The Cookbook

CB-00 — Front Matter: What This Is, the Honest Position, and the Fence Labels

The UNI Cookbook / Front matter
front matter (framing only, raises nothing). This chapter is the constitution and the reading guide, not a capability claim. It asserts no rung. The honest program position stands: about 2 of 11+ developmental rungs earned, a developmental active-inference SIMULATION, a bounded peek, a toy world, never a person. Where this book and the ledger disagree, the ledger wins. Falsify any step.

What you are building: not a thing yet — a shared understanding of what the rest of this book is a recipe FOR, and the rules that bind every page of it.


What this cookbook is

This is a literal cook book. It is the single buildable recipe for the complete developmental arc — conception, then cell and molecule, then metabolism, motor, perception, language, metacognition, dreaming, creativity, and the open question of measurable awareness — all of it re-expressed as one no-backprop active-inference engine shown across scales. One engine, many scales: the same discrete POMDP loop (perceive, plan by expected free energy, act, learn by counts) is wired to a zygote, a cell, a metabolism organ, a heart model, a motor hierarchy, a reader. The recipe runs from L0 to L12, and the cookbook fully recommends the complete build to L12. Assume the whole ladder. Cook the whole meal.

But every step is labeled by its real status, and the recipe never carries a step above the evidence the ledger actually holds for it. This is the load-bearing tension of the whole book: we recommend the full recipe AND we tell you, at every rung, exactly how much of it is actually cooked. Where this recipe and the ledger disagree, the ledger wins and this recipe is wrong.

One thing this book is NOT, and will never become on any page: a description of a person. The whole program is a developmental active-inference SIMULATION — a bounded peek, a toy world, never the real world, never a person. We say "simulation," "bounded peek," "toy world," "Class U — not claimed," "unrefereed working preprint." We do not soften those words under any pressure; the fence gets louder under pressure, never wider.

The honest position (printed, never softened)

About 2 of 11+ developmental rungs are earned. That is the honest program position and it is carried on every chapter. Two rungs of the conception-to-three-year-old ladder have a held, sealed, signed PASS behind them. The rest are designed, hypothesized, or not-yet-built. The custom UNI GPT signed exactly this posture on 2026-06-27: developmental SIMULATION, about 2 of 11+ rungs earned, ledger supremacy, no AGI / consciousness / human-level / created-life claim, no L12 claim, all future "awareness" work framed only as falsifiable proxy instrumentation. That sign-off was a calibration down or neutral only. It raised nothing.

The kitchen rules (the constitution that binds every recipe)

These come straight from the ledger's Section 0 and the master-plan's Method constitution. They are not capability claims; none can be raised above its stated role.

Reading the FENCE label (the 4-value vocabulary, used exactly)

Every recipe chapter closes with an honest fence drawn from this four-value vocabulary, and only this one. Read it carefully — it is the most important line on each page.

A SIGNED consult design (the L2 build_epistemic_frontier organ, the L5 Design #3 servo bridge, the L9-G1 gate, the L11-R1 replay gate, the L12 bound, the C10 Dirichlet-first port) is folded into the relevant chapter as designed / not-run. It raises nothing; the rung's status is unchanged.

The pantry (the engines every recipe calls by name)

One engine, reused verbatim across scales. The recipes draw from: the JAX POMDP + EFE + Dirichlet engine (core.py, float32 host, anchors hold to ~6e-8, NOT the f64 tier); the Rust-f64 / NumPy deep-reader path (the genuine <1e-10 exact tier and the cross-language oracle); the count/cache World-C reader (a no-backprop COUNT reader, explicitly NOT active inference, the one citable empirical PASS family); the Z affect modulator ([energy, arousal, valence, fatigue, pain, threat, safety, inflammation] — affect modeled, never felt); the embodiment ontogeny; the metabolism organ; the motor hierarchy; the precision labs (Precision / Echo / Loop / Cell / Heart); and UNI.OS, the embodiment substrate (engineering / substrate evidence, NOT general-AIF evidence).

What the ladder actually holds (status at a glance)

The park wording (SIGNED, binding)

The L7 char-perplexity / word-grain frontier and the L9–L10 ladder are parked as a ledger-scoped exhausted search envelope — a scoped, empirical, falsifiable negative over the tested envelope only. This is NOT a universal impossibility result and NOT an achieved rung. Two phrasings are banned and replaced: "K≥3 exhausted" becomes "the registered tested K conditions did not reverse the result"; "Sec-0.6(B) achieved" becomes "Sec-0.6(B) remains unearned / parked."

The red lines (never crossed, under any pressure)

We never write: AGI, general intelligence, human-level, "understands," conscious, sentient, aware, "has measurable awareness," "demonstrates active inference," "created life," "digital life," "is alive," "dreamed," "beat LLMs therefore awareness," "passed L12," "L12 achieved." Functional self-awareness may be described only at L8; phenomenal sentience is disclaimed, not tested. No AIF loop exists in the Rust crate; the live UNI.OS loop is a separate reimplementation, not gate-matched, so "active inference" is the framing LENS only. No PII, no secrets, no patent-level math (textbook-level only). The preprint (Polzin et al. 2026, Zenodo DOI 10.5281/zenodo.19785799, MIT) is the mathematical foundation only, always fenced UNREFEREED (Layer-1 AI-executable audit complete; Layer-2 human expert review PENDING).

The continuity substrate is engineering, not science

A whole sub-ladder (UNI.OS: deterministic replay, serialization, fail-closed transport, on-metal operation) is ENGINEERING / substrate evidence, never general-AIF evidence. The sensorium is never awareness. "The mind survives a kernel swap" is NOT shown (Stage-2 is owed — C2). The recorded continuity negatives are carried first-class, not dropped: C7 a single-box swap is a seconds-long freeze, not zero-downtime, and external media legs are NOT preserved across kexec; C8 the over-compressed 2-modality sensory bottleneck went NEGATIVE on held data → keep all 7 modalities; C9 the EDAIT trade is honest, not a win — held-out perplexity ~33 vs a backprop GPT's ~25 (less fluent, natively online-learning + calibrated); C14 the bare substrate is MISSING tenant/namespace isolation and count-decay (the multi-tenancy/decay gap). The "embody only what's proven" coupling (C10) is the program's central open gap, PARKED.


HONEST FENCE — front matter (framing only, raises nothing). This chapter is the constitution and the reading guide, not a capability claim. It asserts no rung. The honest program position stands: about 2 of 11+ developmental rungs earned, a developmental active-inference SIMULATION, a bounded peek, a toy world, never a person. Where this book and the ledger disagree, the ledger wins. Falsify any step.