WhatA managed inference platform that packages extreme-speed LLM serving (1000+ tokens/sec) using speculative decoding, TileRT-style persistent kernels, and MoE optimization as a turnkey service for enterprises building real-time AI products.
SignalDevelopers are stunned by the speed breakthrough and immediately see it as enabling entirely new categories of AI workflows that were previously impossible due to latency constraints — the consensus is that speed, not intelligence, is now the binding constraint.
Why NowTechniques like speculative decoding, persistent CUDA kernels, and sliding window attention have matured simultaneously, making 1000 TPS achievable on commodity GPU clusters for the first time.
MarketAI application developers and enterprises needing real-time inference; $20B+ inference market growing 50%+ annually; competes with Anyscale, Together AI, Fireworks — but none focus specifically on ultra-low-latency serving as the core value prop.
MoatDeep systems engineering expertise in kernel-level GPU optimization creates a significant technical moat — this is not something easily replicated by wrapping open-source serving frameworks.
MiMo-v2.5-Pro-UltraSpeed: 1T model with 1000 tokens per secondView discussion ↗ · Article ↗ · 593 pts · June 8, 2026
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