INSIGHTS FROM THE FIELD
Articles, case studies, and technical deep-dives on Aegis SafeForge, an AI-assisted functional safety and cybersecurity workflow platform for HARA, TARA, requirements traceability, artifact generation, review control, and audit-ready evidence.
Inside AegisSafeForge: From Item Definition to an Approved TARA Artifact
How AegisSafeForge turns product context into structured, reviewable cybersecurity analysis while keeping humans accountable for risk decisions
AegisSafeForge uses structured project context and schema-constrained AI to propose TARA artifacts while lifecycle rules, dependency checks, human review, and traceability preserve engineering accountability.
Waleed Aman
August 2026
Inside AegisSafeForge: From Item Definition to an Approved HARA Artifact
How structured project context, retrieval-grounded AI, deterministic ASIL derivation, human review, and linked Safety Goals create a traceable workflow in AegisSafeForge.
See how AegisSafeForge turns structured engineering context into approved HARA decisions and linked Safety Goals while preserving deterministic ASIL logic, human authority, and downstream traceability.
Waleed Aman
July 2026
AI Proposes, Platform Governs, Humans Decide
How Aegis SafeForge uses AI-assisted drafting, deterministic checks, review workflows, and traceability for safety-critical engineering.
Aegis SafeForge helps teams generate reviewable safety and cybersecurity artifacts while keeping deterministic checks, approval workflows, source evidence, and human responsibility at the center.
Waleed Aman
From a University Thesis to AegisSafeForge: Building a Better Workspace for Safety Engineering
How a Master’s thesis on AI-assisted hazard classification grew into a connected safety engineering platform for traceability, review, and governed AI workflows.
AegisSafeForge began as a University of Kassel Master’s thesis on AI-assisted HARA for battery management systems. It grew into a broader platform for connected safety artifacts, traceability, collaboration, and human-governed AI workflows.
Waleed Aman & Muhammad Aashir