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A SHAP-guided heterogeneous ensemble defense framework for financial risk assessment under white-box adversarial attacks

Scientific Reports, Published online: 04 October 2026; doi:10.1038/s41598-026-72297-1 A SHAP-guided heterogeneous ensemble defense framework for financial risk assessment under white-box adversarial attacks

We haven't written up this one. Scientific Reports has the full story — the link below goes straight to it.

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Why 'Local-First' Is the New Stack: How to Build Data-Sovereign AI Apps with Local LLMs, Private Vectors, and Zero-Cloud Dependencies

Originally published on tamiz.pro . For the past decade, the default architecture for software development has been heavily skewed toward the cloud.

  • Local-First architecture ensures data stays within user control.
  • Advances in local AI technologies enable LLMs to run on consumer hardware.
  • Practical implementation uses Python, Ollama, and ChromaDB for zero-cloud AI systems.

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