Run models on GPUs through container runtimes, mount GPUs into Kubernetes pods, operate a five-node Kubernetes homelab, and package local AI systems for privacy-sensitive users such as law firms.
Curriculum Vitae
Vicorico
Founder turned engineer and marketer building zero-human-company systems, AI infrastructure, crypto tooling, and creative automation.
Profile
Founder turned engineer and marketer focused on AI systems that reduce coordination: local-first applications, GPU-backed model deployment, Kubernetes, second-brain knowledge bases, lead generation automation, content operations, smart contract architecture, and internet-native distribution. I am especially interested in privacy-preserving local AI for professional services, AI x crypto tooling, creative agents, automated media generation, and software systems with low technical debt.
Core Direction
Build company operating systems as file systems: business context, internal knowledge bases, automations, agents, cron jobs, monitoring, and human review loops where needed.
Explore smart contract architecture, payment-enabled agents, x402-style tooling, ERC-8004-style reputation, and content around emerging crypto primitives.
Pair product building with personal branding, community building, owned-audience strategy, impactful writing, storytelling, and marketing systems that compound.
Current Stack
- Kimi 2.6 open source
- Qwen local models
- GPT-2 experiments
- Seedance
- ComfyUI
- Glif agents
- Cloudflare Workers
- AWS
- Linux
- Containers
- Kubernetes
- GPU runtimes
- OpenClaw
- WhatsApp automation
- Uptime Kuma
AI Systems Skills
- AI process architecture
- AI system architecture
- Context engineering
- Multi-agent orchestration
- AI-human workflow design
- No-code system building
- No-code AI workflow building
- Training data curation
- AI output quality control
- Process mapping for automation
- Strategic human judgment
- Automation maintenance
- Pattern recognition
- Frontier agent evaluation
Automation Method
Map existing business workflows, identify automation leverage points, design the context each agent needs, and define where no-code systems are enough versus where custom engineering is required.
Create review steps, quality checks, confidence thresholds, and escalation paths so AI systems produce usable work instead of just impressive demos.
Separate repeatable work from judgment-heavy work, keeping sensitive decisions, relationship moments, taste calls, and leadership responsibilities with people.
AI Automation Systems
Design agents that enrich new CRM leads, score and route inbound demand, research prospects, and draft first-touch emails before a human operator enters the workflow.
Build content pipelines that turn one YouTube link or long-form asset into ten platform-ready posts, newsletters, short-form videos, and scheduled social content.
Create knowledge bases that get smarter over time by connecting operational context, customer signals, documentation, and retrieval workflows so companies move as fast as their information flows.
Scope customer support agents for common questions, meeting prep agents that research attendees, and practical automations that reduce coordination costs inside the business.
Agent-Ready Product Architecture
- Machine-readable capabilities: structured manifests that explain what a service does in one request.
- Pricing in the protocol: x402-style or HTTP 402-style payment flows that expose cost programmatically.
- Automatable onboarding: programmatic authentication, payment, access, and provisioning.
- Provable reliability: uptime, latency percentiles, accuracy metrics, and confidence scores.
- API economics: services must be faster, cheaper, or more reliable than an agent computing the output itself.
Crypto Background
Got into crypto in 2017 by selling CS:GO skins for BTC. Later launched multiple real-life startups, then went all in on crypto in 2021 during the Luna cycle and NFT boom.
Raised over $200K from community supporters, received a $50K Polygon grant, and launched one of the biggest Polygon culture coins, reaching a $10M all-time-high market cap.
Build a Web3 theme park where people earn by playing different games and experience crypto through culture, competition, ownership, and real community participation.
Projects
Romanian marketplace search tool with structured extraction, direct HTML parsing, fallback providers, local scoring, and cost-aware provider strategy.
Fashion commerce codebase covering product submission, designer/influencer flows, checkout, Stripe automation, and operational UI.
Restaurant web and menu presentation with optimized print-ready menu assets.
Solana utilities for balances, token accounts, token balances, and pump.fun flows.
Generative art, automated video music generation, vocal separation, TikTok production, presentations, Gausian Native Editor research, and Glif-style creative agents.
Portfolio case studies for Icedout Coinflip, Curelao, and a personal x402-like calendar booking flow, with older experiments moved into a sunsetted category.
Technical Skills
- AWS
- S3
- EC2
- Linux
- Containers
- Kubernetes
- GPU workloads
- DevOps
- Platform engineering
- Security
- Uptime Kuma
- ComfyUI
- Local LLMs
- Qwen
- Kimi
- Cron jobs
- Cloudflare Workers
- Smart contracts
- Solana tooling
- x402
- ERC-8004 concepts
- Software architecture
Product Skills
- Growth hacking
- Distribution engineering
- Personal branding
- Marketing psychology
- Community building
- Storytelling automation
- Impactful writing
- Leadership
- Generative art
- Music video automation
- Creative agents
- Lead generation automation
- Cold outreach automation
- Content pipelines
- Owned audience strategy
- Pitching
- Grants
- Technical writing
- Low-debt software design
Learning and Research
- AI matters economically when it reduces coordination across teams, tools, and decisions.
- Computer science fundamentals, software design architecture, and codebase system design.
- AWS fundamentals, Kubernetes, container security, GPU scheduling, and homelab operations.
- Cyfrin Updraft, RareSkills, VirusTotal, Have I Been Pwned, and cloud/security resources.
- x402 tools, Polymarket tools, ERC-8004-style tools, micropayments, on-chain reputation, and payment-enabled agents.
- Owned audiences across email, SMS, direct mail, and SEO rankings as AI spam increases.
- Foundation by Isaac Asimov as a systems and rules-design reference.
Role Fit
- AI Integrator, AI Engineer, or AI Solutions Engineer.
- Internal Forward Deployed Engineer for automation-heavy teams.
- Senior AI Systems Engineer focused on agent execution and orchestration.
- Senior Technical Lead for AI, automation, platform, and internal RevOps systems.
- Head of AI or Chief Transformation Officer for internal AI and automation programs.
Selected Links
GitHub: github.com/Vicorico17
Website: vicorico.fun
Research references: wc3ui,
Gausian Native Editor,
SlideGuru on Glif,
Marcel Dempers,
TrustMRR,
Wellfound,
Cyfrin Updraft,
RareSkills
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