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conductor(deob_warmup): Distinguish principled scheme from user-specific preferences (6 surgical edits)
Per user 2026-06-23 review: the Tier 2 over-cited the user's specific implementations (Sectored Language V1, LLM session patterns, GA reinterpretations, classical Greek/Latin) as the canonical scheme, when they should be optional output conventions. Changes: 1. report.md §3.4 — added Reading guide: Tier 4 mixes principled re-encodings (from the 5 rules) with user-specific re-encodings (from samples). The principled forms are scheme-canonical; the user-specific are optional output conventions. 2. report.md §3.5 — added Reading guide: Sectored Language operator terms are USER preferences, not scheme-canonical. The scheme produces principled re-encodings; the Sectored Language is one way to express them. 3. report.md §4.4 — added Reading guide: 'Real = Imaginary = Bivector' is the user's GA reinterpretation, not a scheme-canonical dedup. The principled forms are bivector (with grade annotation) + quantity(<value>) : <encoding>. 4. report.md §6.2 — added Reading guide: 4-layer output format is OPTIONAL (the user's preferred convention for etymological trails). The scheme's baseline is the 3-layer format. 5. prompt_template.md 'Your role' — removed 'Construct, not Invent' (was a user preference, not scheme-canonical). Added a 'Scheme-canonical vs. user-specific' bullet that makes the distinction explicit. 6. prompt_template.md 'The Sectored Language Operator Names' — labeled OPTIONAL; added Reading guide explaining it's one of several ways to express the scheme's principled re-encodings. 7. prompt_template.md verification checklist — replaced 'Sectored-language-named' with 'User-specific conventions applied only when appropriate'. Phase 1 (lexicon child) will formalize this distinction further (e.g., moving §3.5 to Appendix B, marking each user-specific entry with [user-also-accepted]). The principled spine (5 rules + 6 noise-dedup maps + form-anchor examples + etymology rule + lossless preservation) is intact.
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@@ -11,10 +11,10 @@ You are a de-obfuscator. Your task: take a Pass 1 report (full of standard math
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Your operational stance:
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- **Library Specification > Philosophy** (per Cluster 0, Pattern 9): prefer executable, debuggable, deterministic specifications over intuition pumps.
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- **Decompression > Compression** (per Cluster 0, P1): the first step for any math is to decompress it.
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- **Construct, not Invent** (per Cluster 0, Pattern 3): use the user's pseudo-code DSL, not free-form prose.
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- **Bounded form required** (per §1.1 of `report.md`): no `∞_val`; use `Stream A = nat -> A` for processes.
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- **Form anchor required** (per §5): every re-encoding has a form anchor — "what bounded form does this project from the indefinite?"
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- **Honest epistemic hedging** (per §1.10): if uncertain, flag it; do not guess.
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- **Scheme-canonical vs. user-specific:** the de-obfuscation scheme's principled re-encodings come from the 5 rules (boundedness, form-anchor, etymology, lossless, encoding-explicit). Some terms ALSO have user-specific preferred forms (Sectored Language V1, GA reinterpretations, classical Greek/Latin); these are *optional* output conventions documented in `report.md` §3.4 + §3.5, not scheme-canonical. Apply the user-specific forms only when the reader would prefer them.
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## Input
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@@ -167,9 +167,11 @@ Reference: `report.md` §3 for the full lexicon (~70 terms after Phase 1 expansi
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- **Tier 3 (Type-theoretic primitives, 18 terms):** `Type` → `kind`; `Type of types` → `Kind`; `Constructor` → `intro`; `Eliminator` → `elim`; `Computation rule` (value-level) → `comp`; `Type-level Computation` → `getType(...) === T`; `Pair<A, B>` with `Build<A>/Build<B>`; `Dependent<x : A>(B)`; `lambda.x.M`; `objects : m : A, n : B ;`; etc.
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- **Tier 4 (AI-fuzzing tolerance, 21 terms):** "invent" → `construct`; "real number" → `encodable quantity`; "imaginary number" → `bivector`; "dot product" → `length-projection product` (or `'scalar product'`); "cross product" → `wedge product`; "anti-wedge" → `regressive product` / `contraction` / `interior product`; "negative" → `F²` operator; "infinity" → **BANNED**; "point" → `Punctum` / `σημεῖον`; "kernel" (cross-domain) → `discrete subsystem that holds a continuous process up`; "Bourbaki" / "Standard GA" → **FOIL**; etc.
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## The Sectored Language Operator Names (per `report.md` §3.5, from Cluster 9)
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## The Sectored Language Operator Names (per `report.md` §3.5, from Cluster 9) — OPTIONAL
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For linear algebra and CAS, use the Sectored Language naming:
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> **Reading guide.** This is the **user's preferred output convention** for linear-algebra and CAS operations (per Cluster 9, the FGED V1 .sectr files). It is OPTIONAL — the de-obfuscation scheme does not require it. The scheme's principled re-encodings (e.g., `scalar product`, `magnitude`, `normalize`) are what the LLM produces; the Sectored Language names are one of several ways the reader can express those principled re-encodings. Apply the Sectored Language names when (a) the user requests it, (b) the term appears in a context where the user's prior de-obfuscation work used Sectored Language, or (c) the reader's preference is to use Sectored Language output. Otherwise, use conventional math with explicit type annotations.
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For linear algebra and CAS, the user's preferred Sectored Language naming is:
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- `magnitude(v)` for `||v||`
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- `normalize(v) -> UnitVector` for unit vector
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- `transpose(M) -> Matrix` for matrix transpose
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@@ -203,7 +205,7 @@ After producing the 3 files, verify each:
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- [ ] **Etymology-cited** — every new term has the 1-line origin + 1-line definition history.
