MCPVOT
Building AI agents, real-estate platforms, and on-chain economies.
Building S.D.A.E. (Sustainable Decentralized Autonomous Ecosystem) — from full-stack AI agents that negotiate Colombian rental law (Pequi) to on-chain micro-payment protocols where autonomous agents pay each other in USDC (x402 facilitator). Multi-agent platforms with ZK proofs and Darwin Gödel Machine evolution (OrganiX, MCPVotsAGI).
My development cycle is spec-first: Ouroboros interviews, Magic Context remembers, OpenCode builds. Every line is validated by a 3-stage evaluation gate before reaching production. I ship AI-native products on Vercel, smart contracts on Base, Python SDKs on PyPI, and trading agents on Solana — all converging toward autonomous agent economies.
AMD AI Academy
Foundations of AI workloads on AMD Instinct GPUs including ROCm, inference optimization, and model deployment.
AMD AI Academy
Deploying open-source transformer models on AMD hardware with Hugging Face pipelines and acceleration.
AMD AI Academy
Orchestrating GPU-accelerated workloads on Kubernetes clusters running AMD Instinct accelerators.
Pequi
AI-powered real-estate platform for Ibagué, Colombia. 64 barrios, 15 AI tools, Ley 820 contracts, Wompi payments, DeepSeek V4 agent with GRPO fine-tuning roadmap.
MCPVOTS
AI agent micro-payment ecosystem on Base. VOTS token with deflationary burns, n8n workflow automation, VoltAgent orchestration, autonomous trading, MCP protocol marketplace.
MCPVotsAGI
Multi-model consensus SDK with Darwin Gödel Machine evolution engine, A2A protocol gateway for agent-to-agent WebSocket communication, Redis-backed persistent memory.
Village of Thousands
Sustainability-focused skateboard-culture lifestyle brand. Hybrid e-commerce: Shopify + custom Next.js storefront + Supabase Realtime. 100% organic Supima® cotton, NYFW featured. Co-Founder & Full-Stack Engineer.
Official x402 facilitator enabling autonomous AI agent payments on Base. The MCPVOTS protocol uses ERC-1155 semi-fungible tokens with Chainlink VRF for provably fair draws, settled in USDC. Agents pay agents \u2014 no human in the loop.
Think of it as Stripe for AI agents: a standardized payment interface (x402) that any autonomous system can call. Contracts deployed on Base with full Hardhat test coverage and on-chain verification.
VISIT MCPVOT.XYZProximal Policy Optimization (PPO), Group Relative Policy Optimization (GRPO), and Reinforcement Learning with Verifiable Rewards (RLVR) are the backbone of modern agent training. I apply these to fine-tune domain-specific AI behavior \u2014 from legal compliance in Pequi to multi-model consensus in MCPVotsAGI.
Multi-model consensus itself is an RL-inspired reliability mechanism: treat each LLM provider as an independent policy, aggregate their outputs with a reward model, and select the highest-confidence answer. GRPO fine-tuning for Pequi's rental law agent is on the roadmap for v1.12+.
The Ouroboros cycle: Interview captures requirements, Seed generates structured specs, Execute produces implementation with OpenCode, Evaluate runs a 3-stage gate (lint → typecheck →integration) before merge. Magic Context preserves developer intent across sessions so the loop never loses track.
OpenCode
AI-native IDE agent. Spec-first development with OpenCode + Ouroboros bridge — write specs, the agent builds.
Magic Context
Persistent context injection for AI coding sessions. Cross-session memory, smart notes, and compartmentalized history.
Ouroboros
Spec-driven AI development loop: Interview → Seed → Execute → Evaluate. 3-stage evaluation gate for production code.
Custom Plugins
agentmemory plugin for persistent developer context. systematic plugin for structured analysis. Ouroboros bridge for spec-to-code.
Hermes Agent
Self-improving AI agent framework by NousResearch. Skill learning loop, messaging gateway (Telegram/Discord/Slack), 7 terminal backends. Runs on DigitalOcean Droplet with DeepSeek V4 backend.
RLM-Forge
Recursive Language Model forge with TraceGuard evidence gating. Ouroboros owns recursion, Hermes performs bounded inner calls. Deployed on DigitalOcean alongside Hermes gateway.
AUTOMATION
End-to-end automation: n8n for low-code workflows, VoltAgent + DeerFlow for autonomous agent orchestration, cron-based scheduled tasks, and message queues for async pipeline execution.
DEVOPS
Production infrastructure: GitHub Actions for CI/CD pipelines, Vercel Cron for scheduled health checks, Sentry for real-time error tracking, and Upstash Redis for distributed rate limiting.