ThatAIguyA world of ideas

THE CONSCIOUSNESS ATLAS
Read. Experiment. Follow the evidence.

Systems & builds

An indexed history of the AI and AGI projects, their architecture, source branches, equations, and evidence.

292 recordsSource snapshot 2026-10-17

292 records · page 5 of 6Search the source archive ↗

github-generator-config-085

RWKV · local configuration 85

RWKV is local Generator Core registry configuration 85, created by NewRWKV in the transformer package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained model

github-generator-config-086

VanillaRNN · local configuration 86

VanillaRNN is local Generator Core registry configuration 86, created by NewVanillaRNN in the recurrent package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained model

github-generator-config-087

LSTM · local configuration 87

LSTM is local Generator Core registry configuration 87, created by NewLSTM in the recurrent package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained model

github-generator-config-088

GRU · local configuration 88

GRU is local Generator Core registry configuration 88, created by NewGRU in the recurrent package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained model

github-generator-config-089

BiLSTM · local configuration 89

BiLSTM is local Generator Core registry configuration 89, created by NewBiLSTM in the recurrent package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained model

github-generator-config-090

StackedLSTM · local configuration 90

StackedLSTM is local Generator Core registry configuration 90, created by NewStackedLSTM in the recurrent package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained model

github-generator-config-091

IndRNN · local configuration 91

IndRNN is local Generator Core registry configuration 91, created by NewIndRNN in the recurrent package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained model

github-generator-config-092

MGU · local configuration 92

MGU is local Generator Core registry configuration 92, created by NewMGU in the recurrent package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained model

github-generator-config-093

S4 · local configuration 93

S4 is local Generator Core registry configuration 93, created by NewS4 in the statespace package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained model

github-generator-config-094

S4D · local configuration 94

S4D is local Generator Core registry configuration 94, created by NewS4D in the statespace package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained model

github-generator-config-095

H3 · local configuration 95

H3 is local Generator Core registry configuration 95, created by NewH3 in the statespace package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained model

github-generator-config-096

Mamba · local configuration 96

Mamba is local Generator Core registry configuration 96, created by NewMamba in the statespace package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained model

github-generator-config-097

Mamba2 · local configuration 97

Mamba2 is local Generator Core registry configuration 97, created by NewMamba2 in the statespace package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained model

github-generator-config-098

SparseMoE · local configuration 98

SparseMoE is local Generator Core registry configuration 98, created by NewMoE in the mixture package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained model

github-generator-config-099

SwitchTransformer · local configuration 99

SwitchTransformer is local Generator Core registry configuration 99, created by NewSwitchTransformer in the mixture package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained model

github-generator-config-100

GLaM · local configuration 100

GLaM is local Generator Core registry configuration 100, created by NewGLaM in the mixture package. Its exact constructor and configuration settings are preserved below.

Generator configurationLocal constructor recovered; not an independently trained model

historical-coherence-notes

The nine-filter coherence kernel

The earliest recovered notes describe a composition of nine filters, a recursive coherence prediction loop and a proposed binary implementation.

System recordconceptual specification

rhiannon-early

Rhiannon 0: loop, DNA and Gate5000

R₀ = Φ(DNA_G16 ⊗ G5000 ⊗ dx)

System recordconceptual specification

rhiannon-tool-brain

Rhiannon 1: tool-brain and ANI interaction

R₁ combines an internal/environment ANI loop with a repair term.

System recordconceptual specification

rhiannon-thors-hammer

Rhiannon 2: environment match and repair

The “Thor’s Hammer” variant combines environment matching, reverse engineering, optimization and a safeguard.

System recordconceptual specification

rhiannon-neuron-network

Rhiannon 3: 80 tool-neuron network

The neuron variant adds U/V/dK structural parameters, local loop terms, costs, coupling and routing.

System recordconceptual specification

rhiannon-compressed-notation

Rhiannon 4: compact combined notation

A short notation combines Φ, dx, DNA, Gate5000 and summed neuron cost.

System recordconceptual specification

rhiannon-physics-notation

Rhiannon 5: physics-style decomposition

The physics-notation form separates loop, coherence, interaction and gate terms.

System recordconceptual specification

rhiannon-binary-shrink

Rhiannon 6: binary representation and compression

The final shorthand hashes the selected state components and applies a function named compress.

System recordconceptual specification

rhiannon-equation-evolution

Rhiannon: combined optimizer and equation evolution

The combined source joins the seven shorthand variants with layer losses, 80 tool-neuron costs, stability, entropy, routing, normalization and phase.

System recordconceptual specification

epona-orchestration

Epona: orchestration above Rhiannon

The recovered mathematical notes place Epona above one or more Rhiannon tool networks and let it combine loss, policy and device constraints.

System recordhistorical specification and snapshot

seferim-dna-v2

SEFERIM: the 16-coefficient DNA memory

The DNA memory version represents each agent’s memory with 16 golden-frequency coefficients and scores queries against those features.

System recorddocumented equations

seferim-g16-v311

SEFERIM G16 v3.1.1: addressable substrate learning

The later source expands from a small coefficient sketch to 16 families with 5,000 addressable substrates per family and a gated allocation pipeline.

System recordhistorical architecture and archived records

federation-three-system

The three-system federation: ThatAIGuy, Seferim and Bubbles

The January manuscript describes distributed agents, tick daemons, learning scripts and cross-system coordination over late-2025/early-2026 data.

