LLMs forget instructions the same way ADHD brains do. I built scaffolding for both. Research + open source.

Built an AI system to manage my day. Noticed the AI drops balls the same way I do: forgets instructions from earlier in the conversation, rushes to output, skips boring steps. Research confirms it: - "Lost in the Middle" (Stanford 2023): 30%+ performance drop for mid-context instructions - 65% of enterprise AI failures in 2025 attributed to context drift So I built scaffolding for both sides: For the human: friction-ordered tasks, pre-written actions, loop tracking with escalation.