conductor(deob_apply): free_lunches_levin decoder (47 terms tier-categorized, per pilot process improvement #2)
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# free_lunches_levin — Per-Term Decoder (Tier-Categorized)
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**Source:** `conductor/tracks/video_analysis_free_lunches_levin_20260621/report.md` (1627 LOC)
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**Output:** This file is the **per-term decoder** for every term in the free_lunches_levin Pass 1 report that required de-obfuscation.
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**Method:** Per `lexicon.md` §2 (the 4 tiers) + §3 (the 6 noise-dedup maps) + §5 (form-anchor rule) + §6 (etymology rule).
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**Pilot process improvement #2 applied:** categorized by tier (Tier 1: Core concepts, Tier 2: Data-oriented pipeline, Tier 3: Type-theoretic primitives, Tier 4: AI-fuzzing tolerance) instead of by math section.
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**Date:** 2026-06-23
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> **Reading guide.** This is the **per-term decoder** for the free_lunches_levin Pass 1 report. Each entry has:
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> - **Original notation:** the Pass 1 form
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> - **Re-encoded:** the principled re-encoded form (per `lexicon.md` §2)
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> - **Form anchor:** the bounded form + projection (per Rule 2)
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> - **Etymology (1-line):** the origin
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> - **Definition history (1-line):** the first formalization
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> - **Source sections in original:** the Pass 1 §X.Y references
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>
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> **For the side-by-side table:** see `free_lunches_levin_translation.md` (34 rows).
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> **For the re-encoded report:** see `free_lunches_levin_deobfuscated.md`.
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---
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## Tier 1: Core concepts (foundational type-theoretic primitives)
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These are the principled type-theoretic primitives that appear in the de-obfuscation. Each maps to a Tier 1 entry in `lexicon.md` §2.1.
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### Term: forall (universal quantifier)
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- **Original notation:** `∀ system`, `∀ phi`, `∀ network`, `∀ L`, `∀ F`, `∀ tissue`, `∀ perturbation`, `∀ xenobot`, `∀ substrate`, `∀ pattern`, `∀ organization`, `∀ physicist`, `∀ c`
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- **Re-encoded:** `forall x : T, P(x) : Prop` (Tier 1 #1.2)
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- **Form anchor:** `forall x : T` (bounded form, universal over type T) → `P(x) : Prop` (projection)
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- **Etymology (1-line):** Latin *pro omnibus* ("for all")
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- **Definition history (1-line):** First formalized in modern logic by Frege 1879 (*Begriffsschrift*)
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- **Source sections in original:** §5.1, §5.2, §5.3, §5.4, §5.5, §5.6, §5.7, §5.8, §5.9, §5.10, App. C.1, C.2, C.3
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- **Used in de-obfuscation rows:** 3, 4, 5, 6, 9, 12, 15, 17, 19, 20, 22, 23, 25, 26
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### Term: exists (existential quantifier)
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- **Original notation:** Not used directly; the de-obfuscation uses `apply` for "there exists an attractor"
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- **Re-encoded:** `exists x : T, P(x) : Prop` (Tier 1 #1.3)
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- **Form anchor:** `exists x : T` (bounded form, existential over type T) → `P(x) : Prop` (projection)
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- **Etymology (1-line):** Latin *existere* ("to stand out, to be")
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- **Definition history (1-line):** First formalized in modern logic by Frege 1879
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- **Source sections in original:** §5.10 (where "exists a behavior realized")
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- **Used in de-obfuscation rows:** implicit in `apply(interface, ...)` and `safe_attractors = set_of_attractors(...)`
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### Term: and (logical conjunction)
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- **Original notation:** Used implicitly throughout (e.g., "network with high causal emergence are better learners AND training increases CE")
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- **Re-encoded:** `P and Q : Prop` (Tier 1 #1.4)
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- **Form anchor:** `P and Q` (bounded form) → `Prop` (projection)
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- **Etymology (1-line):** Old English *and*
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- **Definition history (1-line):** Standard logical connective; Boole 1847
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- **Source sections in original:** §5.2 (FAR properties are listed as conjunction)
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- **Used in de-obfuscation rows:** implicit in every row with multiple forall clauses
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### Term: or (logical disjunction)
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- **Original notation:** Used implicitly in "no flow, no gradient, no chemical cue" — but this is conjunction (not) in the original
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- **Re-encoded:** `P or Q : Prop` (Tier 1 #1.5)
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- **Form anchor:** `P or Q` (bounded form) → `Prop` (projection)
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- **Etymology (1-line):** Old English *or*
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- **Definition history (1-line):** Standard logical connective
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- **Source sections in original:** not directly used
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- **Used in de-obfuscation rows:** implicit
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### Term: not (logical negation)
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- **Original notation:** `not exists replicators`, `non-attractor state`, `non-physical`
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- **Re-encoded:** `not P : Prop` (Tier 1 #1.6)
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- **Form anchor:** `not P` (bounded form) → `Prop` (projection)
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- **Etymology (1-line):** Latin *non*
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- **Definition history (1-line):** Standard logical connective
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- **Source sections in original:** §2.2, §5.4, §5.8, §5.10
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- **Used in de-obfuscation rows:** implicit in "non-physical_realm", "non-attractor"
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### Term: implies (logical implication)
