Tell it what happened.
It figures out what comes next.
Paano turns confusing situations into structured investigations, useful next actions, and continuous reassessment.
From uncertainty to the next step.
You don't need to know the right terminology or formulate the perfect question.
Determine what happened and extract what is actually known.
Identify uncertainty, possible explanations, and what information matters.
Give you the most useful next step instead of simply generating more information.
Feed the result back into the case and determine what should happen next.
The goal isn't to answer everything.
It's to figure out what matters next.
Traditional AI interfaces often expect people to already understand their problem. Paano starts from the opposite assumption: the person may only know that something is wrong.
The system progressively turns that uncertainty into a structured case, investigates what is missing, and updates its recommendation as new evidence appears.
Samuel Mallo
AI Engineer · Developer · Security Researcher
Paano is an independent project exploring how AI can move beyond simply generating answers and instead participate in structured problem solving.
The project is built around a simple idea: when something goes wrong, the most useful question is often not "what is the answer?" but "what now?"