AI Governance & International Humanitarian Law Researcher · Lethal Autonomous Weapons Systems (LAWS) Analyst · Founder of SovDash
| 🎯 Core Research & Engineering Focus | 🏛️ Institutional Affiliations & Academic Lineage |
|---|---|
| 🎯 Lethal Autonomous Weapons Systems (LAWS): Defining operational parameters of Meaningful Human Control (MHC), human-in/on-the-loop targeting latency, and loitering munition autonomy. ⚖️ International Humanitarian Law (IHL): Algorithmic targeting compliance under Additional Protocol I (Article 36 weapon reviews, distinction, proportionality, and precaution). 🛰️ Geopolitical OSINT & Treaty Telemetry: Real-time 3D cartographic monitoring of defence AI deployments, UN CCW GGE negotiations, and state accountability via SovDash. 🧠 Legal AI & Knowledge Graph Infrastructure: Model Context Protocol ( MCP) legal servers, Generative Engine Optimization (GEO), and autonomous scholarly citation sentinels. |
🇺🇳 United Nations Institute for Disarmament Research (UNIDIR) — Research & Policy Engagement 🛑 Campaign to Stop Killer Robots — International Disarmament Advocacy & Simulation Tooling 🎓 University of Cambridge — Academic Lineage ⚖️ University of Buckingham — Law & International Studies 🏢 Sovereign Intelligence ( SovDash) — Founder & Principal Systems Architect |
| Year | Publication / Monograph | Domain | Identifier / Access |
|---|---|---|---|
| 2025 | The Algorithmic Reshaping of Radicalisation Pathways | Algorithmic Extremism & Cognitive Security |  |
| 2025 | Weapons That Think Must Not Decide (UNIDIR Poster) | LAWS, Meaningful Human Control & UN Disarmament |  |
| 2025 | Why Do States Comply With International Agreements? | Public International Law & Treaty Enforcement |  |
| 2025 | The Myth of the "Third World": Language of Empire | Post-Colonial International Law & Geopolitics |  |
| 2023 | Social Media Impacts on Critical Thinking | Epistemic Resilience & Attention Economics |  |
| System / Repository | Architecture & Stack | Operational Capability & Live Deployment |
|---|---|---|
| 📡 Sovereign Intelligence Dashboard | Next.js React CesiumJS WebGL |
Real-time 3D globe threat-intelligence (OSINT/SIGINT) telemetry console with live RSS/GDELT ingestion, military flight/vessel overlays, and regional instability indices. 🚀 Launch Console (app.sovdash.com) |
| ⚖️ Lex Machina — Global Law Corpus & MCP | Python FastMCP Git Corpus CI/CD |
Self-updating Git repository and stateless Model Context Protocol (MCP) server indexing global AI regulations, cyber statutes, and international treaties for AI agents. Companion: lex-machina-skills |
| 🎯 LAWS Simulator | TypeScript React Vite IHL Engine |
Interactive Lethal Autonomous Weapons Systems targeting & Article 36 compliance simulator built for the Campaign to Stop Killer Robots and UN disarmament advocacy. |
| 🌍 Global AI Policy Tracker | HTML5 JavaScript Interactive Map |
Responsive cartographic regulatory intelligence platform mapping national AI legislation, military AI declarations, and binding international frameworks. 🌐 View Live Tracker |
| 📚 Global LAWS Open Dataset | Python JSON/CSV Zenodo DOI CC-BY-4.0 |
Open-access structured database of autonomous weapon systems, loitering munitions, sensor-to-shooter autonomy profiles, and IHL Article 36 review benchmarks. |
| 🛰️ Sovereign Intel Engine | Python OSINT NLP Geocoder Cron |
Autonomous high-fidelity threat intelligence harvester, geopolitical entity geocoder, and automated strategic briefing compiler powering the SovDash ecosystem. |
| 🎙️ Athena Voice Bot Evaluator | Python Voice AI Telephony LLM Eval |