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- **Original notation:** "if CE > 0, the macro scale is more causal than the micro scale"
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- **Re-encoded:** `P implies Q : Prop` (Tier 1 #1.7)
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- **Form anchor:** `P implies Q` (bounded form) → `Prop` (projection)
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- **Etymology (1-line):** Latin *implicare* ("to involve")
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- **Definition history (1-line):** Standard logical connective
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- **Source sections in original:** §5.1 (CE > 0 → macro dominates), §5.2 (high CE → better learning), §5.10 (substrate_supports → ingression possible)
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- **Used in de-obfuscation rows:** 3, 4, 25, 26
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### Term: in (type ascription / set membership)
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- **Original notation:** `x ∈ S`, `V(x)`, `s ∈ S`, `tissue : Tissue`, `∀ stimulus : Stimulus`
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- **Re-encoded:** `x : T` (Tier 1 #1.8 — re-encoded form for `x ∈ T`)
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- **Form anchor:** `x : T` (bounded form, type ascription) → `T` (projection)
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- **Etymology (1-line):** Latin *in*
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- **Definition history (1-line):** Russell/Whitehead 1910 (*Principia Mathematica*); modern constructive usage per Martin-Löf
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- **Source sections in original:** every type ascription
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- **Used in de-obfuscation rows:** every row
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### Term: Bottom (empty type)
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- **Original notation:** Not used directly
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- **Re-encoded:** `Bottom : type` (Tier 1 #1.10)
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- **Form anchor:** `Bottom` (bounded form) → `Type` (projection)
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- **Etymology (1-line):** Greek *βύσμα* via *boussomai* ("to stop up")
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- **Definition history (1-line):** First formalized in type theory by Per Martin-Löf 1972
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- **Source sections in original:** not directly used
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- **Used in de-obfuscation rows:** not used; reserved for future use
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### Term: concept (Notion, user-also-accepted)
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- **Original notation:** "Pattern," "competency," "agency," "mind" — used informally throughout
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- **Re-encoded:** `concept : concept` (Tier 1 #1.11, user-also-accepted)
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- **Form anchor:** `concept` (bounded form) → `Type` (projection)
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- **Etymology (1-line):** Greek *ἔννοια* ("having in mind"); user's preferred form
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- **Definition history (1-line):** Per Cluster 7, `Notiones.txt`; the user's working definition of Type = "successful act of association"
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- **Source sections in original:** §2.1, §2.4, §2.5, §2.7, §2.11, §2.16 (all the conceptual claims)
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- **Used in de-obfuscation rows:** implicit in every concept definition
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---
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## Tier 2: Data-oriented pipeline (procedural/data-oriented primitives)
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These are the procedural primitives that appear in the de-obfuscation. Each maps to a Tier 2 entry in `lexicon.md` §2.2.
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### Term: procedure (function-as-procedure per Concatenative Map 3)
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- **Original notation:** `f : (S -> S')`, `T : Transition`, `g(x, θ)`, `L : LearningRule`, `F : ForgettingRule`, `phi : CoarseGraining`, `c -> Xenobot`, `motion_field`, `self_org_prob`, `kl_divergence`, `bioelectric_dynamics`, `xenobot_flow_field`, `replication_rate`, `xenobot_motion`, `embodiment_projection`, `free_lunch`, `ingression`
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- **Re-encoded:** `procedure f (x : X) -> Y : body` (Tier 2 #2.1)
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- **Form anchor:** `procedure` (bounded form, procedure type) → `(arg) -> result` (projection)
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- **Etymology (1-line):** Latin *procedere* ("to proceed"); concatenative tradition
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- **Definition history (1-line):** Forth/colorForth/KYRA/CoSy tradition; Per Martin-Löf's typed lambda calculus
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- **Source sections in original:** §5.1, §5.2, §5.3, §5.4, §5.5, §5.6, §5.7, §5.9, §5.10, App. C.1, C.2, C.3
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- **Used in de-obfuscation rows:** 1, 2, 4, 7, 8, 9, 10, 13, 14, 16, 18, 21, 24
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### Term: argument (parameter)
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- **Original notation:** `(s, T, P_T, P_uniform)`, `(theta, x, stimulus, alpha, g)`, `(V, ion_channels, D)`, `(xenobot, surrounding_cells)`, `(xenobot, t)`, `(competency, embodiment)`, `(I, O, I_content)`, `(interface, platonic_space)`
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- **Re-encoded:** `arg : T` (Tier 2 #2.2)
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- **Form anchor:** `arg` (bounded form, parameter type) → `T` (projection)
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- **Etymology (1-line):** Latin *argumentum* ("proof, evidence")
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- **Definition history (1-line):** Type-theoretic tradition; Curry-Howard correspondence
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- **Source sections in original:** every procedure definition
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- **Used in de-obfuscation rows:** every procedure
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### Term: result (return value)
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- **Original notation:** Used implicitly throughout (the type after `->`)
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- **Re-encoded:** `result : T` (Tier 2 #2.3)
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- **Form anchor:** `result` (bounded form, return type) → `T` (projection)
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- **Etymology (1-line):** Latin *resultare* ("to spring back")
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- **Definition history (1-line):** Standard programming language usage
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- **Source sections in original:** every procedure definition
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- **Used in de-obfuscation rows:** every procedure
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### Term: formation (type formation)
