Gregory Magarshak

What I can do for you
AI Governance

Overview

Solutions Architect, Researcher, Team Manager, 10x Developer, Product Engineer with Executive Experience and deep knowledge of AI Orchestration, Full Stack Web Development, Blockchain, and iOS Development.

Platforms

Qbix, Intercoin and now Safebots. Raised over $1MM and built three massive open source platforms, trained developers and AI agents that now enable me to build viral, engaging, apps to unite communities and strengthen any brand.

Objective

Looking for an opportunity to substantially expand and engage your customer base, through safe AI integrations, and building out customer-focused, collaborative and engaging interfaces with your brand. Prefer to come work on ambitious new projects where I can deliver the most value, drawing on my extensive technology and code bases I have built over the years, and working closely with your teams to take your online presence, apps, and community engagement to the next level.

Achievements

Built apps that have been downloaded by millions of users in 15+ languages, and used by community leaders in over 100 countries, with $0 spent on marketing or PR. Launched two successful companies in the Web2 and Web3 space and designed distributed software platforms that now power community applications around the world. Now actively working on Safebots, an open full-stack turn-key solution for data sovereignty and AI integration, aimed at both people and organizations.
AI Experience

Teaching & Research

Faculty affiliate at IE University New York City, teaching AI and emerging technology. Author of multiple academic papers spanning AI workflow safety, KV sequential compression, programming language theory, and distributed consensus, with submissions targeting NeurIPS 2026 and POPL 2027. See Academic Publications below.

SafeBox & Safebots

Designed SafeBox, a deterministic, tamper-evident AWS hosting platform using sealed AMIs, ZFS, and TPM attestation with zero remote-access vectors. Safebots is the AI orchestration layer on top: a workflow engine where LLM tools read streams and propose writes, earning $SAFEBUX utility tokens. No plaintext stored; no trust required.

AI Orchestration

Architected a multi-agent system (Workflows, Steps, Workloads, Tasks, Tools) with cryptographic execution hashing, capability-matched stream materialization, and M-of-N auditor governance. Every tool call is auditable; every write goes through a propose-only action layer, safe by construction inside sealed enclaves.
Academic Publications
Research spanning AI safety, inference efficiency, consensus and distributed systems.

AI Applications

Context & Reasoning
Grokers Knowledge Graphs
Safebox (submitted to SP2027)

AI Research

LAWS: AI Workflow Safety
PLT: Probabilistic Language Tries
KV Sequential Compression

Distributed Systems Research

Magarshak Machine / SPACER
Intercloud Consensus
U Language (POPL2027, see HTML)
Executive experience

Management

Taking startups and projects from zero to success, hiring and training and motivating developers, building and managing teams, designing UI/UX, wireframes and flows, working with legal documents and audits, submitting patents, interfacing with investors, meeting with customers, consulting and gathering requirements, Generating Statements of Work translating business objectives into tasks, project management, pre-sales, enterprise sales, app store sales.
Technical experience
Social Media

Background

Architected and maintain several large code bases powering social apps, distributed systems, and AI orchestration. Worked for years with small, focused teams of developers and now with AI agents. Built Social Apps at Digital Agencies all throughout NYC including Publicis, Razorfish, Mashwork and Canvs, IRIS Worldwide, Reputation Line, One Public and others. Facebook apps for brands like Lufthansa and Neutrogena. Worked with all aspects of social apps including Web, iOS and Android, and invented new techniques such as one-click invites, produced documentation and tutorials for complex projects, and led teams to achieve business goals including attracting large user bases and thousands of great reviews.

Development

AI Safety, AI Inference, Orchestration, Harnesses, LLMs, Diffusion Models, Blockchain, Solidity, Remix, Truffle, Web3, ethers.js, HTML5, CSS 3, Javascript ES6 + ES7, PhoneGap (Cordova), Ionic, Angular 14, React, React Native, APIs from Google, Facebook, Twitter and YouTube, WebRTC, Wordpress, PHP, MySQL, Apache, NGinX, Node.js, NPM, GitHub, Software Design, Scalability, CDNs, Amazon Web Services, Linux, Hosting, Redmine, Google Suite, Releasing iOS and Android apps, Notifications across all platforms, passing security audits, and describing best practices, Designing Distributed Systems, Practical Solutions to Internationalization.

GitHub repositories

For projects 2025 onwards, I architected the entire codebase from the ground up and worked directly with Claude AI model through chat to expand and build solutions on top of my existing frameworks. For projects before 2025, I architected the overall solutions from the ground up, and wrote half of the code. The other half was written by developers working under my direction. A lot of work has gone into auditing and battle-testing the resulting code bases.

Videos
Education
NYU

New York University

Master's Degree from NYU Courant Institute in Applied Mathematics – #1 ranked nationally.
Graduated 2006. (GPA 3.8).

Brooklyn College

B.S. in Computer Science and Mathematics (dual major), Literature minor.
Graduated 2003. (GPA 3.6)
Early achievements

Musician

As a concert pianist and composer, I performed in Carnegie Hall and around the world, which taught me I can do things most people consider "impossible" if I know the exact steps to get there.

College at 14

I finished high school around 13, with a Regents Diploma, and enrolled in Brooklyn College, where I majored in Math and Computer Science, and later taught as an adjunct professor.
Approach and Ethics

To Products

I believe that software products we use to connect us have the power to shape our society and relationships. In everything I build and oversee, I carefully consider user privacy, security, and strive to follow best practices , avoiding dark patterns and notification overload. I believe the best products let people get things done in the real world, and get out of the way. They let people control what they receive notifications about, and pre-compute useful information when presenting an interface to the user.

When I design group activities activities I try to make sure they lead towards a goal, building up a snowball of contributions, rather than having users rehash the same thing over and over. When it comes to regulations such as GDPR, I prefer tech solutions that solve the problem reliably, using hashes and cryptography. I believe that end-to-end encryption is the best way to alleviate the risk of massive hacks such as the ones at Equifax and Mariott and I help projects develop secure infrastructures through relying on mathematical proof rather than having to trust a group of people.

To People

I am passionate about building products that Empower People and Unite Communities, products that allow people to stay in control of their own data, identity / brand and relationships. With artificial intelligence and automation ever increasing, jobs are going to go down, but entrepreneurship opportunities are going to go up. I believe in helping empower people to start their own small businesses, and invest in their communities and each other.

History has shown that, when it comes to information and software, collaboration eventually beats competition. Whether it's open source software, wikipedia, or science, open source and consistent standards have led to the greatest explosion of wealth and technology we have seen. In the last two decades, I have pioneered results-oriented compensation models that motivate team members and properly align incentives. I believe the future of our society is people receiving a Universal Basic Income, spending time with their families, and making contributions to open source projects in software, drug research, other scientific research, analysis of politics and news, and so on.