Evidence over vibes
Citations required, abstention when retrieval is weak, and SHAP or rule-based explanations for analysts — not answers that only look confident.
Protective & ethical AI · open lab
Sage's Experiments
Protective & Ethical AI Prototypes
A lab for trustworthy, agentic systems — grounded in cybersecurity and ethical AI, with room to explore new domains as they matter.
Featured experiments
Three featured builds — ethics auditing, agent-action review, and a transparent autonomous SOC agent.
How I build
The same standards across security and ethics work — so demos hold up under scrutiny, not just under a spotlight.
Safety by design
Input and tool guardrails, rate limits, and deterministic floors so models cannot under-rate hard evidence.
Ethics under scrutiny
Framework-aware auditing, consistency checks across rephrased scenarios, and structured reports instead of black-box “right answers.”
Ship it
Live demos, Docker/Compose, GitHub Actions CI, and committed indexes or demo data for clone-and-run.