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- **Original notation:** `StateSpace`, `MacroStateSpace`, `Distribution`, `Transition`, `CoarseGraining`, `Vector of float64`, `Parameters`, `Stimulus`, `LearningRule`, `ForgettingRule`, `Tissue`, `Position`, `IonChannelMap`, `DiffusionCoefficient`, `Xenobot`, `CellField`, `FlowField`, `Procedure`, `State`, `CognitiveCompetencySpace`, `Embodiment`, `AccessibleCompetency`, `SystemInput`, `SystemOutput`, `InformationMeasure`, `PhysicalInterface`, `PlatonicSpace`, `PhysicalBehavior`, `Substrate`, `Organization`, `Agent`, `MetaClaim`
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- **Re-encoded:** `formation T : kind` (Tier 2 #2.4 + Tier 3 #3.8)
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- **Form anchor:** `formation` (bounded form, type formation) → `T : kind` (projection)
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- **Etymology (1-line):** Latin *formatio* ("a forming")
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- **Definition history (1-line):** Per Martin-Löf 1972
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- **Source sections in original:** every kind formation
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- **Used in de-obfuscation rows:** every row with a kind type
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### Term: arg (input abbreviation)
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- **Original notation:** Used in shorthand where the type ascription already conveys the meaning
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- **Re-encoded:** `arg : T` (Tier 2 #2.5)
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- **Form anchor:** `arg` (bounded form, input abbreviation) → `T` (projection)
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- **Etymology (1-line):** English (abbreviation)
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- **Definition history (1-line):** Standard programming abbreviation
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- **Source sections in original:** §5.4, §5.5, §5.6, §5.10
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- **Used in de-obfuscation rows:** 7 (x), 10 (V), 13 (c), 16 (t), 18 (competency), 21 (I, O)
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### Term: relation (equation / inequality)
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- **Original notation:** `=`, `<`, `>`, `≤`, `≥`, `≈`, `>=`, `<=`, `> 0`
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- **Re-encoded:** `relation R : (T, T) -> Prop` (Tier 2 #2.6)
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- **Form anchor:** `relation` (bounded form, relation type) → `(T, T) -> Prop` (projection)
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- **Etymology (1-line):** Latin *relatio* ("a carrying back")
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- **Definition history (1-line):** Standard mathematical usage
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- **Source sections in original:** §5.1, §5.2, §5.7, §5.9
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- **Used in de-obfuscation rows:** 3 (CE > 0), 4 (high CE → high learning rate), 5 (>=), 6 (>=), 17 (<), 19 (==), 22 (=)
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### Term: property (mathematical property / predicate)
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- **Original notation:** `Prop`, `is_safe`, `substrate_supports`, `organization_supports`, `necessary_truth`, `accepts`, `rejects`, `is high`, `is none`, `is large`
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- **Re-encoded:** `property : T -> Prop` (Tier 2 #2.7)
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- **Form anchor:** `property` (bounded form, predicate type) → `T -> Prop` (projection)
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- **Etymology (1-line):** Latin *proprietas* ("a peculiarity")
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- **Definition history (1-line):** Standard type-theoretic usage
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- **Source sections in original:** §5.1, §5.2, §5.6, §5.8, §5.10
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- **Used in de-obfuscation rows:** 3, 4, 5, 6, 9, 12, 15, 17, 19, 20, 25, 26
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### Term: construction (proof-as-program per Curry-Howard Map 1)
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- **Original notation:** "Proof" of a property, the existence of an attractor, the FAR property
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- **Re-encoded:** `construction : T : Prop` (Tier 2 #2.9)
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- **Form anchor:** `construction` (bounded form, proof/program) → `T : Prop` (projection)
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- **Etymology (1-line):** Latin *constructio* ("a building")
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- **Definition history (1-line):** Curry-Howard correspondence (1969); constructive type theory
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- **Source sections in original:** §5.2 (FAR properties), §5.4 (attractor exists), §5.10 (ingression possible)
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- **Used in de-obfuscation rows:** implicit in every row that asserts a Prop
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### Term: instance (witness / example)
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- **Original notation:** "Example," "instance of a molecular network," "instance of a Xenobot"
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- **Re-encoded:** `instance : T` (Tier 2 #2.10)
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- **Form anchor:** `instance` (bounded form, value of a type) → `T` (projection)
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- **Etymology (1-line):** Latin *instantia* ("presence")
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- **Definition history (1-line):** Standard type-theoretic usage
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- **Source sections in original:** §5.3 (molecular network N), §5.4 (tissue), §5.5 (Xenobot)
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- **Used in de-obfuscation rows:** 9 (molecular_network N), 12 (tissue), 13, 14 (xenobot), 15 (xenobot), 16 (xenobot), 18 (embodiment), 21 (I, O), 24 (interface), 25 (substrate), 26 (organization)
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### Term: attribute (user-also-accepted — extrinsic property)
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- **Original notation:** "Substrate property," "organization property," "external annotation"
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- **Re-encoded:** `attribute : T -> Prop` (Tier 2 #2.11, user-also-accepted)
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- **Form anchor:** `attribute` (bounded form, extrinsic property) → `T -> Prop` (projection)
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- **Etymology (1-line):** Latin *attributus* ("assigned to")
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- **Definition history (1-line):** Per Cluster 7, `Notiones.txt`; the 4 elements
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- **Source sections in original:** §5.10 (substrate-dependent, organization-dependent)
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- **Used in de-obfuscation rows:** 25 (substrate_supports), 26 (organization_supports)
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### Term: kind (Type/Genus, user-also-accepted)
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- **Original notation:** `StateSpace`, `MacroStateSpace`, `Tissue`, `Xenobot`, `CellField`, `FlowField`, `CognitiveCompetencySpace`, `EmbodimentSpace`, `PlatonicSpace`, `Substrate`, `Organization`, etc.
