ANNEX DOC. AIL-000 | INTELLIGENCE ACROSS SYSTEMS
Agentic Intelligence Lab AIL | Intelligence Across Systems
SYS: DECISION_FRONTIERS X:--- Y:---
FIG. 1A Decisions under changing task, model, system, and policy constraints.
SYS: SYSTEM_DISTRIBUTION X:--- Y:---
FIG. 1B A distribution of models, systems, and environments rather than one universal model.

Research premise

Intelligence is becoming a system.

No model, machine, or environment will be best for every task.

Progress will depend on how well we decide what should act, where, under which constraints, and why.

AIL develops the science for those decisions.

SYS: SYSTEM_COORDINATION X:--- Y:---
FIG. 2 Workloads, resources, and objectives understood as one system.

Research 01

Decision foundations

Methods that select models, tools, and actions from capability, context, and intent.

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Research 02

Adaptive systems

Architectures that coordinate routing, inference, and resources across models and environments.

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Research 03

Trustworthy control

Mechanisms that make decisions safe, legible, and accountable from intent to outcome.

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