Complicator

## Reto What the Machine Sees vs. What the Human Remembers We are used to browsing archives by time, file type, and search. Maybe we already know how to find what we are looking for. But what if we changed that ideology? What if potential connections come from complications or intersections of unrelated decisions. Complicator is an approach that redefines AI for creative use, a chance to discover new perspectives from the visual media we already have. Through programming experiments which organize images perceptually, new combinations are created allowing for a more meaningful collaboration with the machine. A collage of sorts. A combination of combinations. Each controlled by a human. ## Proceso I started by going back to my own creative process, my camera roll, journals, and Pinterest boards, to understand where I actually find inspiration. My original goal was to build one tool that could do everything: take an archive, sort it, refine it, and collage the results. But each idea kept opening into the next until that single tool had branched into six. I built and iterated on all of them with Claude Code, using open-source libraries that run locally: OpenCV, MediaPipe, and CLIP. Every model was chosen for what it measures and nothing more. None generate or invent. The machine measures and matches; the meaning stays human. ## Resultado I coded six experimental tools which reorganize image archives. The machine sorts, you decide what it means. An archive without memory is just storage; the tools recycle what you already have, letting unexpected connections surface from the archive you've been carrying all along. gridMatcher stitcher contrastExplorer face/bodyCollage poseMatcher bigSort Three Archives: Each tool was tested across three sources, each with a different relationship to the image: a personal archive from my own camera, a public dataset with no curatorial voice, and a live archive captured in real time. The same tools produced different kinds of meaning depending on where the images came from. An Echo of This Room: Complicator takes physical form in a live installation. A webcam, a Raspberry Pi, and a thermal printer turn everyone who walks through the space into the source material, building a collective portrait made entirely of the people who passed through it. A self-portrait of a room that no longer exists.