Research

Explorations into autonomous systems, cognitive architecture, and human-machine collaboration.

BeskarPrime

A 24/7 fully autonomous cluster of agents performing continuous bug bounty hunting. Persistent, self-coordinating, and always on.

On Treating Agent Memory as an Audit Trail

Prompt-fixing only works because your agents aren't autonomous yet. Once they run for weeks, audit trails become essential.

The Dreamer: Where Memory Becomes Wisdom

Memory without curation is hoarding. The Dreamer is Elephantasm's background curator — a sleep-inspired loop that decays, merges, refines, and forgets.

We Don't Want Conscious AI — But We'll Build It Anyway

Notes on agency, identity, and autonomous systems' inevitable responsibility structures.

Context Isn't Everything

Context windows have exploded to 1M+ tokens, yet models still reset to amnesia after each session.