System recordmanuscript-described historical implementation

megamind-january-2026-specification

MEGAMIND January 2026: 88 agents and the 16×16 lattice

The recovered complete technical specification explains neural updates, 16 cognitive families, 374 generated components, DNA memory, Gate5000 and federation cross-talk.

System recordtechnical specification recovered

pantheon-oracle-july-2026

Pantheon and ORACLE: distributed binary retrieval and routing

The July/August dossier documents a four-host system of binary-signature stores, an entity graph, capability routing, coalition execution and language generation.

System recordhistorical fleet dossier

maddie-corpus-organ

MADDIE: recovered model-corpus graph organ

The dossier records a transition from a recovered tensor-statistics database to a searchable model-architecture organ.

System recordhistorical recovery and implementation report

pantheon-generation-157-recovery

Generation 157: device-first Pantheon recovery target

A later directive names a specific canonical graph checkpoint and a required end-to-end runtime route, subject to device preservation gates.

System recorddocumented recovery target

seferim-forensic-recovery

Seferim original: the September 9 forensic recovery

The recovered manifest and readme describe an original Seferim tree, immutable forensic archive, working copy and hash-based snapshot reconstruction.

System recordrecovered archive metadata and selected payloads

declaration-parameter-study

Declaration and persistent parameter change research

The later manuscript studies effective LoRA operator changes in public checkpoint data while treating declaration and consciousness as separate, unmeasured hypotheses.

System recordexploratory research with preserved scope

quantum-flywheel-mip

Quantum Flywheel: exact normalized-MIP benchmark

A small-system experiment compares exact partition enumeration, Queyranne-style search, simulated annealing and simulated QAOA on generated weighted networks.

System recordreproducibility archive recovered

kimi-k25-donor-reference

Kimi K2.5: recovered donor architecture and source dossier

A dated reference records a multimodal donor architecture, configuration, tensor-pattern census and embedded Python source; the source also contains local modifications.

System recordhistorical donor/source reference; no current model execution

kimi-exact-generator-adaptation

Kimi exact-generator adaptation: packed integer MLP experiments

Local hooks replace selected MLP projections with packed-integer generator classes; this is a project adaptation recorded inside the donor dossier.

System recordhistorical donor/source reference; no current model execution

deepseek-r1-donor-reference

DeepSeek-R1: donor census, forward source and streaming plan

The August dossier combines an attributed 163-shard installation scan, the donor forward-source reference and a resource plan for the recorded MEGAMIND-AGI machine.

System recordhistorical donor/source reference; no current model execution

megamind-equation-atlas-poster

The Megamind equation atlas

A twelve-panel visual synthesis places consciousness, recursive repair, unified learning, value-directed evolution, federation, harmonic knowledge, plasticity, action scoring, projection and applied ranking together.

System recordconceptual source graphic; no runtime or outcome validation

epona-echad-value-flow-poster

Epona / Echad value-directed dynamics

A three-form proposal combines loss-gradient descent and value-gradient ascent, with a discrete update and two continuous formulations.

System recordconceptual source graphic; no runtime or outcome validation

unified-agi-system-poster

Unified AGI system diagram

An integrated design connects knowledge encoding, dynamics, plasticity, lattice projection, federation, coupling and action selection. The image depicts eight numbered groups despite a nine-group subtitle.

System recordconceptual source graphic; no runtime or outcome validation

unified-learning-dynamics-poster

Unified learning as state dynamics

The learning-state derivative is decomposed into diffusion, nonlinear interaction, external forcing and transport, with explanatory operator panels.

System recordconceptual source graphic; no runtime or outcome validation

rhiannon-repair-poster

Rhiannon constrained recursive repair

A candidate repair minimizes residual bug loss and edit cost under compile, type, test and safety predicates, with a program recurrence and two self-extension expressions.

System recordconceptual source graphic; no runtime or outcome validation

ai-visibility-score-poster

AI visibility scoring framework

A proposed gated scoring system combines retrieval relevance, evidence, trust, entity clarity, usefulness, context, feedback and corroboration, with risk and competition penalties.

System recordconceptual source graphic; no runtime or outcome validation

marketing-intelligence-poster

Adaptive marketing intelligence

A performance delta vector drives a matrix pressure and log-weight softmax update, with explicit advertising and conversion metric definitions.

System recordconceptual source graphic; no runtime or outcome validation

maddie-client-conversion-posters

MADDIE client-conversion framework

Three posters describe a message–attention–desire–differentiation–investment–enrollment product. The detailed edition adds component formulas, a quality integral, closing probability, expected revenue and customer-value ratios.

System recordconceptual source graphic; no runtime or outcome validation

memory-build-megamind

MEGAMIND

Umbrella for the unified substrate, donor assimilation, mathematical research and distributed compute efforts.

Project history / umbrella projectremembered project history

memory-build-pantheon

Pantheon / SEFERIM Federation

Distributed named systems spanning MEGAMIND-AGI and Apple nodes; exact deployment and federation relationships are version-dependent.

Project history / architecture lineageremembered project history

memory-build-unified-go

MEGAMIND unified Go runtime

Historical paths include /Volumes/MEGAMIND/unified/main.go, dynamical_reasoner.go, wave_substrate.go, substrate.bin, data/badger and shards/_primary.

Project history / implementation leadremembered paths pending source cross-link

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