Started young
Selling cupcakes and learning early that products, margins, and distribution are a real game.
01 / AI Systems
Build AI Systems That Reduce Coordination
I build AI systems around real business workflows: mapping process boundaries, designing the context agents need, connecting company knowledge, running local and cloud models, and adding human review where judgment matters. The focus is practical: less coordination drag, faster operations, reliable outputs, and privacy-aware model infrastructure.
Process Architecture
Map workflows, decide what stays human, design context, and define reliable automation boundaries.
Company Knowledge
Build Obsidian second brains, retrieval workflows, business context, and internal knowledge bases.
RevOps Agents
Score leads, enrich data, route demand, draft outreach, and prepare operators before handoff.
Content Pipelines
Turn one source asset into posts, newsletters, short-form clips, and scheduled distribution.
Local AI Infrastructure
Run privacy-aware local-first AI systems for sensitive professional workflows and client context.
GPU And Containers
Provision GPU VPS machines, package runtimes, mount GPUs into containers, and run Kubernetes pods.
Model Serving
Operate LLMs, image models, ComfyUI workflows, private inference endpoints, APIs, and auth layers.
Agent Orchestration
MCP servers, subagents, background agents, parallel agents, headless agent teams, routines, and agents managing agents.
Self-Improving Loops
Eval-driven loops, agents fixing their own tests, CI/CD run by agents, dynamic workflows, and multi-repo orchestration.
Quality Control
Create review loops, confidence checks, monitoring, escalation paths, and output-quality gates.
Monitoring
Track uptime, GPU usage, costs, logs, queues, failed jobs, and service health.
Security Context
Use Linux, OSINT, network basics, wallet hygiene, threat modeling, and sandboxing awareness.
02 / Crypto
Experienced Smart Contract Developer
I build on-chain products across token standards, marketplaces, gaming loops, prediction markets, community coins, NFT and token projects, on-chain reputation, agent-readable payments, x402, ACP, AP2, Solana tooling, Polygon communities, market design, and community-owned internet economies.
ERC-20
Fungible tokens, community coins, incentives, liquidity mechanics, and launch flows.
ERC-721
NFT collections, minting systems, ownership experiences, and metadata-aware products.
ERC-1155
Multi-token systems for games, access passes, collectibles, and flexible economies.
ERC-8004
Agent identity, trust, reputation, and standards for AI x crypto coordination.
Product Architecture
Smart contract architecture, x402-style payment flows, ACP checkout patterns, AP2 agent payments, on-chain reputation, micropayments, and AI x crypto tooling.
Agentic Commerce Protocols
x402, OpenAI and Stripe ACP, Google and Coinbase AP2, machine-readable services, API monetization, and internet-native commerce rails.
Prediction Markets
Market mechanics, event-driven products, odds, settlement thinking, and user incentives.
Crypto Gaming
On-chain game loops, rewards, items, wallets, communities, and gamified distribution.
Operator Path
Crypto-native since 2017, from CS:GO skins for BTC to token launches, NFTs, and market-cycle building.
Community Capital
$200K+ community fundraising, $50K Polygon grant, and a $10M all-time-high Polygon culture coin.
03 / Automated Content Creation
Automating Video And Content Creation For Distribution Platforms
I can automate video and content creation for Instagram, TikTok, YouTube, and other distribution platforms, turning ideas and raw assets into repeatable publishing systems. I have experience running multiple workflows and creative pipelines, automated video editing, and content creation with the latest image models. I also do growth hacking around the content loops that work.
Automated Reels, carousel ideas, captions, visual variations, and content packaging.
TikTok
Short-form workflows, hooks, edits, subtitles, music-driven content, and trend-ready formats.
YouTube
Shorts, long-form repurposing, thumbnails, descriptions, scripts, chapters, and assets.
Repurposing
Turn one idea, clip, stream, post, or product update into platform-native content.
Creative AI Know-How
Generative art, automated video music generation, vocal separation, TikTok production, presentations, and ComfyUI workflows.
Growth Hacking
Build calendars, queues, community loops, analytics feedback, and repeatable experiments.
Owned Audiences
Turn long-form assets into platform-ready posts, email, social content, and repeatable publishing systems.
Community Loops
Creator loops, memes, referrals, community quests, and content experiments that compound distribution.
04 / Gaming And Worlds
Build Games As Living Economies
I think about games as worlds: mechanics, 3D models, economies, progression, lore, communities, and distribution loops all working together.
Game Systems
Design loops, progression, rewards, constraints, and feedback systems that keep play meaningful.
3D Models
Work with 3D assets, scenes, visual identity, interaction states, and real-time presentation.
Economies
Balance items, currencies, scarcity, rewards, marketplaces, sinks, and player incentives.
Worldbuilding
Create lore, factions, rules, maps, social rituals, and reasons for players to return.
Crypto Gaming
Connect ownership, wallets, collectibles, token-gated access, and on-chain game loops.
Distribution
Use quests, communities, memes, leaderboards, and social mechanics to grow the world.
Arkadia Park
Long-running community world and crypto theme park direction.
Playable Site
Vic's Quest turns the CV into an explorable route through systems, crypto, and worlds.