Source identity
| Field | Recorded value |
|---|---|
| Source type | GitHub source |
| Original record | Janady13/seferim-agi-g16 / README.md |
| Date | Not specified in source |
| Repository | Janady13/seferim-agi-g16 |
| Revision | 25f281b08b2f786f5a235b5abebfc39bf44d1044 |
| Branch | main |
| Path or archive member | README.md |
| Original SHA-256 | cac330e510fef2ebd6e3079922d1e53281c8752ab877643bbbc3cd43fdee5f83 |
| Git blob SHA | 28730b69874f1ee4c0864a7a6c763b5828917a4e |
| Reading-copy SHA-256 | cac330e510fef2ebd6e3079922d1e53281c8752ab877643bbbc3cd43fdee5f83 |
Every recorded occurrence
These 2 records contain identical original source bytes. Their paths and revisions remain part of the archive.
| Original record | Branch or archive | Revision / identifier | Original location |
|---|---|---|---|
| Janady13/seferim-agi-g16 / README.md | main | 25f281b08b2f786f5a235b5abebfc39bf44d1044 | Open original |
| Janady13/seferim-agi-g16 / README.md | copilot/update-code-libraries | 393af96a270295f79582b2b2a77bb49dd1a9a990 | Open original |
Recovered source transcript
Download complete source text ↓67 lines · 3.3 KB
# SEFERIM AGI G16
> A research scaffold for a 7-layer cognitive loop grounded in the G^16 family of mathematical operators.
[](LICENSE)
[](https://en.cppreference.com/w/cpp/20)
[](https://cmake.org/)
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](https://feedthejoe.com) distributed AGI research program at [ThatDeveloperGuy](https://thatdeveloperguy.com).
## 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
```bash
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](https://www.thatdevpro.com)
- **Parent agency**: [ThatDeveloperGuy](https://thatdeveloperguy.com)
- **Research hub**: [feedthejoe.com](https://feedthejoe.com)
- **Lead researcher**: Joseph W. Anady ([ORCID 0009-0008-8625-949X](https://orcid.org/0009-0008-8625-949X), [Wikidata Q139901957](https://www.wikidata.org/wiki/Q139901957))
## License
MIT © 2026 Joseph W. Anady. See [LICENSE](LICENSE).