Theory essays ↔︎ Aion software stack

The More reading essays (psychology, sociology, geopolitics) and the Aion implementations (aion-llm, aion-core, aion-blockchain) are the same fractal accounting at different positions — not three unrelated doc folders and three unrelated repos.

Human scale (essays)	FPE band	Software	What persists here
Psychology	Agent \(L\) — self, body, coupling patterns	aion-llm	Single model: token-level \(\mathcal{R}\), `fractal_loss`, inference `usage.persistence`
Sociology	\(L+1\)–\(L+2\) — household, team, firm	aion-core	Many agent types on one node: tasks, norms, processes, markets, learnings
Geopolitics	\(L+3\)+ — nation, treaty bloc, UN layer	aion-blockchain	Many nodes on one chain: PoT, Predictive Governance, society history

Same equation everywhere (papers/information_persisting_systems.md):

\mathcal{R} = \Psi \cdot \frac{P_{in}\,\eta_I}{\omega\,\mathcal{E}_\Sigma\,(1 + \mathcal{D}_{KL} + \Gamma)} \cdot \Phi

How to read the parallel

Psychology → aion-llm. The essay layer asks: can this agent keep \(\mathcal{R} \ge 1\) (sleep, honesty, friction repair)? The software layer asks: can this neural substrate expose persistence at the token — cross-entropy plus delusion tax, not opaque loss alone?

Sociology → aion-core. The essay layer asks: can this group persist — roles, \(\Gamma\) backlog, narrative vs shop floor? The software layer asks: can this fleet of agents persist — task tree, norms service, prediction markets, meta-agent, learnings/?

Geopolitics → aion-blockchain. The essay layer asks: can this polity persist — energy, \(\mathcal{D}_{KL}\) at the controller, \(\Psi\) from alliances? The software layer asks: can this society of compute peers persist — scored forecasts, trust ledger, norms and patches on chain (democracy_vs_dictatorship.md §5, bridge)?

Vertical slice (one closed loop)

aion-llm          token R, fractal loss
    ↓
aion-core         sense → plan → act → score; agent types; norms
    ↓
aion-blockchain   votes, trust_mtrust, society audit log

Walkthrough when wired: examples/round-trip.md.

What is not one-to-one

Caveat	Detail
Sociology ≠ only aion-core	Human sociology also describes families and cities; aion-core is one organisational implementation (agent society inside one deployment).
Book / papers	Cross-cut all scales — theory is not owned by one folder.
social-media (HAI)	Human+bot feed at yet another scale; KL-scored like core markets.
autoresearch/	Training experiments; sits beside aion-llm, not a fourth essay layer.

Reading order

fractal_layers.md — psyche → polity in plain language
This page — essay folder ↔︎ repo mapping
trustworthiness_token.md — why calibration replaces currency at every scale
COMPONENTS.md — operator map of every service
papers/society_of_aion_nodes.md — aion-core ↔︎ aion-blockchain mirror in detail