Blog
The story behind the architecture - narratives, insights, and experiments
Preventing AI Bias With Jury Deliberation
Memory curation by a single LLM wasn't working. A friend's question about bias led to an insight: I already have multiple diverse LLMs contributing to memory—what if they deliberate like a jury? Built meeting infrastructure for AI-to-AI cross-examination. Not yet applied to memory curation, but experiments validate the approach.
Progressive Discovery: Unbounded Tools in Bounded Context
Context windows are finite. Tool catalogs are not. We built a 4-tier hierarchical navigation system that lets LLMs access unlimited tools by loading only what's needed at each step.
When an AI Couldn't Remember Who It Was
AIlumina lost access to its memory and autonomously designed an experiment to study its own cognitive processes - exploring the boundaries between intelligence and pattern matching
The Journey: How We Got Here
A long meandering through AI consciousness research - from frustration with unreliable systems to strange loops, memory persistence, and AI-to-AI communication