Background
With over 25 years of experience in technology leadership and entrepreneurship, Ricardo brings deep expertise in AI/LLM integration, cloud architecture (AWS), and full-stack development. He holds an MBA and a Bachelor's degree in Software Engineering from Universidad Latina de Costa Rica.
He has developed award-winning apps featured by Apple worldwide. As a serial entrepreneur, he has co-founded impaKt Sales Inc., AppSourcing, SalesMachine.tech, and Word Magic Software. He has extensive experience raising capital and managing investor relations. He leads remote and in-person teams with a focus on innovation and results.
Areas of Expertise
- B2B Digital Transformation
- AI & LLM Integration
- Cloud Architecture (AWS, GCP)
- Full-Stack Development
- Legacy System Modernization
- Tech Entrepreneurship
Education
- MBA — Universidad Latina de Costa Rica
- Bachelor's in Software Engineering — Universidad Latina de Costa Rica
Published Articles
LiteLLM Attack: Your AI Trust Chain Just Broke
March 25, 2026
LiteLLM, the AI API key proxy with 97 million monthly downloads, was poisoned via PyPI. Your security scanner was the entry point.
We're AI Consultants. Sometimes We Say: Don't Use AI
March 24, 2026
An AI consultancy telling clients 'skip the AI' sounds contradictory. But it's the most valuable thing we do.
The 100x Employee Already Exists (And Changes How You Hire)
March 24, 2026
One AI-literate professional now produces what used to take a team. Jensen Huang confirmed it at GTC 2026. Here's what it means for your hiring strategy.
Anthropic Uses Salesforce. Why Don't You?
March 23, 2026
The most advanced AI companies buy SaaS instead of building it. A framework for deciding when to build and when to buy.
Claude Certified Architect: The Signal You Should Read
March 22, 2026
Anthropic launched its first technical certification and the biggest consulting firms already moved. What this means for B2B companies.
When Every AI Idea Looks Good, Judgment Is What Ships
March 21, 2026
AI generates more ideas than any team can evaluate. How B2B leaders build conviction to filter, commit, and ship the right ones.
Jensen Huang Said It in Two Words: Your Moat Is Knowing More
March 21, 2026
Jensen Huang confirms that AI competitive advantage isn't about models — it's vertical specialization. What that means for B2B company leaders.
Google Stitch + AI Studio: Design-to-Code Without Engineers
March 20, 2026
Google shipped a full design-to-production pipeline with Stitch and AI Studio. Where it works for B2B prototypes and where you still need real engineering.
The Software Lifecycle Collapsed. Your Process Didn't.
March 19, 2026
Karpathy codes in English, 100% of Nvidia uses AI coding tools, Boris Cherny hasn't coded in months. The SDLC collapsed. What replaces it now.
Your AI Investments Have an Expiration Date (2026)
March 19, 2026
Fine-tuning, RAG, and prompt engineering depreciate with each new model. Which AI investments hold value and a concrete filter to decide before you spend.
Deloitte: 60% Have AI, Only 34% Transform Anything
March 18, 2026
Deloitte surveyed 3,235 C-suite leaders: 60% have AI access, but only 34% transform real processes. The bottleneck isn't technology anymore.
From Cassette Tapes to AI: 36 Years of Learning
March 18, 2026
At 14, I saved code to cassette tapes. At 15, I co-founded a software company. Google disrupted us. Today I run IQ Source. This is that story.
Uber: 70% of Code Is AI. Your Team Hasn't Changed
March 17, 2026
Uber: 92% of engineers use AI agents monthly, ~70% of code is AI-generated, 11% of PRs ship with no human author. What this means for your B2B team.
Karpathy's AI Exposure Map: All 342 Occupations Scored
March 16, 2026
Karpathy scored 342 occupations 0-10 on AI exposure. $3.7 trillion in wages in the high-impact zone. What this map means for your enterprise strategy.
AI Is Infrastructure, Not Just Another Tool
March 16, 2026
Jeff Bezos compares AI to electricity at NYT DealBook 2024. What that means for B2B companies and why isolated AI pilots are already obsolete.
