1 request, decode at 16K context (profile table), thinking on, xhigh Source
- Custom kernel required
Your goal
Be visible where AI answers
Automate processes
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Put AI agents to work
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Use Cases
CRMStrengthen customer relationshipsPopularE-CommerceBoost online revenueBooking System24/7 appointment bookingProject ManagementCoordinate teamsInvoicingGet paid fasterAnalyticsData-driven decisionsLocal AI · Recipe · 2× DGX Spark
Swift-1.5-Qwen3.8-Flash-Next NVFP4 with SparkRing on 2× DGX Spark: 43.5 tok/s according to github.com (dataset as of Sep 29, 2026).
1 request, decode at 16K context (profile table), thinking on, xhigh
Source: github.comEvery sourced value of this recipe, each with its condition and source. Bars relative to the largest value in the group.
Sums over all streams are marked; per request it is correspondingly less.
What matters before you rebuild it.
1 request, decode at 16K context (profile table), thinking on, xhigh Source
1 request, prose prompt, with MTP (per recipe) Source
1 request, prose prompt (long story), thinking off, with MTP Source
1 request, prose prompt, with MTP (per recipe) Source
1 request, prose prompt, with MTP (per recipe) Source
Prose decode, 1 request; quality (FP8 KV, 4-bit dense): GSM8K 98.8% / HumanEval 95.7% / HumanEval+ & MBPP+ 86.5% Source
In a workshop we work out which models and which hardware fit your tasks, and build the first agent on your infrastructure.