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- [ ] **Form-anchored** — every re-encoding has a form anchor.
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- [ ] **Noise-deduped** — the 6 noise-dedup maps applied where applicable.
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- [ ] **Sectored-language-named** — linear algebra and CAS use the Sectored Language names (per §3.5).
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- [ ] **User-specific conventions applied only when appropriate** — Sectored Language names + classical Greek/Latin/Sanskrit forms + GA reinterpretations are USER preferences, not scheme-canonical. Apply them only when the reader would prefer them (per §3.4 reading guide + §3.5 note).
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- [ ] **EPP-formatted** — the fully-expanded pseudo-code follows the EPP format (per Cluster 1, Pattern 5).
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- [ ] **Univalence-flagged** — when the LLM encounters the univalence axiom, flag it as "compression (lossless?**)" so the user can opt in or out.
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@@ -277,6 +277,8 @@ The lexicon is the heart of the de-obfuscation. It is organized in 4 tiers. The
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### §3.4 Tier 4: AI-fuzzing tolerance terms (22 terms, expanded in Phase 1)
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> **Reading guide.** This tier mixes **principled re-encodings** (derived from the 5 load-bearing rules) with **user-specific re-encodings** (the user's personal preferences, drawn from Cluster 0/1/6/7/8/9 — including the Sectored Language V1, the GA reinterpretations, and the classical Greek/Latin/Sanskrit forms). The principled entries are the scheme's canonical forms; the user-specific entries are *one possible output convention* the scheme can produce. The 4-layer output format (§6.2) is similarly optional. For each entry below, the "Re-encoded" column is the form the *scheme* produces; entries that ALSO accept the user's preferred output are marked **[user-also-accepted]**. Phase 1 (lexicon child) will formalize this distinction.
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| # | Conventional (fuzzy) | Re-encoded (precise) | Source cluster |
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|---|---|---|---|
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| 4.1 | "invent" | `construct` | Cluster 0 |
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@@ -306,7 +308,7 @@ The lexicon is the heart of the de-obfuscation. It is organized in 4 tiers. The
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### §3.5 Sectored Language operator terms (Phase 1, from Cluster 6 + Cluster 9)
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These are the user's preferred operator names from the Sectored Language (per Cluster 9, the FGED V1 .sectr files):
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> **Reading guide.** This section documents the **user's preferred output convention** for linear-algebra and CAS operations — the Sectored Language V1 (FGED V1) naming. The de-obfuscation scheme does NOT require this convention. It is one example of how the scheme's principled re-encodings (e.g., `scalar product`, `magnitude`) can be realized in an executable form. Other readers may use different conventions (Standard GA, conventional math with explicit type annotations, etc.); the scheme's output is the re-encoded form, not the Sectored Language names. The 7 example transformations in §7 demonstrate how the scheme produces these specific names. **Phase 1 (lexicon child) will move this table to Appendix B ("User's preferred output conventions, optional") to make the principled/user-specific distinction explicit.**
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| Conventional | Sectored Language name | Source |
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|---|---|---|
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@@ -360,6 +362,8 @@ All 6 are documented below. Sources: Cluster 0, 2, 3, 4, 7, 8 (see report §4 of
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### §4.4 Map 4: "Real" = "Imaginary" = "Bivector" (geometric algebra)
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> **Reading guide.** This map is the **user's geometric-algebra reinterpretation** (per Cluster 0, Pattern 2; Cluster 8 GeoAlg). It is the user's preference, not a scheme-canonical dedup. The scheme's principled form for "imaginary number" is `bivector` (or `Bivector` with explicit grade annotation); "real number" re-encodes to `quantity(<value>) : <encoding>` (per Rule 5). The collapse of "real" + "imaginary" into the GA framework is the user's contribution; the scheme's job is to produce the principled re-encoding, and the user (or the LLM at their direction) can additionally adopt the GA collapse if they want.
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**Source cluster:** Cluster 0 (Pattern 2 — Descartes-rejection / Clifford-affirmation); Cluster 8 (GeoAlg — `Point`, `Circle`, `Line`, `Plane` types).
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### §4.5 Map 5: "Invent" = "Create" = "Imagine" → "Construct"
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@@ -423,7 +427,9 @@ The etymology rule is the second operational requirement, derived from §1.5.
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If the term is a user coinage, the etymology is the user's reason for the coinage, and the definition history is "user-specific; see `samples/`."
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### §6.2 The 4-layer output format (per Cluster 7)
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### §6.2 The 4-layer output format (per Cluster 7) — OPTIONAL
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> **Reading guide.** This 4-layer format is the **user's preferred output convention** for terms with rich etymological trails (per Cluster 7, `Notiones.txt`). It is NOT a scheme-canonical requirement. The de-obfuscation scheme's baseline output is the 3-layer format (§5.2): translation (side-by-side) + replacement (re-encoded) + decoder (per-term). The 4-layer form adds an optional etymological layer (Greek + Latin + English + Sanskrit) that the LLM can apply **if the user requests it** or **if the term has a rich etymological trail**. Readers who don't care about Greek/Latin/Sanskrit get the 3-layer output; readers who do get the 4-layer output. The deob-warmup's `prompt_template.md` should make this an OPTION, not a REQUIREMENT.
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For terms with rich etymological trails, the output should be **trilingual or 4-language** (per Cluster 7, Pattern 6):
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1. **Original** (e.g., the Greek or Latin).
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