Make the problem clear
Start with the person who needs help and what keeps going wrong.
I turn messy, time-consuming problems into useful tools people can use.
Sometimes that means a private career portal. Sometimes it means a better process for planning and checking content. I start with the problem, build what helps and keep improving it.
Do the important job well before adding more features.
A product earns its place when it helps someone do something that mattered before they opened it.
Start with the person who needs help and what keeps going wrong.
Focus on a clear task and make sure the core flow works.
Watch for confusion, errors and missing steps before adding more features.
Some are early working applications. Others are research and operating models. Their value lies in the problems they tackle.

A group-built system for moving applications and CVs through hiring steps.
Read the case study →A client space for career guidance, recommendations and resources.
Read the case study →An AI-assisted model to decide, produce and check SEO content.
Read the case study →My career-guidance work showed me how easily recommendations, files and tasks can end up scattered across chats and documents.
So I started building PMB: a private space for clients to find guidance, action steps and resources when they need them.
The portal is an early working product built with Streamlit and Supabase. It is being developed further.
Explore PMBCareer intake → Recommendation → Resource → Action
Tell me who struggles with it, what they are trying to do and why current tools are not enough.