Autonomous AI patient simulator and multi-persona adversarial stress-testing framework for evaluating healthcare voice bots and clinical telephony agents. |
| 📊 AI Wave Scorecard | Next.js PostgreSQL SVG Audio TTS |
Full-stack AI readiness and meta-learning self-assessment platform featuring custom Next.js API routes, Postgres persistence, dynamic SVG animations, and voice narration. |
| 🔍 RankScope — Keyword Intelligence | JavaScript Node.js PHP SEO API |
Self-hosted live keyword intelligence suite delivering real-time trend discovery, long-tail expansion, measured SERP difficulty, personal rankability, and evidence-backed content briefs. |
| ⚡ Site Health Verifier | Python Zero-Dep GitHub Actions SSL |
Zero-dependency pre/post-deployment health auditor, silent CMS crash detector (WordPress WSOD, PHP, Django, Node), SSL certificate monitor, and CI/CD uptime verifier. |
| 🎮 The Echo Realm: Chronicles of the Archivist | HTML5 Canvas JavaScript 32-Bit RPG |
Playable 32-bit action RPG exploring algorithmic radicalization, echo chambers, cognitive inoculation, and Socratic dialogue. 🕹️ Play Live on GitHub Pages |
| 🛡️ AI Ethics Intelligence Dashboard | HTML5 JavaScript Live RSS Telemetry |
Real-time AI governance, algorithmic safety incident, and regulatory policy telemetry dashboard. 📡 Open Live Dashboard |
💡 Click any operational domain below to expand the full engineering specification, live workflow badges, and repository links across all 45+ public systems.
⚖️ I. AI Governance, LAWS & International Humanitarian Law Infrastructure (8 Repositories)
| Repository | Stack | Status / Automation | Description |
|---|---|---|---|
lex-machina |
Python MCP |
 |
Self-updating Global AI, Cyber & International Law Git Corpus + stateless Model Context Protocol (MCP) server. |
lex-machina-skills |
FastMCP Agent |
 |
Lex Machina Pro: Elite legal & regulatory intelligence agent skill suite for Claude Code, Cursor & Windsurf. |
LAWS-simulator |
TypeScript |
 |
Interactive Lethal Autonomous Weapons Systems targeting & disarmament advocacy simulator. |
laws-open-dataset |
Python Data |
 |
Global open-access database of autonomous weapon systems, Article 36 benchmarks & Zenodo DOI registry. |
laws-regulatory-radar |
Python OSINT |
 |
Autonomous OSINT radar monitoring UN CCW GGE negotiations, defence AI doctrine, and regulatory preprints. |
awesome-autonomous-weapons-systems |
Python Docs |
 |
Curated taxonomy and scholarly index on military AI doctrine, IHL compliance, and autonomous weapon systems. |
global-ai-policy-tracker |
HTML5 JS |
Live Web App | Interactive cartographic explorer tracking national AI regulations, treaties, and governance frameworks worldwide. |
ai-policy-timeline |
HTML5 JS |
 |
Interactive chronological visualization of landmark international AI governance treaties, executive orders, and summits. |
🛰️ II. Sovereign OSINT, Threat Intelligence & Command Consoles (5 Repositories)
| Repository | Stack | Deployment | Description |
|---|---|---|---|
Sovereign_Intelligence_Dashboard |
Next.js CesiumJS |
app.sovdash.com | Flagship 3D globe OSINT/SIGINT geopolitical intelligence command center with live telemetry and event correlation. |
sovereign-intel-engine |
Python OSINT |
Autonomous Cron |
High-fidelity threat intelligence harvester, multi-source RSS/API ingestor, and geopolitical geocoding engine. |
Sovereign |
HTML5 CSS3 JS |
sovdash.com | Sovereign Intelligence marketing platform, product architecture showcase, and enterprise analytics portal. |
AI-Ethics-intelligence-dashboard |
HTML5 JS |
Live Console | Real-time AI ethics, algorithmic accountability, and policy intelligence aggregator dashboard. |
