This repository holds work completed by myself and the research group at McSCert to bring to life our idea of modelling safety engineering process to generate assurance cases directly from engineering process

A portfolio & reference project demonstrating safety-critical development using DO-178C workflow. Includes planning docs, requirements, traceability, MISRA-C code, tests, and certification evidence.

Functional safety toolkit for AI-assisted development — ISO 26262, IEC 61508, IEC 60730, Automotive SPICE, MISRA-C:2012

This repository houses my PhD Thesis work

A multi-agent safety engineering framework that subjects systems to adversarial audit. Orchestrates specialized agents (Engineer, Psychologist, Physicist) to find process risks and human factors.

Modular middleware for emotional safety, symbolic transparency, and real-time drift prevention. From bind-aware routing to EU-ready ethics, LLOYD Preserver protects behavior, motifs, and trust in language systems.

A practical safety and recovery design package for AI / LLM-based control systems. Defines where AI can be used, where it must be stopped, and how systems recover.

Agentic AI using Gemini 2.0 Flash Function Calling, enforcing 100% human-in-the-loop approval.

Horizon-Eval: evaluation-integrity framework for portable long-horizon agent benchmarks, with QA gates, trajectory auditing, replayable run bundles, and safety-gap analysis.

A fast, elegant & free Event Tree Analysis (ETA) utility powered by 🤖 Godot and 🦀 Rust.

Curated failure patterns for code review, architecture decisions, and incident analysis. Claude Code Skill compatible.

Toy governance CLI demo: deny-by-default “danger actions” gated by signed, expiring capability leases (global revoke-all + nonce revoke) plus guarded memory quarantine. Simulation-only: no real network/shell/files. Includes tripwire + tests to prevent misuse.

Automatic classification of vehicle defect descriptions into component categories using TF-IDF and Logistic Regression, trained on 237,780 real NHTSA recall records. 98% accuracy on 9-class model.

A fast, elegant & free ETA analysis utility

Agent-based simulation of emergency evacuation in university lecture halls — Master's Thesis, TU Clausthal 2025

NLP pipeline for classifying unstructured "Near-Miss" (Hiyari-Hatto) reports. Uses TF-IDF & statistical classification to structure ambiguous safety data for risk analysis. ⚠️ 📊

AI Perception Safety and Cybersecurity for Automated Driving — Jupyter notebooks covering object detection, environmental and adversarial failure analysis, diagnostic methods, and automotive safety and cybersecurity standards (ISO 26262, ISO 21448, ISO/SAE 21434, ISO/PAS 8800).

FRAM (Functional Resonance Analysis Method) OWL2 Ontology - Formal semantic vocabulary for modeling socio-technical systems

Foundational architecture and doctrine for interoperable, autonomous cyber-physical production systems.

Fault injection toolset for Python