New Action 3

Oct 28, 2026

Did Qwen Try to Call Home? Testing Cohere's Trace

We replayed Cohere's Qwen trace through CKE. The model continued an already-started command, but our tests ran no tool and sent no data. Here is what the evidence does and does not show.

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Oct 13, 2026

From Generated C to Useful Agents: CKE Serving Qwen Code and Gemma4

CKE now serves bounded Qwen Code and Gemma4 agent tasks from generated native CPU bundles. Here is what passed, what failed, and why batching remains a separate gate.

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Sep 6, 2026

How CKE Brought Up Qwen3.8 Flash Next

Qwen3.8 Flash Next brought hyper-connections, Per-Layer Embedding, recurrent DeltaNet, query-selected sparse attention and mixed packed experts into one CKE circuit. This is what changed, wh...

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Sep 5, 2026

Qwen3.8 Broke In CKE. Our Regression Tests Needed To Catch It.

I have been writing about how quickly C-Kernel-Engine is adding model families. Qwen3.8 had already produced useful output in CKE, so I treated that support as progress we had earned. Then i...

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Aug 26, 2026

CKE Now Runs More Than Qwen: Cohere, Laguna, Instella, Nemotron And More

A detailed look at CKE's expanded model-family matrix, what each architecture added to the kernel portfolio, and why support must be reported with an evidence level rather than one generic c...

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Jul 14, 2026

Nemotron Kernels From Inference To Backpropagation

A visual, source-linked derivation of Nemotron inference, training forward, backpropagation, and quantization across Mamba2, attention, ReLU2, and routed experts.

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Jun 16, 2026

Gated DeltaNet: Recurrent Attention With Error-Driven Memory

Lab note This ShivasNotes lab note studies the alternative used by the Qwen3.5 / qwen3next recurrent path in C-Kernel-Engine: Gated DeltaNet, where the model stops trying to store every toke...

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Qwen

Did Qwen Try to Call Home? Testing Cohere's Trace

From Generated C to Useful Agents: CKE Serving Qwen Code and Gemma4

How CKE Brought Up Qwen3.8 Flash Next

Qwen3.8 Broke In CKE. Our Regression Tests Needed To Catch It.

CKE Now Runs More Than Qwen: Cohere, Laguna, Instella, Nemotron And More

Nemotron Kernels From Inference To Backpropagation

Gated DeltaNet: Recurrent Attention With Error-Driven Memory

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Embedded systems · Robotics · Constrained AI · CPU and HPC · Accelerators · Distributed systems

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Did Qwen Try to Call Home? Testing Cohere's Trace

From Generated C to Useful Agents: CKE Serving Qwen Code and Gemma4

How CKE Brought Up Qwen3.8 Flash Next

Qwen3.8 Broke In CKE. Our Regression Tests Needed To Catch It.

CKE Now Runs More Than Qwen: Cohere, Laguna, Instella, Nemotron And More

Nemotron Kernels From Inference To Backpropagation

Gated DeltaNet: Recurrent Attention With Error-Driven Memory

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Need an intelligent system to work on real hardware?

Embedded systems · Robotics · Constrained AI · CPU and HPC · Accelerators · Distributed systems

ShivasNotes

Read

Support

Owned by Antshiv Robotics

Published with Antsand