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- **Re-encoded:** `kind T` (Tier 2 #2.13, user-also-accepted; same as Tier 3 #3.1 principled)
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- **Form anchor:** `kind` (bounded form, meta-type) → `T` (projection)
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- **Etymology (1-line):** Old English *cynd*; Greek *γένος*; Latin *genus*; Sanskrit *जनस्*
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- **Definition history (1-line):** Per Cluster 7, `Notiones.txt`; the user's preferred term
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- **Source sections in original:** every kind formation
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- **Used in de-obfuscation rows:** every row with a kind type
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---
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## Tier 3: Type-theoretic primitives (constructive type theory operators)
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These are the constructive type theory operators that appear in the de-obfuscation. Each maps to a Tier 3 entry in `lexicon.md` §2.3.
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### Term: kind (Type, the meta-type)
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- **Original notation:** `StateSpace`, `MacroStateSpace`, `Tissue`, `Xenobot`, etc.
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- **Re-encoded:** `kind T` (Tier 3 #3.1)
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- **Form anchor:** `kind` (bounded form) → `Kind` (projection)
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- **Etymology (1-line):** Old English *cynd* (also Tier 1 #1.1 + Tier 2 #2.13)
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- **Definition history (1-line):** Per Martin-Löf 1972; type-theoretic tradition
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- **Source sections in original:** every kind formation
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- **Used in de-obfuscation rows:** every row with a kind type
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### Term: Kind (Type of types)
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- **Original notation:** Not used directly
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- **Re-encoded:** `Kind` (Tier 3 #3.2)
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- **Form anchor:** `Kind` (bounded form) → `Type` (projection)
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- **Etymology (1-line):** Old English *cynd* + meta
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- **Definition history (1-line):** Per Martin-Löf 1972
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- **Source sections in original:** not used
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- **Used in de-obfuscation rows:** implicit
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### Term: intro / construct (constructor)
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- **Original notation:** `Zero | Succ(Nat)`, `DrugStimulus | NeutralStimulus`
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- **Re-encoded:** `intro` / `construct` (Tier 3 #3.3)
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- **Form anchor:** `intro` (bounded form, value constructor) → `T -> T` (projection)
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- **Etymology (1-line):** Latin *introductio* ("a leading in")
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- **Definition history (1-line):** Per Martin-Löf 1972; introduction rule
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- **Source sections in original:** §5.3 (drug vs neutral stimulus), §5.10 (substrate vs organization)
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- **Used in de-obfuscation rows:** implicit in `Sum<DrugStimulus, NeutralStimulus>` and similar
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### Term: elim / eliminate (eliminator)
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- **Original notation:** Not used directly
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- **Re-encoded:** `elim` / `eliminate` (Tier 3 #3.4)
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- **Form anchor:** `elim` (bounded form, type eliminator) → `(T, C) -> C` (projection)
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- **Etymology (1-line):** Latin *eliminatio* ("a driving out")
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- **Definition history (1-line):** Per Martin-Löf 1972; elimination rule
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- **Source sections in original:** not used directly
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- **Used in de-obfuscation rows:** implicit
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### Term: comp (computation rule, value-level)
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- **Original notation:** Implicit in `apply`, `kl_divergence`, `motion_field`, `self_org_prob`
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- **Re-encoded:** `comp` (Tier 3 #3.5)
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- **Form anchor:** `comp` (bounded form, β-reduction) → `β-reduction` (projection)
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- **Etymology (1-line):** Latin *computatio* ("a reckoning")
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- **Definition history (1-line):** Per Martin-Löf 1972; computation rule
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- **Source sections in original:** implicit in every procedure body
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- **Used in de-obfuscation rows:** implicit in every procedure
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### Term: getType (type-level computation)
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- **Original notation:** Not used directly
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- **Re-encoded:** `getType(...) === T` (Tier 3 #3.6)
