An AI Evaluation Plan Before Deployment
A demonstration can look impressive without establishing that a system works reliably. Evaluate the intended use before measuring success. A useful evaluation starts with a clear boundary: who wi
Knowledge & Insights
Independent guides for understanding AI evaluation, accessible learning, creative technology and research methods.
Documenting AI-Assisted Decisions Without Losing Accountability
Teams can use automated systems to organize evidence while remaining responsible for final decisions. An accountable workflow makes the boundary visible between a machine suggestion, a verified s
Building Knowledge Articles That Readers Can Actually Use
Useful educational content does more than collect facts. It gives readers a recognizable question, an understandable route through the material, and a way to apply the answer. Accessible structur
Planning People-First Digital Guides
An evergreen guide remains useful because it solves a real problem, not because it repeats a popular keyword. A reader should be able to see the intended outcome, understand any prerequisites, an
Accessibility Checks for Interactive Creative Prototypes
A polished animation or playful interface is not complete if people cannot operate it. Accessibility can shape creative choices from the first prototype instead of being treated as a final cosmet
A Safer Release Process for Creative Web Projects
Interactive projects combine creative assets with forms, authentication, application code, and external services. A design-focused release can still introduce security or availability problems if
Evaluating Research Tools Before Trusting Their Output
A research tool is useful only when its output can be understood in the context of the original question. Speed, presentation quality, and automation are not enough to establish reliability. Befo
A Reproducible Workflow for Digital Research Notes
Research communication becomes more trustworthy when readers can distinguish observations, interpretation, and uncertainty. Even a short technical brief benefits from a repeatable process that re
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