Blog
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.
Safety and Cybersecurity Share a System: Why HARA and TARA Need to Connect
Connect causal reasoning, constraints and evidence while keeping safety and cybersecurity risk decisions independent.
A cybersecurity control can prevent malicious commands and still interfere with timely braking. A hypothetical brake-control example shows how HARA and TARA can share system context, expose conflicting requirements and support joint change review without merging their risk classifications.
Aegis SafeForge
2026-10-13
Inside AegisSafeForge: Connecting HARA and TARA Without Merging Their Decisions
How governed relationships connect threats, hazardous events, goals and evidence while preserving specialist responsibility.
A cybersecurity control can support a safety requirement and also constrain its timing. Follow a hypothetical braking example through ASF’s connected HARA and TARA workflow, from reviewed relationships to stale links, shared evidence and export gates.
Aegis SafeForge
2026-10-13
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