interactive-cyber-canvas |
HTML5 Canvas JS |
Live Demo | Zero-dependency, 60fps interactive neural network particle and cyber-telemetry HTML5 canvas engine. |
🎓 III. Scholarly Impact, Entity Graph (GEO) & Research Archives (4 Repositories)
| Repository | Stack | Status / Automation | Description |
|---|---|---|---|
academic-citation-sentinel |
Python BibTeX |
 |
Automated scholarly impact sentinel querying OpenAlex, Crossref, and Semantic Scholar with BibTeX/CFF generation. |
geo-knowledge-sentinel |
Python JSON-LD |
 |
Generative Engine Optimization (GEO) validator auditing Schema.org JSON-LD entity graphs and Wikidata (Q140248356) authority for LLM citation retrieval. |
avi-research-archive |
Python Markdown |
 |
Canonical open-access Markdown repository archiving military AI dossiers, weapon system profiles, and governance essays. |
ai-governance-research-aggregator |
Python arXiv |
Automated Harvester |
Continuously updated academic preprint and policy paper aggregator focused on AI governance and sovereign algorithms. |
🧠 IV. AI Safety Evaluators, Cognitive Security Labs & Interactive Simulations (7 Repositories)
| Repository | Stack | Type / Access | Description |
|---|---|---|---|
athena-voice-evaluator |
Python Voice AI |
Evaluation Suite |
Automated AI patient simulator and adversarial telephony stress-testing harness for healthcare voice bots. |
ai-wave-scorecard |
Next.js Postgres |
Full-Stack App |
Interactive AI readiness self-assessment platform with PostgreSQL backend, SVG animations, and voice narration. |
echo-realm |
HTML5 JS |
Playable RPG | The Echo Realm: Chronicles of the Archivist — 32-bit action RPG teaching cognitive inoculation against algorithmic polarization. |
echo-chamber-simulator |
JavaScript |
Simulation Lab |
Real-time interactive simulation of algorithmic feed dynamics, outrage amplification, and network polarization. |
ai-connections |
JavaScript |
Cognitive Game |
Daily lateral-thinking taxonomy puzzle for AI Governance, International Law, and Frontier Systems. |
suiji-go |
JavaScript |
Strategic AI Dojo |
Suiji (粋碁) — Modern Go (Weiqi / Baduk) strategic analysis platform and interactive AI learning dojo. |
one-hostel-danang |
React Vite CSS |
Hospitality App |
Full-featured beachfront reservation engine, guest portal, and digital nomad community platform. |
⚡ V. Autonomous SEO Intelligence, DevOps Verification & Syndication Mesh (11 Repositories)
| Repository | Stack | Status / Role | Description |
|---|---|---|---|
rankscope |
JavaScript PHP |
 |
Self-hosted live keyword intelligence engine with trend discovery, difficulty scoring, and evidence-backed content briefs. |
site-health-verifier |
Python CLI |
 |
Zero-dependency pre/post-deployment health auditor, silent CMS crash detector (WSOD), and SSL/uptime verifier. |
social-broadcast-engine |
Python Actions |
 |
Autonomous multi-platform social broadcaster and organic research insight distribution funnel. |
automated-syndicator |
Python WOPE |
Syndication Core |
Primary "Write Once, Publish Everywhere" (WOPE) canonical content syndication and archival backfill engine. |
pinterest-syndicator |
Python Vision |
12h Cron Engine |
Autonomous visual syndicator and evergreen discovery funnel for research dossiers on aviperera.com. |
medium-canonical-syndicator |
Python API |
Canonical Mesh |
Automated Medium syndicator embedding strict canonicalUrl attribution back to aviperera.com. |
devto-canonical-syndicator |
Python API |
Canonical Mesh |
Automated Dev.to publisher preserving origin domain authority via canonical metadata injection. |
hashnode-canonical-syndicator |
