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WIBOONNISSARA Cyber Intelligence · AI Systems · Technology

Technical writing

Articles

Notes and analysis on threat intelligence, OSINT tradecraft, AI-assisted analysis and security engineering.

Security Engineering

Designing CTI → SOC Detection Pipelines

The last mile is where most threat intelligence value dies. Turning an assessment into a detection converts something probabilistic and time-bound into something deterministic and permanent — and almost nothing in the usual design notices the conversion.

Cyber Threat Intelligence

Why CTI Pipelines Fail at Handoffs

Every stage has an owner and a test. Every boundary between stages has neither. That is where intelligence pipelines actually break — and the failure is invisible because each stage, examined alone, is working correctly.

Artificial Intelligence

AI-Assisted Cyber Intelligence: Instrument, Not Oracle

Language models are useful in intelligence work in proportion to how rigorously you measure them. Without a baseline, a confidence contract, and an audit trail, an AI pipeline does not produce intelligence — it produces fluent, unfalsifiable assertions at scale.

OSINT

OSINT, Attribution, and the Honest Expression of Confidence

Open sources can take you a long way toward naming an adversary — and they can take you confidently to the wrong name. The discipline is not in the collection; it is in what you are willing to claim from it.

Cyber Threat Intelligence

What Is Cyber Threat Intelligence?

Threat intelligence is not a feed of indicators. It is a decision-support product with a consumer, a question, and a stated confidence — and most of what is sold under the name fails all three tests.