RESEARCH / QUESTIONS FIRST
Ideactivate focuses on three problems at the boundary of AI and software engineering: choosing useful context, carrying information across steps, and keeping complex software predictable. The work is early-stage; ideas remain hypotheses until implementations and evaluations support stronger claims.
AI SYSTEMS · EILER
EILER investigates a hybrid sequence-model design that alternates complex-valued state-space modules with separate delta-memory blocks. The question is whether separating state evolution from selective updates improves useful recall at a reasonable computational cost.
Explore EILER ↗DEVELOPER INFRASTRUCTURE · ATRIUM
Atrium explores a queryable map of code symbols and relationships, local facts, and tool-mediated verification. Its core evaluation question is whether structural context helps coding agents complete repository tasks more reliably after accounting for latency and overhead.
Explore Atrium ↗ENGINEERING SYSTEMS · FLUXCUT
FluxCut is a separate systems-engineering project for a timeline-based media editor. It explores clear boundaries among the interface, project state, command handling, media resources, and rendering.
Explore FluxCut ↗02 / METHOD
The working method is intentionally modest: define the question, make the mechanism inspectable, build the smallest useful test, compare against an appropriate baseline, and report trade-offs alongside positive results.
Ideactivate is an independent, founder-operated lab. These are working principles, not a claim of institutional scale or completed scientific validation.