Tag: Ash Hart
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TensorFold 1.0.0 and Multi-Model gr8: Two Release Notes Date the Desk-Side Stack
by Chris DePuy, 650 Group / November 3, 2026. On November 2, the TensorFold Mac application and the gr8 cluster stack, two community inference projects this blog has followed all autumn, published release notes that move this hardware tier toward installed software. Ash Hart, the maintainer of the TensorFold Mac application, announced version 1.0.0, “our…
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New GLM-5.3 on Four DGX Sparks: Results and Media Studio
On October 16, a community recipe put the full GLM-5.3 on four DGX Sparks, at tensor parallelism 4. The model is GLM-5.3 (753B), and the four NVIDIA DGX Spark units run it. Underneath is gr8, a from-scratch inference stack for the GB10 processor. The same weekend, keys/Wasserman AI Studio announced release 2.8.0 for Mac and…
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The Spark Fleet Learns to Run Itself
by Chris DePuy, 650 Group / October 21, 2026 The last month of desk-side serving stories were about engines. Athena put two frontier models on one 128 GB box at 262K context with a 141,519-token conversation restored from disk in 2.1 seconds; Imprint turned that same restore trick into a standalone context-cache service with a…
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New TensorFold LLM Model Serving Software Dramatically Improves Decode Speed on Macs and Sparks
by Chris DePuy, 650 Group / September 27, 2026 Two repositories shipped from one maintainer this week and made the same promise in two different places. On September 25 and 26, a developer publishing under the name Ash Hart released TensorFold, a local inference engine for Apple Silicon and NVIDIA GPUs, and Imprint, a tool…