Research

Research and architecture notes

This section publishes public-facing engineering notes from American Dev Corp. It is designed as a readable research journal rather than a marketing feed: concise where necessary, careful about boundaries, and focused on governed systems work that can be discussed safely in public.

iLiC is a governed cognition architecture exploring deterministic control, memory continuity, and advisory AI behavior under explicit state-machine constraints. These notes are meant for technically serious readers who want architectural clarity without access to private repositories, private memory contents, or sensitive implementation details.

iLiC Notes 001

Why Governed Cognition Matters

A public architecture note on deterministic control, memory continuity, and AI as advisory infrastructure.

May 12, 2026 Public Architecture Note

A first public framing of why governed cognition is a different design problem from generic assistant behavior, and why explicit runtime control matters.

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iLiC Notes 002

Memory-Native Systems vs Assistant Memory

A draft note comparing survivable memory structures with familiar assistant-style memory features.

May 12, 2026 Research Note

A public distinction between memory continuity as system substrate and memory as a convenience layer in ordinary AI products.

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iLiC Notes 003

Visible Mutation and Governed Overwrite Behavior

A runtime-governance note on mutation trust, overwrite visibility, and explicit preservation semantics.

May 14, 2026 Engineering Note

A focused paper on why continuity systems must distinguish creation from mutation and make overwrite behavior visible before commit.

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iLiC Notes 004

Consensus Gravity and Recursive Reinforcement

A research note on distributional convergence, recursive reinforcement, and why governed cognition remains important.

May 28, 2026 Research Note

A public argument that recursive probabilistic systems may over-optimize toward consensus replication unless bounded by clearer governance structures.

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