AI-powered chat grounded in my full portfolio. Ask anything — voice or text.
Both sides of the table
I speak both languages.
Most people live on one side. Partner ops people understand business but not the AI stack. AI builders understand the tech but not the co-sell motion. I've operated both.
Co-sell motion
Partner Side
$800M+ deal registration engine
Co-sell motion with AWS & Microsoft
6 CRM platform integrations
GSI and cloud partner operations
2x Microsoft Partner of the Year
Where it compounds
The Bridge
Partnership Graph (concept demo): partner ops as queryable intelligence
GenAI enablement materials for partner teams
Business case development from partner pain
Technical ↔ business translation
From co-sell friction to AI-native motion
What I shipped
AI Side
58 MCP tools across Claude, Grok, Gemini, NotebookLM
Scored against Ethan Mollick's Frontier Operations framework — the skill of working at the surface of the AI capability bubble.
94/ 100Deep Frontier Operator
Boundary Sensing
96/100
Maintaining accurate, up-to-date operational intuition about where the human-agent boundary sits. Updates with every model release — not static knowledge.
Seam Design
98/100
Structuring work so transitions between human and agent phases are clean, verifiable, and recoverable. Knowing WHICH phases are agent-executable vs human-in-the-loop vs irreducibly human.
Failure Model Maintenance
94/100
Maintaining an accurate current mental model of HOW agents fail — not just that they fail. Differentiated failure taxonomy per task type.
Capability Forecasting
89/100
Ability to forecast where the AI boundary will move next — tracking model releases and adjusting workflows before the seam shifts.
Attention Calibration
92/100
Knowing where human attention creates most value at the current boundary — managing attention across agent-assisted work.
Frontier Operations is the skill of working at the surface of the AI capability bubble — sensing where agents succeed, designing clean handoffs, maintaining failure models, and calibrating human attention as capabilities shift quarterly. Scores are evidence-based, derived from production systems operated across multi-model substrates (Claude, Grok, Gemini, NotebookLM) and 270K+ interactions captured via UCW.
20-minute intro call. Bring whichever questions matter — happy to walk through partner ops, AI infrastructure, or anything in between.
Universal Cognitive Wallet
What 163K AI interactions reveal.
Real data from the UCW — a system that captures every AI interaction across 6 platforms, generates semantic embeddings, and detects cross-platform coherence.
163K+
Cognitive Events
Across 6 platforms
150K+
Embeddings
Semantic vectors
11K+
Sessions
Tracked interactions
72
Coherence Moments
Cross-platform alignment
7
Active Arcs
Persistent thought threads
6
Platforms
Claude · ChatGPT · Grok+
What I think about most
AI Agents
15.4K
Coding
12.8K
DevOps
10.9K
Research
7.6K
Product
5.4K
Database
4.8K
Frontend
4.1K
Career
3.9K
MCP Protocol
3.2K
Strategy
2.8K
The stack
Trusted by & built with.
Enterprise alliances, AI infrastructure, and the tools that ship the work.
AWS
Cloud Alliance · Co-sell motion
Microsoft
Cloud Partner · Azure marketplace
Google Cloud
GCP Marketplace partnership
Anthropic
Claude API · agent substrate
OpenAI
GPT integration · multi-platform
xAI
Grok · Custom Voices TTS
Deepgram
nova-3 streaming STT
ElevenLabs
Voice cloning · production TTS
Vercel
Production deployment infra
Suger
Marketplace operations platform
Contentsquare
Sr. Partner Systems & Operations · OneCRM, 6 platforms
AWS
Cloud Alliance · Co-sell motion
Microsoft
Cloud Partner · Azure marketplace
Google Cloud
GCP Marketplace partnership
Anthropic
Claude API · agent substrate
OpenAI
GPT integration · multi-platform
xAI
Grok · Custom Voices TTS
Deepgram
nova-3 streaming STT
ElevenLabs
Voice cloning · production TTS
Vercel
Production deployment infra
Suger
Marketplace operations platform
Contentsquare
Sr. Partner Systems & Operations · OneCRM, 6 platforms
Recognition
Featured & cited.
Featured in industry case studies and partner ecosystem conferences.
“Catalyst gave us the opportunity to connect meaningfully with partner leaders through deep, topic-driven discussions. It was an incredible experience.”
“Suger has been a game-changer for us, their platform has not only streamlined our marketplace management but also allowed us to grow our cloud partnerships with AWS and Azure in ways we never thought possible. It's more than just a tool—it's become an extension of our team.”
“This workshop highlighted the importance of rapid prototyping and the benefits of working in a creative environment... The iterative process we followed enabled us to test and refine our ideas rapidly, collaboratively engaging with previous iterations to find the best solution.”
“While most companies think about marketplace ops last, Contentsquare invested in marketplace operations from early on in the journey. Their operations lead, Dico Angelo, transformed processes that took days into minutes.”
“Catalyst gave us the opportunity to connect meaningfully with partner leaders through deep, topic-driven discussions. It was an incredible experience.”
“Suger has been a game-changer for us, their platform has not only streamlined our marketplace management but also allowed us to grow our cloud partnerships with AWS and Azure in ways we never thought possible. It's more than just a tool—it's become an extension of our team.”
