Vulnerability Disclosure Programs lesson plan using 2026 evidence on report quality, remediation delays, triage limits, and classroom analysis.
Hannah Sterling
Misalignment Reporting Framework: Practitioner Notes
A practitioner-focused look at the Misalignment Reporting Framework, disclosure tracks, early incidents, and limits for safety review.
Lesson Plan: AI Infrastructure Risks Assessment
Use this AI infrastructure risks lesson plan to teach evidence checks, supply-chain exposure, identity weakness, and cautious cyber risk scoring.
EO 14421 and Bulk-Power Equipment Security
EO 14421 changes how U.S. grid operators assess foreign bulk-power equipment, from transformers to controls, before DOE rules arrive.
Model Escape Incidents Lesson Plan for AI Safety
Teach model escape incidents with evidence checks, safe discussion prompts, and clear limits on what AI sandbox failures prove.
OpenAI Energy Lesson for Model Efficiency
OpenAI Energy Lesson plan for teaching per-query electricity, water use, carbon estimates, and limits in AI model efficiency data.
AI Adoption Barriers Lesson Plan for Infrastructure
AI Adoption Barriers lesson plan for critical infrastructure using GAO and Cisco evidence on cybersecurity, integration, workforce, and risk.
Arduino Data Freshness Monitor: Three-LED Class Build
A digital display can look current while showing information that is already outdated. An Arduino data freshness monitor makes that problem visible using three LEDs. Instead of simply displaying the latest number received, the circuit changes color as time passes without a new valid update. It is a practical electronics Continue Reading
AI Energy Lesson for Critical Infrastructure
AI energy lesson plan for comparing data center demand, per-task efficiency gains, and grid tradeoffs in critical infrastructure.
Starfire SoC Capabilities For Space Missions
Starfire SoC brings modern CPU, GPU, and NPU hardware to space missions, but radiation qualification remains the key test.