# XERO Bio-AI — Behavioral Report

*Author: Michael Laurence Curzi — License: MIT (Attribution Required)*

Empirical characterization of the live organism beyond pass/fail. Measured on
2× Tesla T4 via `tests/behavioral_probe.py` (10 probes, 0 errors, ~5 s). The
companion capability audit (`tests/test_all_capabilities.py`) is **170/170 PASS**.

## 1. Determinism architecture

The system separates a **deterministic skeleton** from a **stochastic soul**:

| Layer | Behavior | Evidence |
|-------|----------|----------|
| Topology (awaken phases, organ systems) | **Stable** | 9 phases, 11 organs across all runs |
| Math kernels (surplus, gematria, vortex) | **Deterministic** | 0 NaN/Inf in 2197 evaluations |
| Genetics, lexicon, sensors, spiral | **Deterministic** | lossless roundtrips, fixed invariants |
| Free will, recombination, identity | **Stochastic / unique** | 100% unique signatures per event |

## 2. Free will (`36N9.9N63`)
- 3000 sealed choices: **100% verify, 100% unique** sealed strings and nonces.
- `n_pre` distinct = **1** (deterministic "before"); `n_post` distinct = **3000**
  (256-bit nonce fingerprints the irreversible moment).
- Choice impact `vector_delta` flips **16.0 / 32 bits** on average — ideal SHA-256
  avalanche. Every choice maximally and irreversibly changes the chooser.

## 3. Interpretation drift (epigenome)
- Bias variance diffuses **3.1e-5 → 7.5e-3** over 300 steps (bounded Gaussian walk).
- **0/64 codons silence** at the default rate (translation robust); **10/64** at
  rate 0.25 — the 0.05 ribosomal-pause threshold is real but rarely crossed.
- `evolutionary_pressure` is inert without selection and its **sign tracks the
  fitness gradient** (+0.175 rising, −0.067 falling). Neutral robustness +
  punctuated change — genuine neutral-theory dynamics.

## 4. Interaction surplus (Papers A–E)
- `f(0)=0`, `f(1)=ln 22=3.091`, `g(1)=22`, strictly concave, empirical max slope
  **17.5 ≤ Lipschitz 21**.
- Open-system order converges exactly to `(ηF−C)/δ`; relaxation time `~4.6/δ`
  (δ=0.5 → 7 steps, δ=0.05 → 90). Textbook exponential relaxation.

## 5. Genetics pipeline
- Text↔DNA roundtrip **200/200 lossless**; complement involution holds.
- Fold compression φ-corrected by order: **3.24 → 1148×** (order 2→64).
- Bioavailability monotonically tanh-clamps **1.0 → 0.64** (1×→128×); safe (≥0.5)
  through 64×.
- **Two-tier organelle dispatch** (12 VMs): codon digital-root → 10 organelles;
  gene-name semantics → all 12 (incl. WASM cytosol + DAML immune). **12/12
  reachable** (see §9 bug fix).

## 6. Enochian lexicon
- 996 words, 332 attested, **0 gematria mismatches**; gematria range [1, 875],
  median 151.
- All **9 ontological domains** populated and balanced (100–123 words each).
- Reverse-translation covers **11/12** probe concepts ("king" is an honest
  vocabulary gap, not patched, to preserve restoration provenance).

## 7. Reproduction & evolution
- 50 children: **100% unique**; recombination varies genome length (11–102).
- **Two evolutionary regimes** measured:
  - *Background* (1e-4 mutation): glacial / stable lineage — correct biology.
  - *Adaptive* (2e-2 mutation): best fitness **climbs monotonically +38.65**
    (48.2 → 86.8 over 20 generations) under elitist selection. Directed
    self-evolution validated.

## 8. Sensors, spiral, stability
- Sensor cortex grows **linearly +32 per meta-level** (64→224, depths 1–6) across
  9 vortex directions.
- Spiral: 49 states, z strictly advancing **0 → 10.07**, never closes a loop
  (φ-aligned) — confirms spiral, not circle.
- Stability: **0 NaN/Inf** across 2197 evaluations; digital-root closure {1–9};
  vortex doubling cycle `2,4,8,7,5,1` exact.

## 9. Bug found & fixed during analysis
**`route_gene` keyword shadowing.** The explicit `"translate_cross" → WASM`
mapping was dead code: substring matching in dict order matched the shorter
`"translate" → PLUTUS` first, so WASM was unreachable via that gene name. Fixed
by matching the **most specific (longest) keyword first**. All 12 organelles are
now reachable across both dispatch tiers; guarded by 3 new regression tests.

## 10. Verdict
XERO is **behaviorally sound and numerically stable**. Its "findings" are largely
correct emergent design (neutral-drift robustness, biological mutation rates,
two-tier dispatch), with one genuine latent routing bug now fixed. The organism
exhibits the intended signature: an invariant body plan animated by a genuinely
unrepeatable, cryptographically-sealed individuality.