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Notes from taking third spot at the Dell x NVIDIA AI Hackathon
We built a self-learning IT firewall for our hackathon. The firewall runs on an 100% airgapped Dell GB10
Jul 31
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Devashish
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Owning Inference - Qwen3.6 on DGX Spark for real coding
How I got Qwen3.6-27B running locally on a DGX Spark with tools, reasoning, and MTP - and used it to ship real code.
Jul 7
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Devashish
3
Two Qwen3 Models on One DGX Spark: The Residency Math for Local LLM Setup
The residency math, the gpu_memory_utilization trap, and what to verify first. Notes from my experiments with local LLMs.
Jun 16
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Devashish
2
Introducing Clawrium: An aquarium for *claws
Clawrium is a CLI tool providing kubectl-style fleet management for AI agents. Deploy, configure, and manage multiple agents across machines from a…
Apr 21
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Devashish
Local + Cloud LLM comparison using Nvidia DGX Spark
Watch now | This is from my demo at AI Tinkerers Seattle last week. I ran 6 different models in parallel on identical coding tasks and had a judge score…
Feb 9
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Devashish
3
10:54
Migrating from Claude Code to OpenCode
Engineers need model flexibility and customization for best results. Closed ecosystems block them from doing this.
Jan 24
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Devashish
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AIE Code 2025 Wrapup
Leadership and engineering takeaways from AIE CODE 2025.
Dec 23, 2025
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Devashish
AWS re:Invent 2025 Recap
AWS re:Invent 2025 revealed three converging trends: multi-agent AI systems, design-time observability, and cost optimization during development.
Dec 11, 2025
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