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Enterprise AI

A collection of 12 issues

Enterprise AI Fine-Tuning: From Dataset to Production Model

A quick guide on turning enterprise datasets into production-ready AI models with Prem Studio. Learn how fine-tuning, experiments, evaluations, and deployment come together to help teams build high-performing, domain-specific models without heavy ML complexity.

Enterprise Dataset Automation for Model Customization

Learn how Prem Studio automates dataset creation with synthetic data generation, augmentation, and versioning, giving enterprises a faster, scalable way to build domain-specific AI models.

Introducing Prem Studio

Prem Studio unifies the full lifecycle of custom AI development, dataset management, continuous fine-tuning, evaluation, and deployment, giving enterprises a reliable way to build production-grade models.

Prem Cortex: AI That Remembers Like a Human

Most AI agents forget too quickly, creating digital amnesia. Prem Cortex changes that with human-like memory, letting agents organise, connect, and recall context naturally.

Prem AI Adds DeepSeek-V3.1 for Smarter Enterprise AI

PremAI now supports DeepSeek-V3.1, a hybrid MoE model with 128K context, smart routing, and benchmark gains, built for enterprise use with secure, ready-to-deploy APIs.

Small Models, Big Wins: Agentic AI in Enterprise Explained

Prem Studio breaks down NVIDIA’s latest research, showing how Small Language Models match or surpass large ones, delivering faster, cheaper, and more efficient AI for enterprise workflows.

LLM Reliability: Why Evaluation Matters & How to Master It

Prem Studio redefines AI evaluation with agentic rubrics, transparent, scalable, and domain-specific checks that ensure LLMs are production-ready.

How to Succeed with Custom Reasoning Models?

Custom reasoning models enable multi-step reasoning beyond LLMs. Learn how PremAI helps enterprises build scalable, explainable, high-performance AI.

SLM vs LoRA LLM: Edge Deployment and Fine-Tuning Compared

Fine-tuning is critical for adapting language models to real-world tasks. This blog compares SLM full fine-tuning with LoRA for LLMs, highlighting strengths, challenges, and edge deployment strategies. Learn how PremAI enables efficient, scalable, and enterprise-ready AI solutions.

DeepSeek R1: Open Source Driving the Future of Enterprise AI

DeepSeek R1 proves open source can rival proprietary AI, aligning with PremAI’s mission to build sovereign, censorship-resistant systems. From model distillation to agentic workflows, PremAI empowers enterprises to own, fine-tune, and scale AI securely while advancing open innovation.