Tools
Open-source tools and research prototypes built around the same question: can a small organization run this without a dedicated specialist team behind them.
Tests whether a non-specialist can understand why an intrusion detection model flagged, or missed, a threat, by translating SHAP explanations into plain language with an LLM.
Tests whether a small security team without dedicated SOC staff can detect and respond to incidents using lightweight, open-source automation instead of expensive enterprise tooling.
Tests whether a non-specialist owner-operator can keep up with relevant vulnerabilities without being overwhelmed by raw CVE feeds, by filtering and summarizing alerts in plain English.
Tests whether a small organization can run IT helpdesk ticketing without paying for dedicated helpdesk software, using only Gmail, Google Sheets, and Apps Script.