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Oleg Derid (Deridol) — Sovereign Architecture & LegHeart Journal

Executable Specifications, Deterministic AI Execution Harnesses, Business Analysis, and Systems Engineering across Finance, Industrial Manufacturing (Automotive & Furniture Factories), and Solar/Battery Energy Systems.

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#Neurosymbolic-AI #Formal-Verification #Unit-Economics #EU-AI-Act

1.1. Gödel's Incompleteness Theorems, The PM Iron Triangle & Juridical Responsibility: Why Engineering Can Never Be Replaced by Unverified Probabilistic AI

Full treatise on why probabilistic AI cannot self-verify without an orthogonal deterministic engine (#1 Gödel's Incompleteness Theorems), how to protect engineering teams from retry-loop babysitting while cutting token burn by 65–90% (#2 PM Iron Triangle & Milk Truck Principle), and human accountability under the EU AI Act (#3 Juridical Responsibility).

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#Executable-Specs #Business-Analysis #Industrial-Systems #Haskell-DSL

1.2. Executable, Auditable Specifications Across Cohort Languages as the Mold for Product Structure

How a single mathematical specification invariant projects simultaneously across 8 Professional Roles × 3 Expertise Depths × 5 Cultural Lenses (120 Combinatorial Molds) using our Haskell Tagless-Final DSL—complete with an interactive 6-Cohort live switcher.

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#Creative-Economy #Data-Futures #Shapley-Royalties #Epistemic-Brier

1.3. The Creative Economy: Opinion & Data Futures to Remunerate Human Creativity (With `Sarvaja` as the Living Blueprint)

From Floh de Cologne's 1971 Profitgeier to 2026 AI extraction: how Attribution-Backed Data Futures (Data Shapley Value), Scarcity Projection, and Non-Gambling Epistemic Brier Score Calibration remunerate human engineers, analysts, and artists.

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