Fund Managed
$50M+
Live trading strategy at GR Financial Group, managing real capital since 2022.
Hi, I'm Ricardo.
Faro, Portugal
Impact by the numbers
Real capital deployed, real revenue generated, real wins on the board.
Generated YTD
+$10M
Year-to-date alpha generated for clients. 8% above market, 1.57 Sharpe.
Hackathons Won
10+
International wins across ETH Global (Cannes, Prague, Brussels), Chainlink, Polkadot & AWS.
Whatever you're building, I ship it
Apps, SaaS and websites. Trading strategies and quant systems. AI agents for marketing, accounting, and ops. You bring the problem and I bring the execution.
Apps, SaaS, Web
Production-grade products, shipped fast.
Full-stack apps, SaaS platforms and marketing sites, from landing page to live product. Next.js, TypeScript, Postgres, the boring-but-reliable stack. You get a codebase you can actually own.
Agents / Live▲ 1,284 tasks
47 hrs
Saved this week
142
Reports
386
Emails
54
Leads
Quant, Trading Systems
Trading strategies, from backtest to live capital.
Systematic strategies, execution infra, and risk tooling. Five years running live trading desks and building alpha models. Walk-forward validated, PnL-tracked, deployed on real venues, not toy notebooks.
Strategy / Live▲ +$12,480
+34.8%
YTD return, net of fees
2.4
Sharpe
62%
Win %
-4.2%
Max DD
AI Agents, Automation
Agents that run the work your team shouldn't.
Custom agents for marketing, accounting, sales qualification, support, and back-office ops. Every agent is integrated with the tools you already use, logged, and measurable. They are workers, not chatbots.
support
sales
qualify
booking
From first call to shipped
No endless discovery, no $50k design phase. Just a call, then weekly releases until it ships.
Strategy Call
30 min. We pin down the business outcome, not a feature list.
Build & Ship
Weekly releases from day one. You see real progress every Friday.
About me
I'm a self-taught software developer, and the passion came from entrepreneurship. Long before AI made building easy, I had a vision, and I had to learn to code so I could ship it myself.
Financial markets were the first obsession. I started building trading strategies and algorithms that actually made money, which landed me at GR Financial Group. Three years of R&D produced live quant strategies that have generated +$10M for the firm, and kickstarted my journey into algorithmic trading.
From there I fell in love with AI agents, well before “AI agent” was a buzzword. At Dengun I led the AI innovation R&D track, shipping production agents and end-to-end automations before the rest of the market caught on.
Today I'm building my own quantitative predictive-markets fund, Polytier, which specializes in predictability models across weather forecasts, crypto prices and sports outcomes, combined in an orthogonal approach to extract alpha.
Apps, SaaS, trading systems, agents. Whatever the stack, the bar is the same. I ship.
I like to build things
10+ wins across ETH Global (Cannes, Prague, Bangkok, Brussels), Chainlink, Polkadot, AWS, and more from 2022 to today.
Total prize earnings
$0+
Earned across international hackathons and technical events.
- 10+
- Wins
- 10
- Countries
- 2022-2026
- Active
Selected results
- $4,000
SmartCon - Chainlink
OpenMesh and Space and Time Winner
- $3,500
ETH Global Cannes
Hedera 2nd, 0G 2nd (Alpha Dawg)
- $625
Sub0 Polkadot Bangkok
2nd Place
Showing the last 6 events
2024
E
November 15-17, 2024
ETH Global Bangkok
Bangkok, Thailand
Couldn't pitch due to venue food poisoning
Major Ethereum hackathon during Devcon with 1000+ attendees, 68+ protocols, 61+ workshops, and $750,000 in prizes. Built innovative blockchain solutions on themes including ZK Proofs, AI x Crypto, and Layer 2s.
2025
A
November 1-2, 2025
Algarve Buildathon - AI Agents for Regional Challenges
Faro, Portugal
€100 vouchers + Raspberry Pi AI HAT+
2nd Place
Two-day AI buildathon hosted by Algarve Evolution at UALG Tec Campus. Built an AI-agent solution for a regional challenge and placed 2nd overall.
E
May 30 - June 1, 2025
ETH Global Prague
Prague, Czech Republic
$350
2x Track Winner
Upcoming major Ethereum hackathon with 800+ attendees, 13+ protocols, 29+ workshops, and $150,000 in prizes. Themes include Zero Knowledge Proofs, AI x Crypto, DeFi, and Layer 2 scaling solutions.
P
May 29, 2025
Pragma Prague
Prague, Czech Republic
Upcoming event focused on pragmatic blockchain solutions and development practices. Pre-event for ETH Global Prague 2025.
A
January 31 - February 14, 2025
Agentic Ethereum
Online
Upcoming hackathon exploring the future of autonomous agents on Ethereum. Focus on building AI-powered solutions for decentralized applications and smart contract automation.
2026
E
April 30 - May 3, 2026
ETH Global Cannes
Cannes, France
$3,500
Hedera 2nd , 0G 2nd (Alpha Dawg)
Flagship ETH Global hackathon on the French Riviera. Shipped Alpha Dawg - an agentic market-intelligence system - and took home $3,500 across two bounty tracks: 2nd on Hedera × ioBuilders (Naryo Builder Challenge) and 2nd on 0G (Best DeFi App).
I've worked with people from all over the world
Got an idea? Let's ship it.
30-minute call. No pitch deck. Just your problem and a concrete path to production.