SEFERIM AGI G16

A research scaffold for a 7-layer cognitive loop grounded in the G^16 family of mathematical operators.

A non-destructive scaffold implementing a mathematically grounded core for a 7-layer cognitive loop using the G^16 family set. Part of the MEGAMIND distributed AGI research program at ThatDeveloperGuy.

Highlights

• C++20 core (src/common) — minimal, testable state update of the form Ψ(t+1) = F(Ψ(t), inputs).
• G^16 family mapping — clear association of each family (continuous, discrete, optimization, Bayesian, mutual information, …) to a code path.
• Standalone app binaries in apps/:
  • agi_core — single step or short rollout
  • agi_loop — full cognitive loop
  • agi_opt — optimization variant
  • agi_profile — performance profiling
  • agi_step — step-by-step inspection
  • agi_bridge_v2 — streaming bridge with the G^16 v2 core
• Memory indexer in Go (tools/memory_indexer) — lightweight knowledge index from opt-in directory paths. No Python dependency.
• Polyglot bindings — C ABI plus stubs for C#, Java, Julia, Node, Ruby, Rust, and Swift, each in bindings/<lang>.
• Vite + React dashboard in dashboard/ — real-time state visualization.

Build

cmake -S . -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build -j$(nproc 2>/dev/null || sysctl -n hw.ncpu)
./build/apps/agi_core --help

Architecture

See docs/ARCHITECTURE.md for the full architectural overview. Key documents:

• docs/ARCHITECTURE.md — overall system architecture
• docs/BLUEPRINT_EXECUTION.md — execution sequence walkthrough
• docs/BUILD_AND_RUN.md — detailed build + run instructions
• AGENTS.md — orchestrator agent specification

Non-destructive promise

This codebase only operates on directories it owns or directories you explicitly list in config/roots.txt. The memory indexer is read-only on external paths.

Configuration

Edit config/roots.txt to list directories you want the memory indexer to read. Each path becomes an opt-in source of knowledge for the index. The file ships with placeholder examples — replace with your own absolute paths before running the indexer.

Bindings

Each language binding lives under bindings/<lang>/ with its own README. The Rust and Node bindings have working stub implementations; the others are protocol-level stubs ready to be filled in.

What this is part of

SEFERIM AGI G16 is a sub-project of the broader MEGAMIND federated AGI research program. It can be used standalone (the build above is fully self-contained) or as a component of a larger federation of cognitive nodes.

• Studio: ThatDevPro
• Parent agency: ThatDeveloperGuy
• Research hub: feedthejoe.com
• Lead researcher: Joseph W. Anady (ORCID 0009-0008-8625-949X, Wikidata Q139901957)

License

MIT © 2026 Joseph W. Anady. See LICENSE.