Project Arqos: Governed Autonomy Framework
Responsible AI Architecture & Human-in-the-Loop System Design
ARQOS - GOVERNED AUTONOMY BY DESIGN
A modular intelligence architecture engineered for disciplined, transparent, and auditable decision-making.
Arqos is a multi-engine autonomous system built to rigorously assess, structure, and mitigate risk through governed automation– not emotion.
Born in July 2025 as the sixth generation of independently designed execution systems, Arqos reflects months of iteration in self-auditing intelligence and human-aligned machine decision-making.
At its core, Arqos operationalizes codified human trade psychology, structural interpretation, and risk logic through three synchronized engines, each with strict separation of responsibility: Evoryx, Arqos Core, and Naiyah.
SYSTEM ARCHITECTURE
EVORYX — Structural Intelligence Layer
Evoryx interprets the world the system operates in. It reads the environmental structure, filters noise, and defines valid contextual states for downstream decision-making.
Identifies structural zones and state changes
Performs multi-stage gating and coherence checks
Ensures only structurally aligned conditions become eligible for execution
Evoryx is the intelligence lens of Arqos – governing what the system considers “true enough” to act upon.
ARQOS CORE - Execution & Environment Layer
The autonomous operational engine and the only module connected to the broker infrastructure.
The Arqos Core manages:
Order routing
Exposure constraints
Exit Logic
Safe-mode gating during volatility
Real-time cross-environment caching
Every action is deterministic, logged, reversible, and continuously informed by:
Evoryx’s validated structural interpretations, derived from Core-provided state snapshots
Naiyah’s telemetry and governance state
This translates to autonomy with guardrails, resulting in precision without drift from human encoding.
NAIYAH - Governance, Confidence & Control Layer
Naiyah governs interpretability, auditability, and controlled adaptation.
Through Credence, Erythe and Oryn, Naiyah enforces complete HITL (human-in-the-loop) governance cycle.
CREDENCE - Validation & Confidence:
Scores every setup and trade state using F4/F10 paradigms
Performs schema and feature integrity checks
Supplies confidence telemetry to Arqos Core in real time
ERYTHE - Audit & Synthesis
Audit Engine
Consumes canonical logs from the Arqos Core’s autonomous logging system
Performs cohort analysis, drift detection, anomaly isolation
Constructs structured audit bundles for review
Synthesis Engine
Generates typed proposals (policy edits, threshold updates, gating-rule refinements, rollback recommendations)
Attaches evidence packs
Enforces safety rails (cooldowns, sample-size thresholds, A/B-first deployment)
ORYN - Governance Control Plane
Simulates proposals across Live and Shadow universes
Quantifies expected uplift and risk delta
Requires explicit human approval before model promotion
Maintains full version control, changelogs, and rollback authority
Naiyah ensures adaptation is intentional, transparent, and compliant.
governance by design
In Arqos, autonomy is not independence, it is accountability at operational speed.
Evoryx and Naiyah provide continuous structural insight and confidence telemetry that informs Core decisions in real time
Minor confidence-weight calibrations may auto-apply with full logging, audit hooks, and rollback capability
Structural or strategic changes must pass the HITL governance gate, enforced by Oryn
This architecture enables:
Responsible autonomy
Evidence-backed adaptation
Human-approved evolution
Complete post-hoc explainability
Automation without governance is chaos.
Arqos is autonomy with accountability.
Professional context
Arqos represents my applied specialization in:
Governed AI systems
Risk architecture
Structural interpretation engines
Human-in-the-loop governance design
Ethical and compliant autonomous decision-making
It demonstrates the ability to translate behavioral insight into executable architecture, and to design systems that scale trust, control, interpretability, and safety-critical performance.
closing reflection
Arqos is not a trading bot.
It is a proof of concept for responsible autonomy—a system where:
Intelligence acts decisively,
Every decision is explainable,
Adaptation is governed,
and execution is inseparable from evidence and accountability.
For more details reach out, or explore: My Currivulum Vitae (CV), Full Resume, or navigate to the live Resume page, here on LMIT Designs.
All proprietary logic, data, and infrastructure remain confidential. This overview is presented for educational and design-governance illustration purposes only.