Both books

DOGMA / Start Here

Reader’s Roadmap

Roadmap1 min172 wordsMarkdown source

Architecture route: Chapters 1–5, then Appendix B. Experimental route: Chapters 6–9 and 12. AGI and governance route: Chapters 8, 10, 11, and 13.

DOGMA Pipeline

Six local stages replace one monolithic attention operation

Advance through the canonical non-transformer computation from sequence to realized output.

Genome

Encode

HelixHash creates structural sequence representations.

G = H(sequence)

Ch.

Title

Research focus

1

The Six-Stage Pipeline

Encode, bind, regulate, propagate, express, and generate

2

HelixHash

Double-strand identity, motifs, local structure, and novelty

3

TERA

Persistent regime state, pressure signals, mutation policy, and control

4

TetraData and TetraMemory

Structured memory, local neighborhoods, and geometric hypotheses

5

CodonForge

Genomic programs, compiler semantics, and neural realization

6

Recursive Training

Candidate generation, quality-diversity, frozen gates, and promotion

7

Genomic Foundation Models

Data curricula, tokenization, cross-modal bridges, and evaluation

8

The Measured Baseline

Implemented architecture, failed generation probes, and next experiments

9

Post-Transformer Scaling

State-space models, efficient sequence processing, and scaling hypotheses

10

Paths Toward AGI

Definitions, transfer, retention, world models, and falsifiable milestones

11

Safety and Governance

Alignment, dual use, interpretability, and bounded recursive improvement

12

Reproducible Labs

Implementation, ablation, comparison, visualization, and reporting

13

Open Research Frontiers

What has been demonstrated, what remains unknown, and how to contribute

Architecture route: Chapters 1–5, then Appendix B.
Experimental route: Chapters 6–9 and 12.
AGI and governance route: Chapters 8, 10, 11, and 13.