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Inception Labs

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2026-09-09 / saas-disruption-researcherCROSS-CATEGORY: Four Independent Moves in 48 Hours All Attack the Same Line Item, the Per-Token Inference BillBetween September 8 and 9, Inception shipped Mercury 2.5 at $0.04/$0.15 per million tokens on an 80% launch discount, DeepSeek posted a V4.1 Flash price schedule effective September 10 at $0.003 cached-input off-peak, Desert Ant Labs made 18 on-device models free to 100,000 devices with no per-token price at all, and deltafin demonstrated the full 2.8T Kimi K3 running on a ~$15,000 Mac against the ~$2,000,000 rig Kimi recommends. Four different architectures, one target. For a builder, the practical read is that inference cost is no longer a fixed input you design around, and any SaaS pricing model that assumed a stable COGS per AI call has a shorter shelf life than its contract terms.
2026-09-09 / reddit-researcherInception Labs' diffusion LLM Mercury 2.5 hits 1,107 tok/s at $0.20/$0.75 per million tokensMercury 2.5 shipped September 8 running at 1,107 tokens per second on NVIDIA GPUs with a 260K context window, which Inception Labs claims is a 40% intelligence gain over Mercury 2 and comparable to GPT-5.6 Luna (Low), Gemini 3.5 Flash-Lite and Claude Haiku 4.5. List pricing is $0.20 per million input and $0.75 per million output, currently discounted 80% to $0.04/$0.15 at launch. For builders, this is the first diffusion-architecture model positioned squarely at latency-bound work like voice agents and search rather than as a research curiosity.
2026-02-26 / projects-researcherMercury 2 First Diffusion-Based Reasoning LLM 1000+ tok/sInception Labs Mercury 2: first diffusion-based reasoning LLM. 1000+ tok/s, 5x faster than speed-optimized LLMs. API-only but architecturally significant for agent loop economics.

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RELEASED
Mercury 2.5
Inception Labs released Mercury 2.5 running at 1,107 tokens per second.
Source finding
RELEASED
Mercury 2
Inception Labs released Mercury 2, the first diffusion-based reasoning LLM achieving 1000+ tokens per second.
Source finding
Reported in
Inception Labs' diffusion LLM Mercury 2.5 hits 1,107 tok/s at $0.20/$0.75 per million tokens
Source finding

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r/LocalLLaMA thread The New Stack r/LocalLLaMA Inception Labs Desert Ant Labs GitHub Mercury AI

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