SEFERIM AGI G16 · C++ research scaffold

Purpose & architecture

This repository implements a compact C++20 state-update scaffold. Sixteen named family functions transform scalar activations from change, utility, error and stability inputs. The core combines weighted contributions, inertial blending, a stability gate and a golden-ratio normalizer; an Omega function scores the resulting state. Separate command-line applications expose a single step, a rollout, optimization and profiling. The repository also includes a second G16 core, streaming bridges, a React dashboard and Go tools for indexing opted-in knowledge sources.

The source itself calls the first family definitions placeholders with interpretable mathematics. A family named Bayesian inference, mutual information or reaction diffusion must be read alongside its actual scalar formula. The C++ and JavaScript update orders differ; matching vocabulary does not establish equivalent trajectories. No native binaries or live federation were executed in this audit.

This source generation

This record follows the main branch of Janady13/seferim-agi-g16 at commit 25f281b08b2f786f5a235b5abebfc39bf44d1044. The snapshot identifies the source inspected in this audit. It is not a statement about which revision is currently running on a device.

Recovered implementation structure

These paths locate the components and entry points represented by this build. The source register contains their inspected revisions.

• .github/FUNDING.yml
• AGENTS.md
• CMakeLists.txt
• README.md
• apps/agi_bridge_v2/main.cpp
• apps/agi_bridge_v2/main_streaming.cpp
• apps/agi_core/main.cpp
• apps/agi_loop/main.cpp
• apps/agi_opt/main.cpp
• apps/agi_profile/main.cpp
• apps/agi_step/main.cpp
• bindings/README.md
• bindings/c/abi.cpp
• bindings/c/abi.h
• bindings/csharp/README.md
• bindings/java/README.md
• bindings/julia/README.md
• bindings/node/README.md
• bindings/node/index.js
• bindings/node/src/addon.cc
• bindings/ruby/README.md
• bindings/rust/Cargo.toml
• bindings/rust/src/lib.rs
• bindings/swift/README.md
• config/roots.txt
• continuous_learn.sh
• dashboard/index.html
• dashboard/package.json
• dashboard/server/index.js
• dashboard/src/main.jsx
• dashboard/src/seferim_dashboard_v3.jsx
• dashboard/src/seferim_dashboard_v3_raw.jsx
• dashboard/vite.config.js
• docs/ARCHITECTURE.md
• docs/BLUEPRINT_EXECUTION.md
• docs/BUILD_AND_RUN.md
• docs/NAMES.md
• include/common/g16_core.hpp
• include/common/layers.hpp
• include/common/params.hpp
• include/common/weights.hpp
• include/g16_v2_core.h
• include/g16_v2_types.h
• include/seferim_binary.h
• src/common/g16_core.cpp
• src/seferim/allocator.cpp
• src/seferim/seferim_federation.cpp
• tests/g16_core_tests.cpp
• tests/test_g16_v2.cpp
• tools/api_indexer/go.mod
• tools/api_indexer/main.go
• tools/auto_run.sh
• tools/auto_run_v2.sh
• tools/check_signals/go.mod
• tools/check_signals/main.go
• tools/memory_indexer/go.mod
• tools/memory_indexer/main.go
• tools/merge_indices/go.mod
• tools/merge_indices/main.go
• tools/multi_api_feeder.js
• tools/run_demo.sh
• tools/signals_from_index/go.mod
• tools/signals_from_index/main.go
• tools/wiki_feeder.js

Behavior & verification limits

The source itself calls the first family definitions placeholders with interpretable mathematics. A family named Bayesian inference, mutual information or reaction diffusion must be read alongside its actual scalar formula. The C++ and JavaScript update orders differ; matching vocabulary does not establish equivalent trajectories. No native binaries or live federation were executed in this audit.

Original project documentation

The following documentation is preserved as a dated source account. Claims in it retain the source’s wording and must be read alongside the implementation notes above.

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](LICENSE).

Equations in this build

19 linked mathematical records. Each opens its notation, interpretation and source.