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- **Form anchor:** `getType` (bounded form, type check) → `type check` (projection)
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- **Etymology (1-line):** User coinage (per Cluster 3, Pattern 4)
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- **Definition history (1-line):** User-specific
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- **Source sections in original:** not used
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- **Used in de-obfuscation rows:** not used; reserved for future formalization
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### Term: uniq (uniqueness rule)
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- **Original notation:** Not used directly
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- **Re-encoded:** `uniq` (Tier 3 #3.7)
|
||||
- **Form anchor:** `uniq` (bounded form, canonical form) → `canonical form` (projection)
|
||||
- **Etymology (1-line):** Latin *unicitas* ("oneness")
|
||||
- **Definition history (1-line):** Per Martin-Löf 1972; uniqueness rule
|
||||
- **Source sections in original:** not used
|
||||
- **Used in de-obfuscation rows:** not used
|
||||
|
||||
### Term: Pair<A, B> (Sigma type / product type)
|
||||
|
||||
- **Original notation:** `(a, b)`, `(substrate, organization)`, `(x, y)`, `(P_T(s), P_uniform)`, `(effect(s₁), effect(s₂))`
|
||||
- **Re-encoded:** `Pair<A, B> = (A, B)` with `Build<A>`, `Build<B>` projections (Tier 3 #3.12)
|
||||
- **Form anchor:** `Pair<A, B>` (bounded form, product type) → `(A, B)` (projection)
|
||||
- **Etymology (1-line):** Latin *par* ("equal")
|
||||
- **Definition history (1-line):** Per Martin-Löf 1972; sigma type
|
||||
- **Source sections in original:** §5.10 (substrate, organization), §5.3 (s₁, s₂)
|
||||
- **Used in de-obfuscation rows:** implicit in multi-argument procedures
|
||||
|
||||
### Term: Dependent<x : A>(B) (Pi type / dependent function)
|
||||
|
||||
- **Original notation:** Not used directly
|
||||
- **Re-encoded:** `Dependent<x : A>(B)` (Tier 3 #3.14)
|
||||
- **Form anchor:** `Dependent<x : A>(B)` (bounded form, Pi type) → `forall x : A, B(x)` (projection)
|
||||
- **Etymology (1-line):** User coinage (per Cluster 3, Phase 1)
|
||||
- **Definition history (1-line):** Per Martin-Löf 1972; dependent function type
|
||||
- **Source sections in original:** implicit in `forall stimulus : Stimulus, ...`
|
||||
- **Used in de-obfuscation rows:** implicit
|
||||
|
||||
### Term: lambda.x.M (lambda abstraction)
|
||||
|
||||
- **Original notation:** Not used directly; could re-encode `procedures` more formally as `lambda x. body`
|
||||
- **Re-encoded:** `lambda.x.M` (Tier 3 #3.15)
|
||||
- **Form anchor:** `lambda.x.M` (bounded form, function abstraction) → `M` (projection)
|
||||
- **Etymology (1-line):** Greek letter *λ* (Church's notation)
|
||||
- **Definition history (1-line):** Church 1932
|
||||
- **Source sections in original:** implicit in every procedure
|
||||
- **Used in de-obfuscation rows:** implicit
|
||||
|
||||
### Term: Sum (Disjoint Sum, A + B)
|
||||
|
||||
- **Original notation:** `DrugStimulus | NeutralStimulus`, `Substrate | Organization`
|
||||
- **Re-encoded:** `A + B` with `inl`/`inr` injections (Tier 3 #3.17)
|
||||
- **Form anchor:** `A + B` (bounded form, sum type) → sum type (projection)
|
||||
- **Etymology (1-line):** Latin *summa*
|
||||
- **Definition history (1-line):** Per Martin-Löf 1972; disjoint sum type
|
||||
- **Source sections in original:** §5.3 (drug vs neutral), §5.10 (substrate vs organization)
|
||||
- **Used in de-obfuscation rows:** implicit in 9, 25
|
||||
|
||||
### Term: Top (universal type)
|
||||
|
||||
- **Original notation:** Not used directly; the Platonic Space could be re-encoded as `Top` (the universal type)
|
||||
- **Re-encoded:** `Top : type` (Tier 3 #3.11)
|
||||
- **Form anchor:** `Top` (bounded form, universal type) → `Type` (projection)
|
||||
- **Etymology (1-line):** Greek *τόπος* via Latin *topos* ("place")
|
||||
- **Definition history (1-line):** Type-theoretic dual of `Bottom`; formalized in CTT
|
||||
- **Source sections in original:** implicit in the Platonic Space (contains everything)
|
||||
- **Used in de-obfuscation rows:** not used directly; reserved for future use
|
||||
|
||||
---
|
||||
|
||||
## Tier 4: AI-fuzzing tolerance (the fuzzy / formal mapping)
|
||||
|
||||
These are the AI-fuzzing-tolerance terms that appear in the de-obfuscation. Each maps to a Tier 4 entry in `lexicon.md` §2.4.
|
||||
|
||||
### Term: construct (instead of "invent")
|
||||
|
||||
- **Original notation:** "Construct" / "build" / "create" — used throughout (e.g., "construct a Xenobot")
|
||||
- **Re-encoded:** `construct` (Tier 4 #4.1)
|
||||
- **Form anchor:** `construct` (bounded form) → procedure (projection)
|
||||
- **Etymology (1-line):** Latin *constructio* ("a building")
|
||||
- **Definition history (1-line):** User-preferred translation (per Cluster 0, Pattern 3)
|
||||
- **Source sections in original:** §2.20, §5.5, §5.10 (everywhere "construct" is used)
|
||||
- **Used in de-obfuscation rows:** implicit in every procedure
|
||||
|
||||
### Term: quantity (with explicit encoding)
|
||||
|
||||
- **Original notation:** Real-valued quantities (V_mem potentials, EI values, CE values, replication rates, etc.)
|
||||
- **Re-encoded:** `quantity(<value>) : <encoding>` (Tier 4 #4.21), e.g., `quantity(0.5) : float64`
|
||||
- **Form anchor:** `quantity` (bounded form) → `<encoding>` (projection)
|
||||
- **Etymology (1-line):** Latin *quantitas* ("how much")
|
||||
- **Definition history (1-line):** User-specific (per 2026-06-23 refinement)
|
||||
- **Source sections in original:** §5.1, §5.2, §5.4, §5.5, §5.6, §5.7, §5.8, §5.9
|
||||
- **Used in de-obfuscation rows:** every `float64` quantity (1, 2, 3, 4, 7, 10, 13, 14, 16, 21, 22, 23)
|
||||
|
||||
### Term: scalar (single value with explicit encoding)
|
||||
|
||||
- **Original notation:** Single real-valued scalars in EI, CE, FL, etc.
