Tag: data sovereignty

Security Posture Differences: API LLMs vs Private Large Language Models

Security Posture Differences: API LLMs vs Private Large Language Models

Public API LLMs like ChatGPT expose your data to third parties, risking compliance and IP theft. Private LLMs keep data inside your cloud, giving you control, audit trails, and regulatory compliance. For regulated industries, the choice isn't optional.

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Local-First Vibe Coding: Run AI Models Locally for Data Sovereignty

Local-First Vibe Coding: Run AI Models Locally for Data Sovereignty

Local-first vibe coding lets developers run AI models directly on their machines, keeping data private and avoiding cloud costs. It's ideal for community projects needing data control, like municipal apps. While setup is complex, new tools like LocalVibe 2.0 are making it easier. Learn how it works and where it shines in 2026.

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vibe coding large language models LLM security prompt injection AI security prompt engineering AI tool integration cost per token enterprise AI retrieval-augmented generation LLM accuracy generative AI data sovereignty LLM operating model LLMOps teams LLM roles and responsibilities LLM governance prompt engineering team system prompt leakage LLM07