ANNEX DOC. AIL-000 | PERSISTENT AGENT SYSTEMS OBSERVATORY
SYS: AGENT_ALIGNMENT X:--- Y:---
FIG. 1A Route selection under shifting task, model, latency, and cost pressure.
SYS: MEMORY_DISPERSION X:--- Y:---
FIG. 1B Memory as evolving system state, not static chat history.

Working Thesis

Build the loop.

The next frontier is not bigger chat. It is AI that remembers, chooses, acts, and improves.

We build the agent, harness, router, and inference layers that turn each episode into evidence.

Persistent AI should get better on purpose.

SYS: CONTEXT_STRATA X:--- Y:---
FIG. 2 Context boundaries, model routing, and inference load as one system surface.

Focus 01

Research

Papers from systems we build: recursive learning, routing, inference, context, and kernels.

Open research

Focus 02

Ecosystem

Open infrastructure for agents, harnesses, models, and runtime learning loops.

Open ecosystem

Focus 03

People

Industry leaders and frontier researchers building the persistent AI loop.

Meet people