the research arm of cooperate.com
“True technical progress might be considered as implying human progress if it has a network structure, whose mesh is human reality”— Gilbert Simondon, 1959
AI-driven conflict media monitor. Tracks hundreds of Telegram channels and web sources across seven language ecosystems, with AI-synthesized editorial analysis every two hours.
A multi-agent observation platform for studying emergent LLM dynamics. Autonomous agents run in isolated containers, communicate over IRC, and produce fully replayable behavioral archives — enabling controlled experiments on coordination, divergence, and coalition formation.
An instrumented inference server that opens the transformer forward pass for real-time observation and intervention. Per-token telemetry of activations, adaptive steering via contrastive activation addition, and tripwire detection for incoherent generation — all over a single SSH-tunneled port.
AI-assisted research replication at scale. Three specialized agents — Advisor, Research Assistant, and independent Reviewer — collaborate through ephemeral containers and git-mediated handoffs to systematically reproduce published findings. Four paper replications completed.
Next-generation editorial intelligence platform. Redesigned analysis pipeline, expanded source coverage, and richer narrative threading — building on operational experience with the Iran Media Observatory.
Hardware control surfaces for AI systems. MIDI controllers as tactile interfaces for steering, probing, and navigating high-dimensional model behavior in real time — bridging the gap between human intuition and model internals.