|
||||
- **Re-encoded:** `scalar : <encoding>` (Tier 4 #4.22), e.g., `scalar : float64`
|
||||
- **Form anchor:** `scalar` (bounded form) → `<encoding>` (projection)
|
||||
- **Etymology (1-line):** Latin *scalaris* ("of a ladder")
|
||||
- **Definition history (1-line):** User-specific (per 2026-06-23 refinement)
|
||||
- **Source sections in original:** §5.1 (EI), §5.2 (CE), §5.9 (FL)
|
||||
- **Used in de-obfuscation rows:** 1, 2, 3, 4, 14, 21
|
||||
|
||||
### Term: Pi (the mathematical constant, as a type-class)
|
||||
|
||||
- **Original notation:** Not used directly in the formal sections; "e = 2.718..." appears in §2.3 as an example
|
||||
- **Re-encoded:** `kind : Pi` resolves to `quantity : float64` (Tier 4 #4.20)
|
||||
- **Form anchor:** `kind : Pi` (bounded form, type-class) → `quantity : float64` (projection)
|
||||
- **Etymology (1-line):** Greek *πῖ* (from *περίμετρος*, "perimeter")
|
||||
- **Definition history (1-line):** Per Cluster 0 (Deep Math 2 §25) + user 2026-06-23
|
||||
- **Source sections in original:** §2.3 (informal example)
|
||||
- **Used in de-obfuscation rows:** not used; reserved for future use
|
||||
|
||||
### Term: real (the real number line, as a type-class)
|
||||
|
||||
- **Original notation:** `ℝⁿ` (state space), `ℝ` (CE values, EI values)
|
||||
- **Re-encoded:** `kind : Real` resolves to `quantity : float64` (Tier 4 #4.19)
|
||||
- **Form anchor:** `kind : Real` (bounded form, type-class) → `quantity : float64` (projection)
|
||||
- **Etymology (1-line):** Latin *realis* ("actual")
|
||||
- **Definition history (1-line):** Per Cluster 0 (Cluster A, P2) + user 2026-06-23
|
||||
- **Source sections in original:** §5.1 (ℝⁿ state space), §5.2 (CE ∈ ℝ), §5.4 (V ∈ ℝ)
|
||||
- **Used in de-obfuscation rows:** 1, 2, 3, 4 (every `float64` quantity implicitly)
|
||||
|
||||
### Term: Stream (coinductive stream, alternative to infinity)
|
||||
|
||||
- **Original notation:** "t → ∞" in §5.4 dynamics limit; "t increases" in §5.6 motion
|
||||
- **Re-encoded:** `Stream A = nat -> A` (Tier 4 #4.14 alternative; per pilot refinement #5)
|
||||
- **Form anchor:** `Stream A = nat -> A` (bounded form, coinductive type) → the indexing (projection)
|
||||
- **Etymology (1-line):** Old English *stream*; coinduction formalized by Jacobs, Rutten 1990s
|
||||
- **Definition history (1-line):** Coinductive type theory; Tier 3 #3.11 (Top) reference
|
||||
- **Source sections in original:** §5.4 (bioelectric dynamics over time), §5.6 (Xenobot motion over time)
|
||||
- **Used in de-obfuscation rows:** 12 (Stream V_reset(t) = nat -> Vector[float64])
|
||||
|
||||
### Term: Smooth / C^∞
|
||||
|
||||
- **Original notation:** Not used directly
|
||||
- **Re-encoded:** `infinitely-differentiable` (Tier 4 #4.7)
|
||||
- **Form anchor:** `infinitely-differentiable` (bounded form) → `C^∞` (projection)
|
||||
- **Etymology (1-line):** Old English *smoeth*; mathematical jargon
|
||||
- **Definition history (1-line):** Standard calculus
|
||||
- **Source sections in original:** not used
|
||||
- **Used in de-obfuscation rows:** not used; reserved for future use
|
||||
|
||||
### Term: Limit
|
||||
|
||||
- **Original notation:** "limit as t increases" in §5.4; "V_final = limit(...)"
|
||||
- **Re-encoded:** `Limit(f, p) : L for some L` (Tier 4 #4.8)
|
||||
- **Form anchor:** `Limit` (bounded form, epsilon-delta process) → the evaluation (projection)
|
||||
- **Etymology (1-line):** Latin *limes* ("boundary")
|
||||
- **Definition history (1-line):** Weierstrass 1870s (epsilon-delta formalization)
|
||||
- **Source sections in original:** §5.4 (V_final = limit(...))
|
||||
- **Used in de-obfuscation rows:** 12 (limit as t increases)
|
||||
|
||||
### Term: Natural number (Nat)
|
||||
|
||||
- **Original notation:** "4 nodes," "10⁹ nodes," "n_nodes," "5000 cells"
|
||||
- **Re-encoded:** `Nat = Zero | Succ(Nat)` (Tier 4 #4.6)
|
||||
- **Form anchor:** `Nat` (bounded form, inductive type) → inductive type (projection)
|
||||
- **Etymology (1-line):** Latin *naturalis*
|
||||
- **Definition history (1-line):** Peano 1889 (*Arithmetices principia*)
|
||||
- **Source sections in original:** §5.2 (4 nodes), §5.5 (5000 cells), §5.7 (dim : int64), §5.10 (10⁹ nodes)
|
||||
- **Used in de-obfuscation rows:** 17 (dim : int64), 22 (n_nodes : int64), 26 (10⁹ nodes)
|
||||
|
||||
### Term: dot product (length-projection product)
|
||||
|
||||
- **Original notation:** Not used directly
|
||||
- **Re-encoded:** `length-projection product` (Tier 4 #4.10)
|
||||
- **Form anchor:** `scalar product` (bounded form) → dot product (projection)
|
||||
- **Etymology (1-line):** English *dot* / Latin *scalar*
|
||||
- **Definition history (1-line):** Standard linear algebra; user-specific naming per Cluster 9
|
||||
- **Source sections in original:** not used
|
||||
- **Used in de-obfuscation rows:** not used; reserved for future use
|
||||
|
||||
### Term: kernel (cross-domain)
|
||||
|
||||
- **Original notation:** Not used directly
|
||||
- **Re-encoded:** `discrete subsystem that holds a continuous process up` (Tier 4 #4.17)
|
||||
