v1.1, October 2026. Read-or-Think: one-pass answer, a short thought only when unsure. 4B, 9B, 27B.
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Papers
StartLux-Decision: AutoThink Decision Models with Reinforcement Learning for Calibrated Deliberative Decisions
Massive Activations in Hybrid Linear Attention Large Language Models: Pre-Attention Spikes and Inter-Spike Plateaus
models 65
startlux-models/ReaDy-Qwen3.8-27B
Text Generation • 2B • Updated • 45 • 4
startlux-models/StartLux-Decision-v1.1-9B-Instant
10B • Updated • 4.1k • 1
startlux-models/StartLux-Decision-v1.1-9B-AutoThink
9B • Updated • 472 • 3
startlux-models/StartLux-Decision-v1.1-4B-Instant
5B • Updated • 615 • 2
startlux-models/StartLux-Decision-v1.1-4B-AutoThink
5B • Updated • 571 • 3
startlux-models/StartLux-Decision-v1.1-2B-Instant
2B • Updated • 346 • 1
startlux-models/StartLux-Decision-v1.1-27B-Instant
28B • Updated • 1.61k • 12
startlux-models/StartLux-Decision-v1.1-27B-AutoThink
27B • Updated • 569 • 9
startlux-models/StartLux-Decision-v1.1-0.8B-Instant
0.9B • Updated • 496 • 1
startlux-models/StartLux-Decision-v1.1-9B-Instant-MLX-8bit
9B • Updated • 83