Quick solutions for data, analytics, and AI—built to work in production. Precise execution.
Automated monitoring of model updates, token efficiency, and AI reliability.
2026 focus: reliability, cost discipline, and production-grade systems. These are the trends K/20X Labs is implementing for Fortune 100 clients.
Organizations shift from POCs to production systems. Required: model evaluation frameworks, guardrails, drift detection, and MLOps governance.
DQ evolves into reliability engineering: automated validation, observability platforms, and lineage tracking.
ClickHouse/DuckDB adoption accelerates. Columnar engines and query optimization providing 10x cost reduction vs traditional warehouses.
Zero-tolerance for broken metrics. Server-side tagging, event taxonomies, and validation frameworks.
Best-of-breed assembly over monoliths: Databricks + dbt + Fivetran + Airflow with clear quality gates.
Dynamic segmentation via reinforcement learning. Real-time personalization and attribution modeling.
Concrete work across platforms, analytics, data quality, governance, and AI.
Dashboards, models, pipelines, performance, and cost control.
Instrumentation that executives can trust: clean tracking, validation, and consistent reporting.
Practical governance: rules, monitoring, reconciliation, and trust at scale—without red tape.
AI implementations that are measurable and controlled: assistants, GenAI engines, and learning loops.
For years, inside the K200–K203 classrooms we enjoyed creating new concepts and pressure-testing them with real constraints. Teams don't fail because they lack tools—they fail because execution gets buried under delays and noise. K/20X focuses on what works: using data to profile, orchestrate, execute, and measure—fast and precisely.
We adjust fast without breaking fundamentals. When requirements change, we protect reliability.
Clear status, clear risks, clear decisions. No hidden work, no surprises.
Respect for stakeholders, constraints, and time. Partner mindset.
Clean implementations and production discipline. Quality is the shortcut.
I build production-grade data, analytics, and AI systems—quickly, with minimal bureaucracy.
If you need something working quickly—and you want it done correctly—start here.
Based in Bogotá • Working globally and remotely