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

The Cookbook · cookbook/00-front-matter.md @ 575fc93d9d31 (main) — opens the published snapshot e850f872196d

How to read this page

Three ways to read this page. Precise is the document itself, exactly as it is written in the repository. Plain and Clear were written for this website to help you meet that document — they are about it. They are not it, and they are not evidence.

The Cookbook is the method carried out step by step: 34 pages of recipes for building a developmental active-inference SIMULATION — a bounded peek at a toy world, never a person. The front matter says that word is never softened under any pressure, so it is not softened here. The recipes run from the molecular and cellular rungs up through metabolism, motor control, perception, language and metacognition, and on to rungs that are still open questions. Around them sit a set of kitchen rules, a shared pantry of engines and primitives, and a second family of recipes about nature itself — rocks, water, air, stars, DNA, ants, whales, bats, humans.

It is for the reader asking what building this would actually take. Each recipe names its ingredients, the order of work, the tests to run at that stage, and the point at which a step stops being something already carried out and becomes something proposed.

Begin with the front matter and then the kitchen rules. Those two pages fix the honest position and the fence labels that every later recipe leans on, and without them the status markers on a recipe are easy to skim past. After that the recipes can be read in any order.

The nature recipes sit slightly apart and should be read that way. They cite outside science — geology, chemistry, biology, astrophysics — and a nature citation is never a UNI gate: those chapters contain zero UNI claims and raise no rung.

What it is not: a claim that the whole ladder has been cooked. The book recommends the complete recipe and, on the same page, labels every rung by its real state — that tension is deliberate and is the thing the book is built around. Where a recipe and the claim ledger disagree, the ledger wins.

Your browser cannot switch reading levels, so the document itself is shown.

Precise — the source document

This is the document. Rendered from the repository at the commit above, with nothing rewritten for the web. A gate re-renders it on every deploy and fails the build if a single byte differs.

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.

  • The Evidence Constitution. Every claim carries an A-to-U evidence class and an operable falsifier, and lives in a four-state append-only ledger (PASS / FAIL / NEGATIVE / PENDING). Prose must match the ledger. The ledger is the single source of truth. The corpus carries 183 published negatives (a recorded snapshot: 882 rows = 350 PASS / 0 FAIL / 183 NEGATIVE / 349 PENDING); the negatives are the credibility, not failures to hide.
  • Calibration flows downward. Authority flows down from the measured fact. Wording moves only down to the measured value, never up, including under urgency.
  • The verdict is the CI bound that excludes the threshold, never the point estimate. DONE means test-covered, not feature-working.
  • Bars before build, held once. Pre-register the bar and a named ablation; touch the held set exactly once behind an atomic seal-before-scoring and a once-only sentinel.
  • K≥3 before a bound. A Section 0.6(B) negative bound is owed only after three structurally-distinct held NEGATIVEs (each changing at least two of {coupling topology, timescale source, information bottleneck, control path}); falsify the mundane causes first.
  • The two-tier split. Tier 1 (real-text count/cache with a true ablation, a tuned baseline, cross-substrate replication) is externally bar-ready. Tier 2 (synthetic construction) is artifact / diagnostic, never capability, and must never be inflated.
  • One engine, no backprop. Learning is conjugate-Dirichlet count addition; an AST guard forbids autodiff in the loop. "Active inference" and "free energy principle" appear in the science chapters at textbook level only (Parr, Pezzulo, Friston, Active Inference, MIT Press 2022).
  • No-Exit Discipline. The only legitimate rest is a proven working solution or a ledger-scoped exhausted search envelope — then redirect to the axis where the reader genuinely excels.

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.

  • proven — a held, sealed, UNI-signed PASS exists (Class A or C), with its falsifier still live.
  • designed — a typed spec or a signed-in-principle design exists; the build is partial or unverified.
  • hypothesized — a stated mechanism or law with no sealed gate yet (Class U, not claimed).
  • not-yet-built — no engine, no run, no gate; north-star, hard-fenced.

