthropic Opus
200K-1M+ tokenow. RoPE scaling, Ring Attention. 'Lost in the Middle' wymaga context eng
OpenAI Deep Research
Krytyczne dla jakości i kosztu [OA#12]
Google Deep Think
'Lost in the Middle' i skalowanie kontekstu [G#28]
Related skills
- → is subcategory of: Transformer Architecture(2/3)