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#LLM deployment

Infographic comparing on-premise and proxy architectures for secure enterprise LLM usage
AI Hardware

Enterprises' LLM Security Headache: On-Prem Servers or Sneaky Proxies?

Silicon Valley's latest AI gold rush has enterprises scrambling: keep LLMs in-house on pricey GPUs, or route through proxies to dodge data leaks? Spoiler: neither's perfect, and someone's always cashing in.

4 min read 1 week, 4 days ago
Architecture diagram showing Oumi fine-tuning on EC2, S3 storage, and Bedrock deployment
AI Hardware

Oumi Slashes LLM Fine-Tuning Friction—Straight to Bedrock Production in Hours, Not Months

Teams waste 60% of their ML budgets on deployment stalls. Oumi fixes that—fine-tune on cheap EC2 GPUs, dump to S3, and invoke on Bedrock without infra headaches.

3 min read 2 weeks ago
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