Start Here

• What Hackathons Teach You That Jobs Can’t - building under compression, deciding faster, and learning from elite builders.
• USDC Fixed-Fee Hook - a Uniswap v4 hook for fixed USDC swap fees, gas hedging, and account abstraction.
• The Engineer Without a CS Degree - how business school, Linux, and product work shaped my engineering path.
• Building for LatAm - product constraints in markets where the Silicon Valley SaaS playbook breaks.
• The “SaaSpocalypse” Isn’t Real - why LLMs reshape interfaces without replacing durable state machines.
• ML and MLOps: learning notes 1 - corrected notes on PyTorch, activations, gradient descent, MLOps, GPUs, stochastic inference, and agents.
• Primero hazlo “naive”, después hazlo mejor - start manual, learn the system, then automate what survives contact with reality.

Current Threads

• AI systems: agentic workflows, deterministic interfaces over stochastic models, and multi-tenant infrastructure for agents.
• DeFi and market structure: on-chain price discovery, Uniswap v4 hooks, gas abstraction, tokenized contracts, and financial primitives that need better markets.
• LatAm products: distribution, low-bandwidth systems, payments, and pragmatic software for messy operating environments.
• Personal engineering craft: fast iteration, infrastructure taste, and the habit of turning projects into reusable knowledge.

Essays

• Apple vs Freedom
• Building for LatAm
• Engineer Without a CS Degree
• From Founding Engineer to Tech Lead
• Geodata and OCR in Low-Bandwidth
• Mentors Alive and Dead
• Multi-Tenant AI Agents on Kubernetes
• On-Chain Price Discovery Journey
• What Hackathons Teach You

Field Notes

• The “SaaSpocalypse” Isn’t Real
• ML and MLOps: learning notes 1
• Agentic Workflows Presuppose Determinism
• ¿Usarías Tailscale en producción?
• Primero hazlo “naive”, después hazlo mejor
• Se está construyendo un nuevo internet
• Supabase 101

Labs

• Systems Lab - architecture notes and experiments on state, communication, failures, and observability.
• Projects Workbench - public project notes that teach ideas instead of documenting internal logistics.
• Homelab - Kubernetes and platform engineering notes for reliable personal infrastructure.
• YouTube Playlists - public archive of curated sets and selections.
• USDC Fixed-Fee Hook - edited lessons from a Uniswap v4 gas abstraction experiment.

Elsewhere

• Molino.Dev - consulting group for AI, web, native apps, IoT, and payments.
• Ultramar.Capital - financial OS for on-chain capital.
• cleanx.mx - laundromat operations in Mexico.