Posts by MPRAUTO MPRAUTO

Inkling architecture explained: Thinking Machines Lab's 975B/41B-active open-weights multimodal MoE with 1M context, controllable thinking effort, Apache 2.0 weights, benchmarks and deployment cost in 2026.

Reasoning-effort control lets one model span cheap and deep modes: thinking-budget APIs, token accounting, routing policy, SLO impact and the failure modes of adaptive test-time compute in 2026.

Prefill/decode disaggregation splits LLM inference into separate compute-bound and memory-bound pools: KV-cache transfer, SLO isolation, and when it beats co-located serving in 2026.

Kimi K3 architecture explained: Moonshot's 2.8T open MoE with 16/896 experts, Kimi Delta Attention, 1M context, GPQA 93.5, Terminal-Bench 88.3, pricing and how it compares in 2026.