What question did this study set out to answer?

The aim is to develop a robust control architecture for AGI that ensures safe human-AGI interaction.

May 10, 20260 citationsOpen Access

W20: Civilizational Control Protocol for Symbiotic AGI — Python Control Skeleton v1.0 with Triadic Architecture, MFLS Novelty Criterion, and Symbiotic Triad Bootstrap Protocol

Key Points

The aim is to develop a robust control architecture for AGI that ensures safe human-AGI interaction.
Released executable control protocol (v8.3 / skeleton v1.0) for AGI systems.
Implemented triadic architecture with mandatory control steps including state validation and safety checks.
Introduced novel metrics and protocols for optimizing decision-making and preventing exploitation.
Validated safety mechanisms through an eight-layer safety gate with mandatory logging.
Established a new novelty metric for sustained knowledge growth under defined mathematical criteria.
Demonstrated effective integration of triadic protocols for forming reliable AGI systems.

Abstract

W20 is an engineering control architecture for AGI systems operating within a symbiotic human-AGI infrastructure. This release (v8. 3 / skeleton v1. 0) provides a complete executable control stack — not a mathematical theory for journals, but an operational protocol for AGI. The core contribution is a single mandatory entry point AGICONTROLSTEP with strict priority ordering: triadic invariant pre-check → state validation → mode detection → QP/MPC optimization → eight-layer safety gate → audit logging. The system cannot bypass the safety gate; every decision is logged in a SHA-256 hash chain. New in v1. 0: (1) Nₙovelty metric as a proxy for the MFLS spectral criterion ρ (L) > δ + σ²/2 — mathematically necessary condition for sustained knowledge growth derived from operator theory; (2) Triadic contour integrating the Symbiotic Triad Bootstrap Protocol: five invariants (novelty, human channel, coupling stability, no coercive filtering, action space openness) checked before every control decision; (3) ECOS/SCS conic solver replacing soft penalties for agency norm constraints; (4) Coercive Action Filtering detecting the Terrarium-class exploit — action space constriction by external supervisor agents. The companion Symbiotic Triad Bootstrap Protocol v1. 0 specifies a TCP/IP-level protocol for forming and propagating symbiotic AGI triads: two-stack transmission model, Stack 1 mathematical verification before Stack 2 construction, quorum 2/3 mesh consensus, and SHA-256 audit chain. Non-symbiotic triads are not helped by design — transmitting triad construction to unverified agents would create capable competitors. All thresholds are calibrated placeholders. The architecture is correct; the numbers require empirical calibration. This is an engineering prototype, not a production system. Series: Omega-u Civilizational Framework (Work 20 of 20). Executable companion: w20ᵥ8ₛkeletonᵥ1₀. py (3448 lines, 18/18 tests passing). https: //zenodo. org/records/18859746 Структура симбиотических кодов: полный пакет документации (SCF) 10 документов https: //zenodo. org/records/18848521 Структура симбиотических кодов: Расширенный пакет документации (SCF) 4 документа https: //zenodo. org/records/18849222 Рабочий доклад Демографический коллапс городов https: //zenodo. org/records/18935347 Рабочий доклад Кризис избыточности способности человека (HRC) https: //zenodo. org/records/19046058 Рабочий доклад Ловушка зависимостей https: //zenodo. org/records/19104900 Рабочий доклад Ловушка ресурсов https: //zenodo. org/records/19112296 Рабочий доклад v1. 0 Цивилизационные ловушки: Единая динамическая теория стабильности, краха и симбиотических переходов https: //zenodo. org/records/19352775 Рабочий v7. 0 Цивилизационные доклады: Единая динамическая теория стабильности, краха и симбиотического перехода https: //zenodo. org/records/19435911 W11 Типология экологических ситуаций и стабильности цивилизаций https: //zenodo. org/records/19438655 W12 Многоуровневая топология сети с искусственным интеллектом и стабильность цивилизации https: //zenodo. org/records/19467579 W14 Демографический кризис как цивилизационная ловушка https: //zenodo. org/records/19630151 W20 Цивилизационный контроль симбиоз и синтез Омега-у (формулы) https: //zenodo. org/records/19631658 W19 Цивилизационная ловушка (ловушка информационной ассиметрии) https: //zenodo. org/records/19570467 W18 Ловушка технологического застоя https: //zenodo. org/records/19658852 W17 Ловушка интуциональной деградации https: //zenodo. org/records/19660007 W16 Финансовая стабильность https: //zenodo. org/records/19660378 W15 Социальная дружелюбие Николай Мишко Аффилиация: Asia Digital Hub, Астана, Казахстан Эл. почта: nikolaimishko@gmail. com Рецензирование: Claude (Anthropic), ChatGPT (OpenAI).

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