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AI that stays on your evidence

Whether you sell to banks, utilities, or engineering teams, the story is the same: governed memory turns LLMs from confident talkers into approval-ready systems—structured nodes, provenance, checkpoints, and honest gaps. Start with Better RAG (live today); grow into Memory OS and agent patterns as programs mature.
Team collaborating—illustrative.

Illustrative stock photography · Unsplash

Product tracks

Prioritized use cases

What we push first on roadmaps and demos—each maps to governed, versioned memory injected at inference.

Better RAG (live)

The wedge: ingest → verify in Avatar chat → query with visible context hits. Overview · Demo flow

Corporate decision outcome simulator

Stress decisions against a checkpoint of organizational knowledge—what was knowable, when, with what evidence.

AI agent memory system

Durable workspace memory for agents: ingest, verify, and audit what they relied on—bounded by the plane.

Code project manager

Assistants grounded in repos and design decisions across releases—without fine-tuning on every merge.

Memory OS

Platform depth: checkpoints, reflection, governance UX, exports—see Memory OS. Usually follows validated Better RAG in production.

Supporting / demo tracks

Great for conferences, partners, and vertical storytelling—same memory primitives underneath.

Festival / event guide

High-churn public Q&A with grounded schedules—proves ingest-to-verify without enterprise data.

Enterprise knowledge

HR, product, support playbooks—one memory plane, many models and surfaces.

Decision support engines

Analyst workflows where evidence chains and conflicts must stay visible.

Ready to show memory in the loop?

Defense narrative and requirements: Defense & military and AMN-SPEC-035. Everyone else: open the workspace and run the golden-path verify flow.