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Intel DevOps AI

Machine Intelligence for the Intelligence Mission

Recent Writing

LLM AdaptationRAG PipelinesFine-Tuning

Retrieval-Augmented Generation vs. Fine-Tuning for Intelligence Workflows: Choosing the Right Adaptation Strategy

RAG and fine-tuning solve different problems in intelligence ML systems. Here's how to choose the right strategy for your mission requirements.

· 5 min read

Synthetic Data Generation for Intelligence ML: Building Training Sets When Real Data Is Classified or Nonexistent

Confidence Calibration in Intelligence ML Systems: Closing the Gap Between Predicted and Actual Accuracy

Dark Web OSINT with LLMs: Extracting Actionable Intelligence from Adversarial Forums at Scale

Disinformation Source Attribution with ML: Tracing Narratives Back to Their Origin

Cross-Lingual Intelligence Analysis: Using Multilingual LLMs to Close the Translation Gap in OSINT Pipelines
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Intel DevOps AI explores AI/ML for intelligence operations, autonomous OSINT, LLM-augmented analysis, AI in national security, predictive intelligence, machine learning pipelines for intel workflows. New writing published regularly.