Strategy & Activation
The Signature Event
Cooper Swanson Ventures
A published event website for a Miami networking gathering. The work covers event information, a visual showcase and a post-event recap.
Moments from the rooms where partnership systems get built, mentored, and shipped.





























Hello!
I connect platforms, improve workflows and support adoption. Revenue technology for the people using it.
Revenue Technology Manager
Adecco Group · since June 2026
Shared Pipeline Registered
Contentsquare · 3-person team
Platform Adoption
Enablement, onboarding & support
NeurIPS · LP4FM Workshop
Accepted poster · Co-author
Revenue Technology Manager at EZRA. Independent builder at Metaventions AI. GTM systems, practical AI workflows and adoption are the focus.
Explore my experience, independent projects and the AI guide below.
Revenue technology & GTM operations
Ask about my current role, experience, or independent projects — by voice or text.
My work connects revenue operations with technology: managing platforms and adoption at EZRA, with concurrent independent AI implementation through Metaventions AI.
Current & past roles
Business to systems
Independent founder work
An informal self-assessment of my AI-assisted working practices. The bars indicate illustrative emphasis; the examples explain the work behind each area.
Assessing which parts of a workflow can benefit from AI, and where business context and human review are needed.
Defining inputs, outputs and responsibilities so work can move clearly between people and AI tools.
Checking AI-assisted work for the failure modes that matter to the task, then revising the workflow when problems appear.
Following changes in AI tools and considering how they may affect existing workflows and future implementation choices.
Keeping business judgment, review and adoption central while using automation for repeatable operational work.
Frontier Operations is how I think about AI-assisted work: understanding capabilities, designing handoffs, checking failures and keeping human judgment involved. This is a personal reflection with no independent scoring or certification. The examples combine current role responsibilities and concurrent independent projects.
Explore the frameworkA partner-sales workflow specification developed with AI assistance. Covers proposed agent roles, qualification and handoffs; this is a design artifact, not a deployed platform or verified integration.
Proposed system spec
Current responsibilities, previous team outcomes and independent builds. Switch to Deep mode for attribution and scope.
Receipts are summaries. Pick a thread and pull.
Architecture and workflow snapshots across five independent AI-assisted systems.
Reflect on your AI workflows across five informal self-assessment dimensions.
Independent system architecture, illustrative code examples, and an interactive 3D network.
How operations experience informs AI-assisted workflow design, implementation, and review.
20-minute intro call. Bring whichever questions matter — happy to walk through revenue technology, partner operations, or practical AI.
A demonstration of research capture, retrieval and similarity views. Chart values are fixed illustrative data, not current totals or validated measurements of cognition, productivity or accuracy.
Capture
Session Records
Configured integrations
Search
Embeddings
Semantic retrieval
Review
Sessions
Stored activity context
Compare
Similarity Signals
Heuristic matching
Link
Research Threads
Related records
Connect
Platforms
Cross-platform context
Previous employment, partner platforms and tools used in AI-assisted work. Logos identify that context, not endorsements.
AWS
Contentsquare co-sell operations · ACE
Microsoft
Contentsquare operations · Partner Center
Google Cloud
Cloud and AI tools explored in independent work
Anthropic
Claude API · agent substrate
OpenAI
GPT integration · multi-platform
xAI
Grok · Custom Voices TTS
Deepgram
nova-3 streaming STT
ElevenLabs
Voice tooling · text-to-speech
Vercel
Production deployment infra
Suger
Marketplace operations platform
Contentsquare
Previous employer · Partner systems and operations
AWS
Contentsquare co-sell operations · ACE
Microsoft
Contentsquare operations · Partner Center
Google Cloud
Cloud and AI tools explored in independent work
Anthropic
Claude API · agent substrate
OpenAI
GPT integration · multi-platform
xAI
Grok · Custom Voices TTS
Deepgram
nova-3 streaming STT
ElevenLabs
Voice tooling · text-to-speech
Vercel
Production deployment infra
Suger
Marketplace operations platform
Contentsquare
Previous employer · Partner systems and operations
Industry case studies, a workshop testimonial and participation in the partner community.