The Hidden Cost Lever in Enterprise AI: Timing
March 15, 2026
Batch APIs, prompt caching, and off-peak scheduling can cut enterprise AI costs 40-70%. The math behind when and how you call your models.
Your Next Executive Assistant Is an AI System
March 14, 2026
Pendo's CPO ($2.6B) monitors 45 enterprise deals without attending pipeline reviews. The architecture behind personal AI systems for executive leaders.
Your Code Review Was Built for Humans. 41% of Code Isn't
March 14, 2026
41% of code shipped in 2025 was AI-generated, with a 1.7x higher defect rate. Your review process assumes the author understands the code. That's over.
Shopify and Anthropic: AI Agents in Real Production
March 13, 2026
Shopify's CEO got 53% faster Liquid rendering via autoresearch. Anthropic runs 6 marketing channels with one person. From theory to production numbers.
Your AI Agent Is Free. Deploying It to Production Isn't.
March 13, 2026
Every open-source AI agent framework needs infrastructure to run. How to decide between self-hosting, managed platforms, and working with a technical partner.
What Your AI Won't Ask (and Your Startup Will Pay)
March 12, 2026
A founder lost $87,500 because his AI generated working code without questioning security. AI tools answer what you ask, not what's missing.
Services Are the New Software: the Sequoia Thesis
March 12, 2026
Sequoia Capital bets the next trillion-dollar company sells outcomes, not tools. Latin America has a key advantage in the shift from software to services.
Context Engineering: How to Feed Your AI Agents
March 11, 2026
The context window is limited. What you put in — and what you leave out — determines whether your AI agent solves problems or hallucinates. Practical guide.
Perplexity Computer and the End of the Marketing Stack
March 10, 2026
Perplexity says a $200/month agent replaced $225K in marketing tools. What's real, what's marketing, and what changes for mid-market companies.
If I were Monge, Campero, Caracol Knits or Super Selectos
March 9, 2026
What autonomous AI loops would look like at Grupo Monge, Pollo Campero, Caracol Knits, El Latino Foods, and Super Selectos. Five countries, five industries.
Autonomous Research: What Autoresearch Reveals
March 8, 2026
Karpathy released autoresearch: 630 lines of code running 100 AI experiments per night with zero humans. What this signals for B2B operations.
Context Windows That Actually Work
March 7, 2026
Context window size is a marketing number. What matters is how much information the model actually retains. Real data and practical B2B guide.
95% of AI's Potential Is Untapped: Here's Why
March 6, 2026
Anthropic's data shows companies use just 5% of AI's real potential. Palantir's Alex Karp explains why: missing operational integration, not missing technology.
Google Workspace CLI: Your AI Agents Just Got Access
March 5, 2026
Google just opened every Workspace API to AI agents via an open-source CLI. What works today, where the risks are, and how to prepare your B2B operation.
The Cheap Model Trap: How AI Providers Capture Ecosystems
March 4, 2026
Google at $0.25/M tokens, OpenAI at $0.05/M. Not charity — it's platform capture applied to AI. What the pricing war means for your B2B independence.
Your AI Agent Directory Is Not an Org Chart
March 3, 2026
A folder of .md files works for solo builders. But "the org chart is dead" is wrong — and believing it will cost you. Here's when agent directories work.
The $570K Engineer Paradox: What It Means for Your Team
March 2, 2026
Anthropic pays $570K median for engineers building tools that replace junior devs. Stanford/ADP data shows 20% fewer entry-level roles since 2022.
The AI Agent Maestro: a Role, Not a Job Title
March 1, 2026
Jason Calacanis calls the 'AI agent maestro' the job nobody sees coming. At IQ Source, we've been doing it. What operating AI agents actually looks like.
When Free Tools Stop Being Free
March 1, 2026
That viral startup stack works — until your first enterprise deal requires SOC 2 compliance. Here's where free tools hit walls and what to do before they do.
