KELPSI publishes its operating positions before outcomes, so future product decisions can be evaluated against a visible standard.
Utility comes first
People do not need another tool that asks them to feel guilty. They need software that makes a useful action easier.
Efficiency is a design choice
Not every task needs the largest model. Rules, smaller models, cached outputs and minimized context can create better products with less cost and complexity.
People remain responsible
AI can support extraction, classification and recommendation. It should not silently own sensitive financial, identity or compliance decisions.