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)

  • L0 conception prior — proven (Class A, float32 tier ~6e-8). A conjugate-Bayes first division; ontogeny 6/6. Not "we created life," not exact at f64.
  • L1 cellular viability — proven, with honest losses (Class C). UNI tops the Cell Lab leaderboard on most modes and openly LOSES on three (database_flaky 0.759 vs 0.803, memory_leak 0.740 vs 0.810, cpu_noisy_neighbor 0.749 vs 0.824). Good, not sovereign.
  • L2 metabolism — proven as a foraging/crafting driver (+135% / 2.35× tool-crafting, +19% mining) AND recorded NEGATIVE as a building driver (Class C). In the same RED, building went −14% and G4 allostasis never separated; the plateau-break gate G6 is OPEN. The signed build_epistemic_frontier cure is a designed Class-C hypothesis; G6 stays OPEN.
  • L3 heart model — proven (Class C, toy/clinical-model). Not a clinical tool, not a diagnostic instrument.
  • L4 affect-as-precision — proven (functional) (Class C). Affect modeled, never felt; phenomenal feeling disclaimed.
  • L5 motor — proven PASS (A3 Design #1, held Δ +0.092, CI [+0.038, +0.157]) plus symmetric NEGATIVE (A3 Design #2, held Δ −0.091, CI [−0.134, −0.055]), synthetic protocol only, K-negative = 1, no bound owed. The signed Design #3 servo bridge is designed / not-yet-run.
  • L6 perception — proven (the one citable empirical PASS) (Class C). World C beats a tuned MKN-7 by +0.081 nats/char, flagship CI [0.0736, 0.0890]. A COUNT baseline win, explicitly NOT active inference, NOT comprehension, NOT beats-LLMs (~10–15% behind backprop LLMs on char-perplexity by a chosen trade). Carried with the same prominence as the PASS, two recorded L6 negatives (Class C): the Phase G Section 0.6(B) bound — five structurally-distinct within-segment-structure designs all held NEGATIVE-with-discriminator, so no within-segment structure beats MKN-7 and char-perplexity is a chosen design trade, not a deficit; and the Phase F diffuse-gain negative — two active-controller families prove the World-C gain is diffuse (nothing to gate).
  • L7 language — proven (specialist) plus a thrice-NEGATIVE central wall (Class C). Phase J beats best-count by +0.105 nats/char, CI [0.0975, 0.1128], always cited with its J.attribution_caveat NEGATIVE. Comprehension-above-retrieval is a genuine published wall (K≥3). The char-perplexity / word-grain frontier is parked.
  • L8 metacognition — proven (functional; sentience disclaimed) (Class C). The Maturation arc is 15/15 PASS; functional self-awareness asserted. Phenomenal sentience is explicitly DISCLAIMED — no falsifier is offered because it is disclaimed, not tested. Never read 15/15 as consciousness.
  • L9 reasoning / conscience — designed (PARKED) (Class U). No sealed gate. The signed L9-G1 is a gate to build, not a result. Nothing claimed.
  • L10 wisdom — designed (PARKED) (Class U). No engine, no run, no gate.
  • L11 dreaming — not-yet-built (Class U). The signed L11-R1 offline-replay gate is a gate to build; never the word "dreamed."
  • L12 creativity → measurable awareness — not-yet-built (the hardest fence) (Class U). Posed only as an OPEN, falsifiable question — can a non-organic no-backprop developmental simulation produce measurable awareness-PROXY behavior that matches or beats the best LLMs on sealed tasks AND shows substrate-distinct properties they lack? Today the answer is not known, not claimed, not implied.

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.

sha256 fd6bc70fd518e7e8 — of the original file, so what was ingested stays checkable.

