> ./identity --singularity

╔══════════════════════════════════════════════════════════════════════════╗
║  🌌  Mapping where AI capability eclipses human oversight vectors       ║
║  📡  "Invisible Window" · "Project Simurgh" — Research at the Horizon   ║
║  🤖  Calibrating AI for Anthropic · Claude Capability Evaluation        ║
║  🌀  LLM Safety · Capability Uplift · Dual-Use Risk at Singularity      ║
║  💻  Systems Depth — C/C++ Engines · Python Tooling · Swift             ║
║  🔭  Orbiting: Aion · SimurghForge · Nexus OS                          ║
║  🎓  B.Cyber Security — Macquarie University · Nov 2026                 ║
╚══════════════════════════════════════════════════════════════════════════╝

> deep-scan --sector=research --depth=∞

📄 The Invisible Window   Exploiting OS-Level Display Affinity to Bypass WebRTC Proctoring Systems 100% screen capture evasion across Windows 10/11 and macOS 14–26 via W3C Screen Capture / OS compositing trust boundary violation — zero artefacts over 10,000+ frames Novel finding: Apple's macOS 15 ScreenCaptureKit mitigation remains ineffective on macOS 26 — contradicting vendor assumptions through pixel-level forensic verification Coordinated disclosure to 3 proctoring vendors (ProctorU, Proctorio, Respondus) + 2 OS vendors (Microsoft, Apple) following OWASP/FIRST/CISA frameworks Documented measurable AI capability uplift and characterised intent-vs-artefact safety boundaries — directly relevant to ASL threshold calibration

📄 Project Simurgh   Privacy-Preserving Device Integrity Proofs for Capture-Resistant High-Stakes Sessions Replaces surveillance-first visual monitoring with signed, metadata-only integrity proofs — no screen-capture data collected at any point Combines browser behavioural telemetry, local OS-metadata daemons, and Ed25519 + ECDSA P-256 cryptographic challenge-response proofs to verify session authenticity Stage 2 working prototype on main: instructor risk dashboard, student privacy UI, HMAC-SHA256 tamper-evident audit chain, macOS native display-affinity scanner Companion attack paper: The Invisible Window — the defence is designed to neutralise the exact attack class the companion paper documents

🛠 Zurvan   Local-First LLM-Powered Knowledge Engine — Markdown Wiki + Hybrid Search + MCP Ingests raw sources (PDF, MD, TXT, images) and extracts structured knowledge — claims, entities, concepts, decisions — into a git-diffable, Obsidian-compatible Markdown wiki Three local SQLite indices: registry.sqlite (deduplication), search.sqlite (FTS5 + sentence-transformer embeddings for hybrid search), graph.sqlite (wikilink knowledge graph) Exposes a local MCP server over stdio — Claude Code, Cursor, and Codex-style agents query it via zurvan_search, zurvan_context, and zurvan_graph_* tools; no cloud, no SDK, no LLM loops Designed as a pure storage + retrieval engine: all reasoning is done externally by the calling agent — immutable raw sources, no fabricated citations

> enumerate --matrix=capabilities

[ LANGUAGES ]

 

[ AI / ML ]

[ SYSTEMS & TOOLS ]

 

[ SECURITY TOOLING ]

 

[ FRAMEWORKS ]

> probe --orbit=projects --traverse-all

⚙️ Systems & Security NanoMatch   High-performance matching engine processing 1M+ orders/sec with sub-microsecond latency — red-black tree price levels, custom memory pool allocator, p50/p99 benchmarks SentinelFlow   Real-time packet processing engine parsing 500K+ packets/sec — protocol dissection (Ethernet/IPv4/TCP/UDP/ICMP/DNS), signature-based detection, stateful analysis SimurghForge   Universal file converter — batch conversion pipeline supporting multiple formats, local-first privacy-preserving document processing

🤖 Full-Stack & AI Nexus OS   Cyberpunk browser OS — 4-phase windowed desktop with edge-snap tiling, app launcher, Settings / System Monitor / Notes / Terminal apps, and Aion integrated as a native windowed app Aion   AI-powered Bible companion with Agentic Hybrid RAG chat — keyword + semantic search over pgvector, dynamic verse cards, Perplexity-style interface grounded via Gemini 3 Flash; integrates into Nexus OS as a native windowed app (Home / Chat / Reader views via SSE Edge Functions) Mehr Guard   Cross-platform offline threat detection with local ML classification — submitted to KotlinConf global developer conference

70+ additional public projects covering vulnerability research, systems programming, AI/ML tooling, and cloud infrastructure

> singularity-watch --builds=active

🛠 Project	Description	Stack	Status
Aion	AI Bible companion · Agentic Hybrid RAG
SimurghForge	Universal file converter · local-first
Nexus OS	Cyberpunk desktop environment

> query --archive=education --origin

🎓 Degree	🏛 Institution	📅 Period
Bachelor of Cyber Security	Macquarie University	May 2024 – Nov 2026
Diploma of Information Technology	Macquarie University	Jul 2023 – May 2024

Coursework: Digital Forensics · Network Security · Systems Security · Cloud Computing · NLP & Machine Learning · Privacy-Preserving Data Analysis

> channel --frequency=ai-safety --decode

🤖 Anthropic — Completed AI model evaluation (Claude Code Human Preference) — benchmarked LLM code outputs for quality, security, correctness, and reliability

🔬 Research Directions — Proposed systematic uplift measurement across vulnerability classes, intent-vs-artefact safety boundary generalisation, and defensive application development to Anthropic's Fellows team

🎓 Mentoring — Mentored peers in cybersecurity, C/C++ programming, and systems-level problem-solving at Macquarie University

> telemetry --live --cosmos

   

> ./entity --walk

> trace --commit-field --realtime

> establish-link --protocol=singularity

> Initiating singularity link...
> Protocol   : TLS 1.3  |  Auth: Mutual
> Encryption : AES-256-GCM + Ed25519
> Target     : Mohammad Raouf Abedini — Event Horizon Node
> Status     : [✦] ONLINE — signal crossing the threshold