Topic

LLM

5 posts tagged LLM from Intel DevOps AI.

LLM chain-of-thought intelligence analysis

Chain-of-Thought Prompting for Intelligence Analysis: Structured Reasoning Under Uncertainty

How chain-of-thought prompting techniques can improve LLM reasoning quality in intelligence analysis workflows, and where they still fail under operational pressure.

R. Tanaka

· May 21, 2026 · 5 min read

Temporal Reasoning in Intelligence LLMs: Why Time-Aware Models Outperform Static Embeddings

Static LLM embeddings decay fast in intelligence work. Here's why temporal reasoning models change the calculus for analysts working time-sensitive collections.

R. Tanaka

· May 4, 2026 · 5 min read

LLM fine-tuning

Fine-Tuning LLMs on Classified Corpora: What Works, What Breaks, and What the IC Gets Wrong

Fine-tuning large language models on classified intelligence data is harder than vendors admit. Here's what actually works inside the IC.

R. Tanaka

· May 1, 2026 · 5 min read

RAG intelligence-analysis

RAG Pipelines for Intelligence Analysis: Beyond Keyword Search

Retrieval-augmented generation is reshaping how analysts query classified repositories. The architecture matters more than the model.

R. Tanaka

· April 5, 2026 · 2 min read

agents OSINT

Autonomous Agents for OSINT: Architecture, Loops, and the Hallucination Problem

LLM-powered agents with tool use can automate multi-source OSINT collection, but the agent loop architecture and hallucination risks demand careful design before they touch real collection.

R. Tanaka

· January 20, 2026 · 5 min read

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intelligence analysis machine learning NLP OSINT intelligence community Adversarial AI automation computer-vision ML pipelines prompt engineering SIGINT ACH

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