Clarity through intentional technology.
Building tools for civic life, fair work, and digital memory, quietly designed to keep people in control.
The Soft Signal Thesis
Most technology is built to capture attention, automate judgment, and compress people into data. My work explores the opposite: tools that slow decisions down, reveal hidden assumptions, and keep the human in control.
I use AI, interface design, and rapid prototyping to turn ethical questions into working systems.
Projects where ethical questions become working prototypes.

FairHire
Bias-aware hiring analysis and inclusive job description rewriting.
Hiring language can exclude qualified people before they are even considered.
A prototype that reviews job descriptions, identifies exclusionary patterns, and suggests more inclusive alternatives.
It supports human reflection instead of automating hiring decisions.

Civic Compass
A civic signal interface that turns public issues into clear weekly actions.
People want to stay engaged, but public information is fragmented and overwhelming.
A focused interface that compresses civic issues into context, short explanations, and practical actions.
It reduces overwhelm without manipulating attention.

Herefor
A focused way to discover crises, sources, and meaningful ways to help.
Global crises become either invisible or emotionally overwhelming.
A humanitarian index that organizes crisis context, source visibility, and action options.
It prioritizes source transparency, uncertainty, and careful framing.

Soft Rehearsal
A rehearsal space for difficult conversations.
People often use AI to outsource communication instead of understanding the human situation.
A reflective interface that helps users test tone, perspective, and possible impact before speaking or sending.
AI acts as a mirror, not a replacement voice.

Aftertrace
Transform your clips into surveillance art. Understand your digital footprint.
People are unaware of how they appear to surveillance systems and how their data is processed.
A tool to see what cameras see, analyzing clips frame-by-frame to reveal machine vision artifacts.
Nothing stored, nothing tracked. Your data stays yours.

Mindful Machines
Operating system for revenue capture. We install the quiet systems that catch the revenue you're losing.
Premium service businesses lose revenue to missed calls, slow follow-ups, and leaky funnels.
AI reception, missed-call recovery, follow-up automation, and conversion systems.
Quiet, high-utility automation that enhances human workflow without replacing the human touch entirely.
Interested in this kind of work? I'm looking for responsible AI, UX/product, and creative technology roles.
Contact KarimAnalysis Chamber
This is a small interactive instrument that tests how a rule affects different people.
This is a design thinking tool, not legal advice. It does not replace human insight or provide legal counsel. Complex inclusion decisions demand true human context.
Submit Proposal
Proposals face human scrutiny. Skip introductions and format. Give us the raw structural intent of the problem you are solving.
Protocol Engine
We use machine intelligence as an organizational tool, never as a decision-maker. Technology helps identify patterns. Humans decide.
Guiding Principles
Intelligence handles the sorting, never the selection. Zero automated rejections. Your work is seen by a human. Internal metrics are used for prioritization, not judgment.
The Studio Lead
I’m Karim, an AI student and builder based in the Netherlands. I make responsible AI prototypes that combine product thinking, ethical reflection, and high-polish interface design. My work focuses on systems where the interface has moral weight: hiring, civic information, crisis awareness, and difficult communication.
Currently looking for: Internships, junior AI/product roles, responsible AI projects, and selected creative technology collaborations.
What I bring
Contact the Studio
All communications are routed directly to the studio core. We encrypt intents before evaluation.
Algorithmic assistance is always governed by human oversight.
Zero engagement-hacking. No dark patterns or artificial urgency.
Local-first bias. No ad tracking. No secondary data markets.
Direct pathway for immediate and total data removal.
Direct pathway for immediate and total data removal. No retention.
Request Removal