Frameworks and SDKs
HAS-Core and its safety modules.
Frameworks and SDKs →Harmondeg Lightweight Upstream AI Safety Ltd.
Modular safety technology for AI and digital systems.
HARMONDEG is a system safety company based in Calgary, Canada. We focus on the safety of AI and AGI systems, and apply the same systems approach to other digital and organizational systems: identifying risks at their source, understanding how components interact and change, and building proportionate, customer-controlled protection. We turn safety research into practical engineering: the HAS-Core modular safety framework, standalone applications such as HEMIG Mini Guard, and technical evaluation and systems consulting.
More about us →HAS-Core and its safety modules.
Frameworks and SDKs →Standalone security software, including HEMIG Mini Guard.
Applications →Technical notes, research, and validation cases.
Insights →Specialized components for detection, monitoring, protection, and controlled response. Use one module or combine several.
This directory introduces research modules and technical components. A listing does not imply that every module is currently released as a public SDK or licensed product.
Synthetic-data integrity.
Anomaly detection.
Poisoning signals.
Adversarial-input signals.
Privacy protection.
Data-exfiltration signals.
Drift monitoring.
Duplication detection.
Runtime boundaries.
Authorization and response.
Lightweight Endpoint Safety Application
Lightweight endpoint safety: observes selected signals, detects anomalies, and responds within its supported scope.
Perspectives on upstream risk detection, lightweight monitoring, privacy-first security, dynamic system behavior, runtime protection, and modular safety engineering.
Selected notes on AI risk mechanisms, systems-level safety questions, operational anomalies, technical trade-offs, and emerging directions in security architecture.
Technical demonstrations, internal test summaries, and experimental scenarios. Each case identifies its context, test conditions, scope of observation, and applicable limitations.
Research background: harmondeg.org
Harmondeg Lightweight Upstream AI Safety Ltd. is a Calgary-based AI safety venture. We build lightweight, privacy-first, modular safety technology, including the HAS-Core architecture and standalone applications.
Choose a type below, then contact us.
Defined test scope and environment.
Component access and integration.
Collaboration on a specified need.
Delivery to end users.
Technology direction and growth.
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