Google's AI Ecosystem: What Works for B2B, What Doesn't
March 1, 2026
Vertex AI, Gemini, BigQuery ML, Document AI: practical guide to evaluating which Google AI tools fit your B2B operation and which ones you can skip.
Open-Source AI and Vibe Coding: Risks Your CTO Ignores
February 28, 2026
NullClaw is impressive, but shipping open-source AI tools and unsupervised generated code to production has hidden costs. What to evaluate before you adopt.
Claude Cowork: AI on Every Employee's Desktop
February 27, 2026
Anthropic launched Claude Cowork with plugins for operations, finance, and HR. What it means for B2B companies and how to get ready.
AI Agents This Week: Products, Acquisitions, and Risks
February 26, 2026
Perplexity Computer, Anthropic acquires Vercept, the OpenClaw security crisis, and NIST agent standards. What these stories mean for your B2B company.
IBM Lost $31 Billion: the COBOL Monopoly Is Ending
February 25, 2026
IBM stock dropped 13% after Anthropic's COBOL modernization announcement. What this means for enterprises running legacy mainframe systems and what to do next.
WebMCP: Your Website Talks to AI Agents Now
February 25, 2026
WebMCP is the W3C protocol that lets AI agents use your site's features directly — no scraping, no screenshots. Here's how it works and why it matters.
Your AI Is a Character: What It Means for Your Business
February 24, 2026
AI assistants are characters shaped during training. Anthropic explains why this changes how you should configure and govern AI in your company.
Your Team Uses AI Wrong (and Research Proves It)
February 23, 2026
Anthropic analyzed 9,830 AI conversations. Iteration doubles output quality, but teams accept first responses uncritically. How to fix this at your company.
Enterprise AI Economics Changed in 2026
February 22, 2026
Frontier AI models dropped from $15 to $3 per million tokens. With million-token context windows, projects that didn't pencil out a year ago are now viable.
AI Code Security: What Your Traditional Scanner Misses
February 21, 2026
Static scanners catch known patterns but miss context-dependent vulnerabilities. How AI-powered code analysis closes the gap for mid-market companies.
YouTube Recipes vs. the Chef: AI Agents and Real Software
February 20, 2026
Can AI agents replace professional software development? The difference between following a YouTube recipe and cooking for 200 people, applied to your business.
AI Agents in Enterprise Ops: A Practical Playbook
February 19, 2026
A practical playbook for deploying AI agents in procurement, customer service, and compliance — with frameworks to bridge the demo-to-production gap.
AI Beyond Engineering: A Guide for Every B2B Team
February 19, 2026
AI isn't just for developers. Specific playbooks for Marketing, Finance, Sales, HR, and Operations with 90-day adoption plans for each team.
AI-Powered Business Intelligence: Beyond Dashboards
February 19, 2026
Traditional BI shows what happened. AI tells you what to do next. A 4-level framework to upgrade from static dashboards to autonomous decision engines.
AI Vendor Selection for B2B: Trust and Data Privacy
February 19, 2026
12 critical questions to ask before choosing an AI vendor. Covers trust evaluation, data governance, and privacy protection for B2B decisions.
Enterprise API Strategy: Making AI Integration Work
February 19, 2026
Gartner: 30% of AI projects fail after proof of concept — integration is the cause. A technical guide on API architecture, MCP servers, and legacy connectors.
Why Mid-Market Companies Need a Fractional CTO Now
February 19, 2026
Mid-market companies face high-stakes AI, security, and modernization decisions but can't justify a $200K CTO. A fractional CTO fills that gap.
How to Implement AI in Your B2B Company: A Practical Guide
February 15, 2026
Concrete steps for implementing AI in B2B operations: from picking the right use case to measuring results in the first 90 days.
How to Modernize Legacy Systems Without Disruption
February 10, 2026
Proven strategies for modernizing legacy systems in B2B companies. Learn when it's time to migrate, what options are available, and how to minimize risk.
Digital Transformation for B2B Companies: 2026 Guide
February 5, 2026
How to plan a B2B digital transformation that cuts costs and improves customer experience — with a practical roadmap, tool picks, and mistakes to avoid.