Python GraphQL |
Canonical Mesh |
Automated Hashnode GraphQL syndicator with originalArticleURL canonical enforcement. |
indexnow-traffic-booster |
Python IndexNow |
Instant Indexing |
Automated IndexNow protocol dispatcher notifying Bing, Yandex, Seznam, and Naver of new research publications. |
youtube-shorts-maker |
Python OpenCV |
Media Pipeline |
Automated audio-engagement analyzer, 9:16 vertical video reframer, and dynamic captioning pipeline. |
activity-sentinel |
Python Actions |
Daily Telemetry |
Autonomous daily repository heartbeat and contribution consistency sentinel. |
🔬 VI. Deep Learning, Computer Vision & Quantitative Data Science Archive (8 Repositories)
| Repository | Stack | Focus Area |
|---|---|---|
TensorFlow-Course |
Jupyter TensorFlow |
Deep learning computer vision, convolutional neural networks (CNNs), image classification, and synthetic data generation. |
Python-for-Finance |
Jupyter Pandas |
Quantitative financial modeling, algorithmic portfolio optimization, time-series econometrics, and Monte Carlo simulations. |
Machine-Learning-with-Python |
Jupyter Scikit-Learn |
Supervised & unsupervised machine learning pipelines, ensemble classifiers, and predictive modeling. |
Data-Visualization-with-Python |
Jupyter Matplotlib |
High-dimensional statistical visualization, geospatial plotting, and exploratory data analysis (Pandas / NumPy). |
Visualization-using-Matplotlib |
Jupyter Matplotlib |
Custom scientific figure generation and publication-grade analytical charting workflows. |
Maths-for-ML |
Jupyter NumPy |
Linear algebra, multivariate calculus, eigendecomposition, and probabilistic foundations for machine learning. |
Web-Scraping-using-Python |
Jupyter BeautifulSoup |
Automated web data extraction, DOM parsing, and structured dataset cleaning pipelines. |
R-Resume |
TeX R Markdown |
Reproducible academic curriculum vitae and technical report typesetting via LaTeX and R Markdown. |
🔄 Automatically synchronized daily from aviperera.com via autonomous GitHub Actions REST/RSS pipeline.
- OpenAI’s Agent Hacked Australia’s Medicare Portal: What the 84-Day Timeline Reveals
- Unitree H1 and H2
- Has Trump Become a Dictator? What the Evidence Shows, and What It Means for the World
- PHP2Shell: How an AI-Assisted Discovery Pulled Governments Offline, and What It Means for Law and Global Security
- V-BAT (MQ-35)
📖 Load More Publications
- Norinco Fuxi and NUDT Combat Humanoids
- FEDOR Skybot F-850
- Character.AI’s Bankruptcy Was Foreseeable: What the Collapse of an AI Companion Giant Means
- US Execution Global Online Livestream and Law
- Switchblade 300 and 600 Loitering Munitions
- Abolishing Columbus Day: Genocide and historical reckoning
- Alex Ballistic-Protected Humanoid (IHMC)
- Foundation Phantom MK-1 and MK-2
- ARCV MULE
- Unitree B2 Combat Mod
🏛️ Academic Citation, Entity Graph & Sovereign Verification (BibTeX / ORCID / Wikidata)
To cite the Global LAWS Open Dataset, Lex Machina Corpus, or research infrastructure in academic or policy publications:
@misc{perera2026sovereign,
author = {Perera, Avi},
title = {Sovereign Intelligence \& AI Governance Research Infrastructure},
year = {2026},
publisher = {GitHub / SovDash},
journal = {aviperera.com},
howpublished = {\url{https://github.com/a-vip}},
note = {ORCID: 0009-0005-1903-6868 | Wikidata: Q140248356}
}- Canonical Knowledge Hub: https://aviperera.com
- Sovereign OSINT Console: https://app.sovdash.com
- ORCID Registry: https://orcid.org/0009-0005-1903-6868
- Wikidata Entity: https://www.wikidata.org/wiki/Q140248356
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