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TENESYS AI NEWS tracks the most important AI news and explains what changed, why it matters and whether a technology is worth testing.

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#Architecture — 2 articles ✕

Models· Important· 🧪 Worth Testing

IBM releases LLMON-enabled Granite models to combat prompt injection

IBM has introduced LLMON (LLM Object Notation), an XML-like markup language that uses reserved special tokens to explicitly label components like instructions, data, and constraints. Two experimental models, Granite 4.1 3B and 8B LLMON-preview, are now available, demonstrating near-zero success rates for indirect prompt injection attacks.

Hugging Face
Agents· Important· 🧪 Worth Testing

Standardizing enterprise agentic AI with a seven-layer architecture

Amazon introduced a seven-layer reference architecture to move AI agent applications from initial prototypes to production-ready systems. The framework emphasizes a modular, pluggable design using stable contracts between layers such as data, inference, orchestration, and security.

AWS Machine Learning