Capability without accountability is power without balance
A research program on the accountability gap — the structural conditions that make claims, memory, and agentic action valid over time. The product line is the empirical apparatus.
Humans answer to webs of accountability. AI does not.
Reputation, institutions, law, memory of consequence. Human capability is embedded in webs of accountability that make power answerable — slowly, imperfectly, but structurally.
Agentic systems act with growing capability and none of that structure. Accountability has to be engineered — into memory, into claims, into action — or it does not exist at all.
The question the program asks: what are the structural conditions under which a claim, a memory, or an action by an agentic system remains valid — and answerable — over time?
The papers, in three lanes
The lanes are firewalled: the same grammar can recur across regimes, but no evidential weight transfers between them.
Closing the Agent Loop
Governed agentic operations — closure, context packets, epistemic agentic memory, valid handoff.
The Temporal Neuroscience Index
Subjective time as information geometry. Integrative, not diagnostic.
The Missing Layer of Time
When quantum possibilities become — and remain — public facts. This lane grows as wave 2 ships.
Published here first → Zenodo → arXiv → journal submissions. Status records update as each wave ships.
Agentic Frames
Five frames carry the papers into the runtime: each converts a research result into a constraint an agent architecture must satisfy.
An action isn't done until it's registered. Closure precedes claim.
Meaning does not survive handoff for free. Context must travel as a packet.
Validity decays. Every claim carries a horizon and must be re-grounded past it.
Confidence is not evidence. Claims separate what was observed from what was inferred.
Authority is granted, scoped, and revocable. No standing power.
From papers to operating architecture
Papers establish concepts. Systems organize implementation. Products operationalize them for teams. Four systems, peers in one architecture.
Luna
Governs authority: granted, scoped, revocable. Thesis system of Closing the Agent Loop.
System note →Constellation
Epistemic agentic memory. The corpus stays home; the projection travels.
System note pendingANT
Controlled orchestration: routes, tool boundaries, return contracts.
System note pendingOWL
Continuous monitoring for drift, anomaly, and governance failure.
System note pendingConstellation structures memory · Luna governs authority · ANT coordinates execution · OWL observes · context packets connect the layers.
Buildable artifacts
Context Packet Specification v0.4.0
The interchange format: how meaning survives handoff between agents and systems.
Benchmark harness
Reproducible evaluation of closure, handoff validity, and drift detection.
Constellation node
A runnable reference implementation of the memory architecture.
The product line is the empirical apparatus
The research is not upstream of the business — it runs through it. Client deployments are how the program's claims meet production reality.
Vertical-slice deployment
Every governed workflow shipped is a test of the frames under real constraints.
Parallel configuration testing
Competing governance configurations run side by side; the record decides.
Production-scale evidence
Operating data feeds back into the papers — the lanes grow from practice.
Anderson, Megan. AI ARMY Research Program. AI ARMY, INC., aiarmy.co/research, 2026.
Paper DOIs and arXiv records are added as each publishes.
For partners, researchers, and operators.
Tap a door to see how its journey through the page should read.
Partners
Explore opportunities around governed agentic workflows, Luna pilots, Constellation / Atlas memory architecture, and accountable AI infrastructure.
Researchers
Engage with the research program, preprints, and the Luna Runtime Governance methodology.
Operators
Build AI operations with agents, workflows, memory, and governance designed in from the start.
Megan Anderson · AI ARMY, INC. · aiarmy.co · 2026