Public websites and collaborative prototypes, from requirements through reviewed implementation.
Strategy & Activation
Cooper Swanson Ventures
A published event website for a Miami networking gathering. The work covers event information, a visual showcase and a post-event recap.
Co-Founder & Technology Lead
Bxlence Hospitality (Co-Founded)
A hospitality website presenting destinations, experiences and membership information. Includes booking and lead-capture workflows; no membership sales or revenue outcome is claimed.
AI-Assisted Prototype Development
Mohammed Safiia (U of Windsor)
A collaborative prototype exploring evidence records and traceability for AI systems, informed by forensic facial-recognition research. It demonstrates a technical workflow, not certified compliance or legal admissibility.
Projects specified in English, implemented with AI coding tools, then reviewed and tested. Includes applications, internal tools, prototypes and co-authored research. Burstiness research with Vittoria Lanzo was accepted as a poster at the NeurIPS 2026 LP4FM workshop; other research references are credited to their authors.
Pre-Deploy Validation for Session Border Controllers
A configuration-validation prototype for supported session border controller formats. Combines deterministic checks with plain-English explanations and an MCP interface for inspection. Findings support human review before deployment; they do not guarantee a safe configuration.
SBC configs
Input
Validation
Checks
Review notes
Output
MCP
Interface
Accepted Poster · NeurIPS 2026 LP4FM Workshop
Burstiness Was Measured Wrong, and Prompting Cannot Aim It. Co-authored with Vittoria Lanzo and accepted as a poster at the NeurIPS 2026 LP4FM workshop on September 29, 2026. Studies sentence-length rhythm in generated language; Dico contributed research tooling, experiment infrastructure, data workflows and reproducibility checks.
Co-author
Role
LP4FM 2026
Workshop
Accepted
Decision
Poster
Format
AI Evidence Prototype
A collaborative prototype exploring traceability and evidence sealing for AI systems. Draws on forensic facial-recognition research by other authors. Demonstrates implementation ideas rather than certified compliance, legal admissibility or validated recognition performance.
Evidence records
Architecture
Forensic AI
Research
Prototype
Mode
Traceability
Workflow
Project source access varies. Explore the public GitHub profile.
View All Repositories →Revenue Technology · GTM Operations · AI-Assisted Automation
$800M+
Shared pipeline TCV co-registered at Contentsquare
2026
NeurIPS LP4FM workshop · Accepted poster co-author
97%
Deal-Registration Approval at Contentsquare
Experience across revenue technology, partner systems, product operations and independent AI-assisted builds.
EZRA (Adecco Group)
Build and maintain the revenue technology stack supporting EZRA's go-to-market teams. Manage platforms and integrations, develop AI-enabled workflows, and help teams adopt the tools through practical enablement, onboarding, and support.
Mass Fintech Hub
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.
Detroit Blockchain Collective
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.
NeurIPS 2026 · LP4FM Workshop
Burstiness Was Measured Wrong, and Prompting Cannot Aim It. Co-authored with Vittoria Lanzo and accepted as a poster at the NeurIPS 2026 LP4FM workshop.
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
Where collectors, artists, VCs, and visionaries collide. Understanding taste, aesthetics, and the creative economy.
F1: Miami, Monaco, Montreal
The paddock, not the grandstand. International mobility and comfort in high-context environments.
Builder Series NYC (monthly)
Not transactional networking. Consistent presence, real relationships, mutual support over years.
NeurIPS 2025
Where papers become products. Proximity to the researchers pushing boundaries.
Areas of practice across operations and AI-assisted work. Bars show self-assessed familiarity.
1 of 6 practice areas
Compares a job description with my verified career profile. AI estimates highlight relevant experience and areas to discuss.
For conversations at the intersection of revenue technology and GTM operations.
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