“This workshop highlighted the importance of rapid prototyping and the benefits of working in a creative environment... The iterative process we followed enabled us to test and refine our ideas rapidly, collaboratively engaging with previous iterations to find the best solution.”
“While most companies think about marketplace ops last, Contentsquare invested in marketplace operations from early on in the journey. Their operations lead, Dico Angelo, transformed processes that took days into minutes.”
“Catalyst gave us the opportunity to connect meaningfully with partner leaders through deep, topic-driven discussions. It was an incredible experience.”
“Suger has been a game-changer for us, their platform has not only streamlined our marketplace management but also allowed us to grow our cloud partnerships with AWS and Azure in ways we never thought possible. It's more than just a tool—it's become an extension of our team.”
“This workshop highlighted the importance of rapid prototyping and the benefits of working in a creative environment... The iterative process we followed enabled us to test and refine our ideas rapidly, collaboratively engaging with previous iterations to find the best solution.”
“While most companies think about marketplace ops last, Contentsquare invested in marketplace operations from early on in the journey. Their operations lead, Dico Angelo, transformed processes that took days into minutes.”
Luxury event marketing website for an invitation-only networking gathering of 40 curated professionals at a private Miami penthouse. Delivered end-to-end in under 2 weeks — from client meeting to live deployment.
Complete digital platform for a luxury hospitality brand — hotels, dining, nightlife, yacht charters, private aviation, and membership experiences. Flagship Miami with multi-city expansion framework.
Forensic-friendly facial recognition platform productizing Mohammed's ICDF2C 2024 schema — chain-of-custody evidence sealing (ForensicSeal), AI compliance proxy, and Layer-3 blockchain anchoring. Took the academic framework from paper to deployable product, deployed across 3 Fly.io regions with LiteFS replication.
A custom-built concept demo (not a launched product): an MCP-native partner-intelligence layer with 13 tools, AI scoring, and a React 19 dashboard on the UCW substrate. Designed to complement partner-tech like Crossbeam, Reveal, and PartnerStack, not replace them. All partner data shown is illustrative sample data; the listed partners are unaffiliated.
AI-powered portfolio optimization with 80+ factors, episodic learning via CVRF, and explainable recommendations. Brings sovereign cognitive infrastructure into quantitative investment workflows.
Forensic-friendly facial recognition with on-chain evidence sealing. Implements Mohammed's ICDF2C 2024 schema with SOTA 2026 components. ForensicSeal is the core invention, compliance proxy the business model.
Jan - Apr 2026 • Massachusetts / Bentley University
Volunteer leadership role mentoring 3 students from New England universities through the Mass Fintech Hub Mentoring Program. Joined the cohort onsite at the Bentley University Blockchain Bootcamp in April 2026.
3 MenteesBentley BootcampVolunteer Leadership
🏆
Blockchain & Web3 Community
Detroit Blockchain Collective
Mar 2026 • Detroit, MI
Plugged into Detroit's blockchain ecosystem during networking travels. Three back-to-back events covering protocol fundamentals, real-world asset tokenization, and Web3 builder community.
3 EventsDetroit
🏆
Multi-Agent Systems Research
Independent Research
2026 • Remote
Published research on consensus mechanisms, DQ scoring, and agentic architectures.
8+ Papers4 Core Systems
🏆
Participant, Partnership Leaders Catalyst Summit
Partnership Leaders, NYC & Toronto
2026 • NYC & Toronto
Attended Partnership Leaders Catalyst Summit in both NYC and Toronto, joining roundtable discussions on AI & Partnerships alongside founders, partner ops leaders, and investors.
ParticipantNYC & Toronto
In the Field
On stage. At the table. In the room.
Moments from the rooms where partnership systems get built, mentored, and shipped.
Catalyst Summit
Seattle · 2025
Cloud Marketplaces summit
AWS workshop
Ultimate Partner member
JoinUPX · 2024
Partnership Leaders cohort
2024
AWS Summit
Los Angeles · 2024
Catalyst Summit
Seattle · 2025
Catalyst Summit
Seattle · 2025
Cloud Marketplaces summit
AWS workshop
Ultimate Partner member
JoinUPX · 2024
Partnership Leaders cohort
2024
AWS Summit
Los Angeles · 2024
Catalyst Summit
Seattle · 2025
Detroit Blockchain Collective
Collision
Catalyst Chicago
Chicago
PartnerHack
Most Impactful Partner Support
Detroit Blockchain Collective
Collision
Catalyst Chicago
Chicago
PartnerHack
Most Impactful Partner Support
Where I show up
In the arena.
Technology, Innovation & Culture
150+ events across 8 cities over 7 years. Not just attending — building relationships, contributing to communities, and moving between worlds that rarely overlap.
3 consecutive Art Basel Miami
Art & Culture
Where collectors, artists, VCs, and visionaries collide. Understanding taste, aesthetics, and the creative economy.
BitBaselKaliner GallerySuperchief NFT
F1: Miami, Monaco, Montreal
Global Finance
The paddock, not the grandstand. International mobility and comfort in high-context environments.