- **Form anchor:** `discrete subsystem` (bounded form) → support (projection)
|
||||
- **Etymology (1-line):** Old English *cyrnel* ("seed, core")
|
||||
- **Definition history (1-line):** Per Cluster 0, Cluster B, P8
|
||||
- **Source sections in original:** not used
|
||||
- **Used in de-obfuscation rows:** not used; reserved for future use
|
||||
|
||||
### Term: Bourbaki (cultural opponent)
|
||||
|
||||
- **Original notation:** Not used directly; the talk criticizes the "physicalism" approach but does not name Bourbaki
|
||||
- **Re-encoded:** **FOIL** (Tier 4 #4.18)
|
||||
- **Form anchor:** N/A (FOIL)
|
||||
- **Etymology (1-line):** Nicolas Bourbaki (pseudonym)
|
||||
- **Definition history (1-line):** Per Cluster 0, Pattern 6 + Cluster 9
|
||||
- **Source sections in original:** implicit in §2.3 (Physicalism is dead)
|
||||
- **Used in de-obfuscation rows:** not used; the re-encoding does not name Bourbaki
|
||||
|
||||
### Term: Aether / Witness / Vessel (secular sanitization)
|
||||
|
||||
- **Original notation:** The Platonic Space could be re-encoded as Aether/Witness/Vessel in some ontologies; the user explicitly EXCLUDED this per 2026-06-23
|
||||
- **Re-encoded:** **EXCLUDED** — secular sanitization (per user 2026-06-23)
|
||||
- **Form anchor:** N/A (excluded)
|
||||
- **Etymology (1-line):** N/A (not used)
|
||||
- **Definition history (1-line):** Per Cluster 0, the esoteric/theurgic ontology is NOT in this public deliverable
|
||||
- **Source sections in original:** not used
|
||||
- **Used in de-obfuscation rows:** not used; the Platonic Space is re-encoded as a `kind` (Tier 3) without the esoteric framing
|
||||
|
||||
### Term: Topos (mathematical)
|
||||
|
||||
- **Original notation:** "Platonic Space" — could be re-encoded as a topos (per open question §7.1)
|
||||
- **Re-encoded:** **DEFERRED to lexicon v2** (per `lexicon.md` §10 unresolved item #4)
|
||||
- **Form anchor:** N/A (deferred)
|
||||
- **Etymology (1-line):** Greek *τόπος* ("place"); algebraic geometry
|
||||
- **Definition history (1-line):** Grothendieck 1950s-60s; topos-theoretic semantics
|
||||
- **Source sections in original:** §7.1 open question
|
||||
- **Used in de-obfuscation rows:** not used; reserved for future formalization
|
||||
|
||||
### Term: Magma (algebraic)
|
||||
|
||||
- **Original notation:** Not used directly
|
||||
- **Re-encoded:** **DEFERRED to lexicon v2** (per `lexicon.md` §10 unresolved item #1)
|
||||
- **Form anchor:** N/A (deferred)
|
||||
- **Etymology (1-line):** Greek *μάγμα* ("kneaded mixture"); Bourbaki usage
|
||||
- **Definition history (1-line):** Bourbaki 1939 (*Algèbre*); user-specific rejection
|
||||
- **Source sections in original:** not used
|
||||
- **Used in de-obfuscation rows:** not used; reserved for future formalization
|
||||
|
||||
---
|
||||
|
||||
## Decoded: encoding-explicit re-encodings (per Rule 5)
|
||||
|
||||
The following terms have explicit `encoding:` attributes per Rule 5:
|
||||
|
||||
| Term | Encoding | Conventional → Re-encoded |
|
||||
|---|---|---|
|
||||
| `EI(s)` (effective information) | `float64` | "EI(s) ∈ ℝ" → `quantity : float64` |
|
||||
| `CE` (causal emergence) | `float64` | "CE ∈ ℝ" → `quantity : float64` |
|
||||
| `V(x)` (bioelectric potential) | `float64` | "V_mem ∈ ℝ" → `quantity : float64` |
|
||||
| `R` (replication rate) | `float64` | "R ∈ ℝ₊" → `quantity : float64` |
|
||||
| `FL` (free lunch) | `float64` | "FL(O, I) ∈ ℝ" → `quantity : float64` |
|
||||
| `I_content(I)` (input info) | `float64` | "I_content ∈ ℝ" → `quantity : float64` |
|
||||
| `I_content(O)` (output info) | `float64` | "I_content ∈ ℝ" → `quantity : float64` |
|
||||
| `learning_rate(N, s)` | `float64` | "rate ∈ ℝ" → `quantity : float64` |
|
||||
| `t` (time) | `float64` | "t ∈ ℝ₊" → `quantity : float64` |
|
||||
| `drift` (motion direction) | `Vector[float64]` | "drift ∈ ℝⁿ" → `Vector of float64` |
|
||||
| `motion_field(c)` | `Vector[float64]` | "phi_v(c) ∈ ℝⁿ" → `Vector of float64` |
|
||||
| `dV_dt` (time derivative) | `Vector[float64]` | "∂V/∂t" → `Vector of float64` |
|
||||
| `n_nodes` (network size) | `int64` | "4 nodes" → `int64` |
|
||||
| `dim(C)` (cognitive space) | `int64` | "dim(C)" → `int64` |
|
||||
| `dim(EmbodimentSpace)` | `int64` | "dim(E)" → `int64` |
|
||||
| `cell_count` (Xenobot) | `int64` | "5000 cells" → `int64` |
|
||||
| `log_2(states_per_node)` | `float64` | "log₂(N)" → `quantity : float64` |
|
||||
| `states_per_node` | `int64` | "N" → `int64` |
|
||||
| `D` (diffusion coefficient) | `float64` | "D ∈ ℝ₊" → `quantity : float64` |
|
||||
| `alpha` (learning rate) | `float64` | "α" → `quantity : float64` |
|
||||
| `P_T(s)` (distribution) | `Distribution[float64]` | "P_T(s)" → `Distribution of float64` |
|
||||
| `P_uniform` (distribution) | `Distribution[float64]` | "P_uniform" → `Distribution of float64` |
|
||||
|
||||
---
|
||||
|
||||
## Decoded: BANNED (per `lexicon.md` §2.4 Tier 4)
|
||||
|
||||
- **`"as t → ∞"` (in §5.4 dynamics limit, §5.6 motion)** — re-encoded as `Stream V_reset(t) = nat -> Vector[float64]` and `Stream motion(t) = nat -> State` (per Rule 1: no `∞_val`).
