Machine Learning

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New Open-Source Tool 'Soup' Lets Developers Fine-Tune 8B AI Models on a 4GB Laptop GPU With a Single Command

New Open-Source Tool 'Soup' Lets Developers Fine-Tune 8B AI Models on a 4GB Laptop GPU With a Single Command

Aug 17, 2026
GitHub

A new open-source tool called 'Soup' is revolutionizing AI development by allowing developers to fine-tune massive 8-billion parameter language models on a standard 4GB laptop GPU using a single command, thanks to a breakthrough 'layer streaming' technique that achieves 119.6 tokens per second at just 3.32 GB peak VRAM.

Only 15% of Companies Successfully Scale AI Agents as Data Gaps and Integration Failures Hold Businesses Back

Only 15% of Companies Successfully Scale AI Agents as Data Gaps and Integration Failures Hold Businesses Back

Aug 17, 2026
The Deep View

Only 15% of companies successfully scale AI agents despite widespread testing, as a new Deloitte survey exposes a critical gap between enterprise ambitions and real-world deployment, with legacy data systems, integration failures, and fragmented data blocking progress for the majority of businesses.

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