Intelligence,
written out.
The systems, mathematics, and experiments behind MEGAMIND, PANTHEON, and SEFERIM. Trace an idea through its equations, its implementation, and its evidence.
A source-grounded record of an evolving research program.
GitHub branches · original manuscripts · project archives
ARCHIVE SNAPSHOT / 2026-10-17
Follow the builds.
Named systems, source branches, and the ideas that connect them. Every record keeps its own evidence and revision history.
SEFERIM AGI G16 · C++ research scaffold
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,…
Rhiannon · two-way correction engine
The C++ TwoWayEngine initializes parameters from a fixed random seed, maps them through a sigmoid, compares the outputs with target values and applies the derivative of squared error. Its correction interface and…
The Tired AGI · native DNA, helix and hive build
The default AI_Brain snapshot contains the_tired_agi: C/C++ DNA runtime code, a helix engine, FGTP processing, agent arrays and an ingestion pipeline, plus Go bridge, chat, frontend and gossip surfaces. Verilog source…
MEGAMIND SEO Sidecar · feedback and experiment subsystem
Despite its general repository name, this source includes megamind/seo: a Go pipeline for page fetching, schema generation and validation, change detection, queued work, experiment state, learning logs and analytics…
Mind Farm · integrated C++ research system
The recovered branch adds a distinct C++ system with Gate5000, neurological equations, DNA dynamics, eigenvalue operations, learning mathematics, attention, knowledge ingestion, persistence and a unified tick loop. Its…
Generator Core · Go generator framework
This branch implements a Go framework whose registry allocates one hundred generator IDs across ten families: autoregressive, diffusion, adversarial, variational, flow, energy, transformer, recurrent, state-space and…
An equation is a beginning.
Read the notation, understand the terms, inspect the source, and follow it into the system where it appears.
Manuscript Φ: proximity to a chosen unity value
The reciprocal score compares a scalar x with the chosen target 1. It reaches 1 exactly at that target, decreases symmetrically with distance, and is positive for every finite input. In the manuscript it is proposed as a consciousness-related score, but its arithmetic measures proximity to one; no…
Read the equationResearch in revision.
The manuscript history preserves the progression of definitions, claims, methods, and results.
JAIR original: Fibonacci dynamics
Original manuscript with strong consciousness-emergence claims; retained beside its later mathematical and provenance audits.
Manuscript editionJAIR build-repaired source
LaTeX compilation repair preserves the scientific draft while correcting build problems. It is not an independent scientific validation.
Manuscript editionJAIR mathematical and provenance audit
Records mathematical, statistical and reproducibility issues against the original manuscript.
What the evidence can tell us.
Methods, calculations, and independent checks of the recovered artifacts.
The research, as it developed
The archive contains mathematical proposals, several software lineages, original telemetry, a later declaration manuscript, and a completed partition-search experiment. Their relationship is part of the research record.
Exact partitions and measured search performance
A completed benchmark on 60 synthetic recurrent networks, with 163,140 reference bipartitions and explicit classical and simulated-quantum budgets.
Declaration and persistent state change
The latest recovered manuscript distinguishes a proposed declaration mechanism from what one public adapter-training trajectory actually measures.
Finding the minimum partition.
Keep the trail intact.
A formula in a notebook, a function in a repository, and a measured outcome each tell a different part of the story.
This atlas preserves those relationships. Exact source notation and revised versions remain accessible. Source code, saved experimental evidence, historical accounts, and unresolved records carry distinct labels.