Plain — written for this website, not the source document

Written for this website — not the document. This is a plain-language retelling, written to help you meet the document. It is not the source, and it is not evidence. It has not yet been checked by a person. (or choose Precise in the reading-level control above)

This is the opening chapter of a cookbook, and it is deliberately not a recipe. It explains what the rest of the book is a recipe for, and it sets out the rules that bind every later page. The subject is a simulation — one engine of a kind that learns by predicting and acting, wired up at many scales, from a first cell division through metabolism, movement, perception and language. The page says the same thing several times so it cannot be missed: a bounded peek at a toy world, never a person.

The one thing this chapter teaches you is how to read a status label. Every recipe closes with one word from a fixed short list — proven, designed, hypothesized, or not-yet-built — and each word is defined here exactly. Nothing may be carried above its label.

It also prints the honest position without softening it: about two of eleven-plus developmental rungs are earned. The rest are designed, hypothesized, or not built at all. A separate ledger of claims, a list added to and never edited, is treated as the source of truth, and where the book and that list disagree, the book is wrong.

Plain · written 2026-08-01 by claude-opus-5 · not yet checked by a person · about the document whose sha256 is fd6bc70fd518e7e8

Clear — written for this website, not the source document

Written for this website — not the document. This is a clearer retelling, written to help you meet the document. It is not the source, and it is not evidence. It has not yet been checked by a person. (or choose Precise in the reading-level control above)

This chapter is the constitution and the reading guide for a cookbook, and it asserts no capability of its own. Its subject is a developmental simulation: one engine, reused at many scales, running the same loop each time — take in evidence, plan by weighing what is worth doing, act, and learn by adding counts rather than by back-propagating errors. The chapter is emphatic that this is a bounded peek at a toy world and never a description of a person, and it says that limit is stated louder under pressure, never widened.

There is a tension the chapter names out loud and then holds. It recommends the complete recipe to the very top of the ladder — assume the whole build, cook the whole meal — while telling you at every rung exactly how much is actually cooked. The rule for conflict is stated once and applies everywhere: the ledger, an append-only list of claims nobody edits, is the single source of truth, and where recipe and ledger disagree the recipe is wrong.

The kitchen rules follow. Every claim carries an evidence class and an operable falsifier, the result that would show it wrong, and lives in that four-state record. Wording moves only downward toward the measured value, never upward, including under urgency. A verdict rests on the bound that excludes the threshold rather than on a single best estimate. Bars are registered before a build, and a set of evidence kept back is touched exactly once behind a seal. A negative bound is owed only after several structurally different negatives, and mundane explanations must be ruled out first. Work on synthetic constructions is treated as diagnostic, never as capability. Learning is by counting, with a guard that forbids gradient methods inside the loop.

The four status words are then defined. Proven means a sealed, signed pass exists with the result that would sink it still live. Designed means a specification or an agreed design exists while the build is partial or unverified. Hypothesized means a mechanism has been stated with no sealed gate behind it. Not-yet-built means no engine, no run, no gate. Designs signed off in a consultation are folded in as designed and not run, and folding them in raises nothing.

A status walk then goes rung by rung. The lower rungs carry the proven label, but the losses are printed next to the wins rather than buried. A cellular lab openly loses on several modes. A metabolism result is positive as a foraging driver and recorded as negative as a building driver, with a gate left open. A heart model is marked as a toy rather than a clinical instrument, and an affect model as modelled and never felt. A perception result is carried together with two recorded negatives, and a language result is always cited with its own caveat. The self-model rung is described as functional only, with phenomenal experience disclaimed rather than tested. Reasoning and wisdom are parked. Dreaming and creativity are not built, and the awareness question is posed only as an open, falsifiable question whose answer is not known and not claimed.

A short list of red lines closes the argument: phrases about general intelligence, human-level ability, awareness, or created life are never written, and the underlying preprint is always labelled as unrefereed. Finally, the substrate work — replay, serialization, fail-closed transport, running on real hardware — is classed as engineering evidence, not evidence about the science, with its own recorded negatives carried first-class and its central coupling gap left open.

Clear · written 2026-08-01 by claude-opus-5 · not yet checked by a person · about the document whose sha256 is fd6bc70fd518e7e8