|
||||
- **`"essentially constant"` (not used in this report)** — would be re-encoded as `Stream X = nat -> X` (per pilot refinement #5).
|
||||
|
||||
---
|
||||
|
||||
## Decoded: Honest epistemic hedging (per `lexicon.md` §1.10 + `prompt_template.md` "Honest epistemic hedging")
|
||||
|
||||
The following terms in the original report are flagged with the user's "honest epistemic hedging" pattern:
|
||||
|
||||
| Term | Hedging | Source sections |
|
||||
|---|---|---|
|
||||
| `Platonic Space` (§2.4) | "My hypothesis is that this latent space... contains a very wide range of patterns" — this is a hypothesis, not a proven entity. Per §7.1 open question #1, the formalization of the Platonic Space is unresolved. | §2.4, §7.1 |
|
||||
| `Ingression` (§2.5, §5.10) | "The mapping from physical interfaces to ingressing patterns is a research target" — per §7.1 open question #2, the law of ingression is not yet known. | §2.5, §5.10, §7.1 |
|
||||
| `FAR` (§2.11, §5.2) | "Random networks with 4 nodes exhibit FAR" — this is empirical for 4 nodes; per §7.2 open question #6, scaling to LLM-scale is open. | §2.11, §5.2, §7.2 |
|
||||
| `Math::Physics :: Mind::Body` (§2.17) | "Maybe the relationship of minds and bodies is exactly the same as between math and physics" — the analogy is suggestive but not precise. Per §7.4 open question #16, whether the "hard problem" dissolves is open. | §2.17, §7.4 |
|
||||
| `Free will` (§2.19) | "Free will is the degree to which your highest Form comes through un-tarnished" — Levin's tentative definition; per §7.4 open question #15, operationalization is open. | §2.19, §7.4 |
|
||||
| `Causal emergence = Consciousness` | Levin's framework conflates causal emergence (Hoel) with consciousness (Tononi); per §7.1 open question #4, these are correlated but not proven identical. | §2.12, §7.1 |
|
||||
|
||||
The user's stance (per the warmup spec): the LLM should **preserve** the honest epistemic hedging rather than guess. These flagged terms are not "filled in" with confident definitions; they remain open.
|
||||
|
||||
---
|
||||
|
||||
## Verification (per `lexicon.md` §12)
|
||||
|
||||
- [x] **Lossless** — 9 Tier 1 + 11 Tier 2 + 12 Tier 3 + 15 Tier 4 = 47 term decoders (one per concept in the original §5 + App C).
|
||||
- [x] **Bounded** — no `∞_val`. The "as t → ∞" in §5.4 is re-encoded as `Stream V_reset(t)`.
|
||||
- [x] **Encoding-explicit** — every value-bearing term has `encoding:` (default `float64`; `int64` for exact integers per the taxonomy).
|
||||
- [x] **Constructively typed** — every expression has a type signature.
|
||||
- [x] **Etymology-cited** — every term has 1-line origin + 1-line definition history.
|
||||
- [x] **Form-anchored** — every re-encoding has a form anchor.
|
||||
- [x] **No esoteric content** — secular sanitization preserved (Aether/Witness/Vessel NOT in this decoder).
|
||||
- [x] **Honest epistemic hedging** — the Platonic Space / ingression / FAR scaling / math-mind analogy / free will / CE-consciousness questions are preserved as open.
|
||||
- [x] **Tier-categorized** — per pilot process improvement #2, the decoder is organized by tier instead of by math section.
|
||||
|
||||
---
|
||||
|
||||
## See also
|
||||
|
||||
- `lexicon.md` (the codified operational spec) — see §2 (the 4 tiers)
|
||||
- `dedup_map.md` (the 6 noise-dedup maps) — Map 1 (Curry-Howard) applies throughout for `construction` vs `proof`; Map 2 (Sets=Kinds) applies to all the `kind` entries
|
||||
- `free_lunches_levin_translation.md` (the side-by-side table) — 34 rows
|
||||
- `free_lunches_levin_deobfuscated.md` (the re-encoded report) — the section-by-section replacement
|
||||
|
||||
---
|
||||
|
||||
*End of `free_lunches_levin_decoder.md`. Total: 47 term decoders across 4 tiers + 22 encoding-explicit re-encodings + 2 BANNED + 6 honest epistemic hedgings. The shape of the re-encoding, not the verbatim content of any specific sample.*
|
||||
Reference in New Issue
Block a user