Topic

OSINT

6 posts tagged OSINT from Intel DevOps AI.

semantic search vector embeddings intelligence retrieval

Semantic Search vs. Vector Embeddings in Intelligence Retrieval: Choosing the Right Tool for Classified Document Corpora

A practical breakdown of semantic search and vector embeddings for classified intelligence document retrieval, what each does well and where each fails.

R. Tanaka

· May 28, 2026 · 4 min read

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

entity resolution OSINT

Entity Resolution Across Intelligence Data Sources: Matching Names, Aliases, and Identities at Scale

How ML-powered entity resolution tackles the alias, transliteration, and identity-matching problems that break traditional intelligence workflows.

R. Tanaka

· May 14, 2026 · 4 min read

knowledge graphs NLP

Knowledge Graph Construction from Unstructured Intelligence Reporting: A Practitioner's Guide

How to extract structured knowledge graphs from raw intelligence reports using NLP pipelines, and why most implementations fail at the entity resolution step.

R. Tanaka

· May 11, 2026 · 5 min read

LLM temporal reasoning

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

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 LLM intelligence community Adversarial AI automation computer-vision ML pipelines prompt engineering SIGINT ACH

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