Docs index

All pages in calm reading order

Move from Start through Core Loop, Evaluation, Research, Code Review, Safety, Build, and Roadmap. Each page keeps paragraphs short, tables clear, and code exact.

Start

Start With Simple Words

A calm first pass that explains recursive self improvement with short sentences and clear pictures.

6 min readEasyUpdated 2026-09-18

Glossary In Plain Words

Every core term defined in short sentences with pointers to the page that teaches it.

7 min readEasyUpdated 2026-09-19

Core Loop

The Core Loop From Task To Kept Win

Planner, actor, trace, evaluator, reflector, proposer, gate, and memory working in steady rhythm.

10 min readIntermediateUpdated 2026-09-18

Three Operators Under One Kernel

Data, harness, and model edits share one loop kernel and one artifact vocabulary.

9 min readIntermediateUpdated 2026-09-18

Evaluation

Evaluation That Deserves Trust

Deterministic tests first, calibrated judges second, cost third, human review for high risk edits.

9 min readIntermediateUpdated 2026-09-18

Benchmarks And Transfer Checks

Which public benchmarks prove what, plus how to hold out transfer cases that block quiet gaming.

10 min readIntermediateUpdated 2026-09-19

Research

Research Map Across Papers

Anchor works and recent advances that shape the atlas, organized from classic theory to current loops.

14 min readAdvancedUpdated 2026-09-18

Code Review

Code Review With Spam Filter

Trusted public repos, thin studies, and spam patterns with a strict check before reuse.

11 min readIntermediateUpdated 2026-09-18

Safety

Safety Boundary And Governance

Frozen judges, sandbox limits, kill switch, rollback, and records that keep autonomy measured.

10 min readAdvancedUpdated 2026-09-18

Failure Drills And Recovery

Named failure modes with rehearsal steps, early signs, guards, and rollback moves.

11 min readAdvancedUpdated 2026-09-19

Build

Build And Run The Atlas

Local engine smoke runs plus docs app setup with calm defaults and small budgets.

10 min readIntermediateUpdated 2026-09-18

Roadmap

Roadmap And Contributions

Near term legibility, mid term operator composition, long term measured autonomy with open tasks.

8 min readEasyUpdated 2026-09-18