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Jaipal Singh

DeepSeek R1: Why Open Source Is the Future of Enterprise AI
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DeepSeek R1: Why Open Source Is the Future of Enterprise AI Development

Open-source vs. closed-source AI stands at a turning point: once dominated by proprietary systems, the field now sees open science and models like DeepSeek R1 driving forward. Leveraging new training efficiencies, these open solutions match or even surpass their closed-source counterparts.
27 Feb 2025 13 min read
PremAI Autonomous Fine-tuning System: Technical Architecture Documentation
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PremAI Autonomous Fine-tuning System: Technical Architecture Documentation

The Prem AI Autonomous Fine-Tuning System optimizes Small Language Model (SLM) fine-tuning with automated data augmentation, distributed training, and LLM-based evaluation. It minimises manual effort through multi-agent orchestration, hierarchical task classification, and active learning loops.
06 Feb 2025 15 min read
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