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Ling-3.1-flash: The ‘Small’ Model That’s Bigger Than Your Whole Cluster

Ant Group dropped a 560B-parameter ‘flash’ model with 1M context. The naming convention needs therapy, and the hardware requirements need a second mortgage.

#Ant Group#Ling-3.1-flash#Long Context...

Aleph Alpha

Germany’s $4M Bird: Kolibri-1 Puts 1M-Context AI on Your Hardware

Aleph Alpha dropped a 78B MoE model under Apache 2.0 with a 1M token context window. Here’s what it means for enterprise AI, why the benchmarks matter, and where it falls short.

#Aleph Alpha#Kolibri-1#Long Context...

gemma 4

The 24GB VRAM Hunger Games: Qwen 3.5 vs Gemma 4 in Long-Context Hell

Community-led torture testing reveals which open-weight model actually survives 100K token contexts without hallucinating or crawling at 0.6 tokens per second.

#gemma 4#Local LLM#Long Context...