Blog

Thoughts on AI/ML engineering, distributed systems, and lessons from 20+ years of building software.

·7 min read

From Council to Production: Shipping 38 AI Projects in 60 Days

How a multi-agent decision engine — eight proposers, a structured debate, and a judge — picked the projects worth building, and what it actually takes to ship them as production CLIs and FastAPI services.

AI AgentsCouncilMulti-AgentProductionEngineering
·8 min read

Bilingual Vertical SaaS for Mexico: What I Learned Building 8 Products in 30 Days

WhatsApp-first onboarding, CFDI 4.0 from day one, and bilingual UX that doesn't feel like a translation layer. Notes from shipping AgroFlow, FloraFlow, FisioFlow, TerapiaFlow, EntrenadorIA, WaFlow, MoreliaBox, and ArtisanFlow.

MexicoLATAMSaaSBilingualWhatsAppCompliance
·9 min read

The Geometry of Everything: A Research Synthesis from Riemann to Transformers

A multi-agent research synthesis tracing one mathematical idea — Riemann's 1854 insight that geometry is shaped by content — across general relativity, transformer attention, and the geometry of neural population activity in the brain.

ResearchAI/MLGeometryNeurosciencePhysics
·8 min read

Building Agentic Workflows with LangChain

How we designed multi-step AI agent pipelines at Intuit to automate complex tax and financial workflows — lessons on orchestration, tool use, and reliability at scale.

AI/MLLangChainAgentsPython
·10 min read

From Monolith to Microservices: Lessons from 20 Years

A career retrospective on distributed systems architecture — from early Java monoliths to event-driven microservices, and the trade-offs that actually matter.

ArchitectureMicroservicesDistributed SystemsCareer
·7 min read

Why Every Business Needs AI Agents — And How We Build Them

AI agents are replacing static chatbots across industries. Here's why autonomous agents matter, real-world use cases, and how The Brainy Guys builds them with OpenClaw and dedicated infrastructure.

AI AgentsAutomationOpenClawInfrastructure

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