Adaptive Threat Response Orchestrator
A published overview of multi-agent orchestration, AI-assisted threat detection and the path from correlated security signals to analyst-guided response.
Search Medium for this article ↗WRITING & NOTES
Working through ideas, one useful question at a time.
I write about things I’m learning and building across AI-assisted security, threat investigation, email security and software engineering.
Thinking clearly about suspicious email
How message headers, SPF, DKIM, DMARC, domain reputation and URL analysis each add context to a phishing investigation.
Related project: phishing analysis ↗Keeping a human in the security loop
Where retrieval and AI agents can assist with enrichment, prioritization and investigation—while analysts remain responsible for decisions.
Related project: ATRO ↗Building better intelligence pipelines
Ideas around concurrent processing, dependable APIs and structured vulnerability data in Go and Python.
Related project: vulnerability intelligence ↗LET’S EXCHANGE IDEAS
The best notes lead to better questions.
Find my published ATRO article on Medium, or send me a note about something you’re working through.