How to: 0 · Design Philosophy
> “We have shifted from *big‑data hoarding* to **big‑experience compounding**.” — *Era of Experience*.

* **Experience‑First Loop** — Sense → *Imagine* (MuZero‑style latent planning) → Act → Adapt.  
* **AI‑GA Autogenesis** — The factory meta‑evolves new agents and curricula inspired by Clune’s *AI‑Generating
  Algorithms*.
* **Graceful Degradation** — GPU‑less? No cloud key? Agents fall back to distilled local models & heuristics.  
* **Zero‑Trust Core** — SPIFFE identities, signed artefacts, guard‑rails, exhaustive audit logs.  
* **Polyglot Value** — Everything is normalised to a common *alpha Δ∑USD* lens.

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