About OneContinuum

Organizations move faster and generate more data than ever, yet leaders have less clarity than ever. The tools meant to help show what happened, but never why. OneContinuum is the intelligence layer for decision-making — an autonomous reasoning engine that continuously investigates your organization and surfaces what needs attention before it becomes a problem.

Timeline

  1. Oct – Nov 2025

    Incubating the idea, reflecting on a decade of experience

  2. Dec 2025

    Iterating on the vision, first code written

  3. Jan – Feb 2026

    Experimentation: data model, ingestion, graph projection

  4. Mar 2026

    Positioning sharpened, query engine designed

  5. Apr 2026

    Prototype completed, company incorporation

Founder

Lou Marvin Caraig

Lou Marvin Caraig

Founder

Marvin started in video adtech, building real-time analytics pipelines processing billions of daily events. He then moved into engineering intelligence: leading engineering at a Gartner-recognized platform (Point Nine Capital), prototyping one of the first LLM-based agents for engineering reasoning, and directing the development of LFX Insights, the Linux Foundation's project health analytics and contributor intelligence tool covering 15,000+ open-source repos. He built the tools, then led the teams that used them, and saw firsthand what they got wrong. Today he builds production AI agents at Zuma (a16z, YC S21) and is building OneContinuum — the intelligence layer for decision-making he wishes he'd had as a leader.

  1. OneContinuum

    Founder 2025 – Present

    The intelligence layer for decision-making. An autonomous reasoning engine that continuously investigates your organization — surfacing what needs attention before it becomes a problem.

  2. Zuma

    Staff AI Engineer 2025 – Present

    Building a shared agent-based engine that powers AI across voice, chat, and other channels at an a16z-backed, YC S21 company. Production agentic systems, daily.

  3. Linux Foundation

    Director of Engineering 2023 – 2024

    Directed a ~20-person cross-functional team across Americas-to-APAC timezones. Collaborated with peer directors to build LFX Insights — project health analytics, contributor intelligence, and ecosystem rankings across 15,000+ repos and 1.9M contributors.

  4. Athenian

    Engineering Team Lead → Head of Engineering 2019 – 2023

    Led engineering for a Gartner-recognized engineering intelligence platform (Point Nine Capital). Prototyped one of the earliest LLM-based agent MVPs for engineering organization reasoning.

  5. source{d}

    Software Engineer → Team Lead 2018 – 2019

    Open-source ML on code. Built the application layer integrating language analysis, code retrieval, and metadata services for GitHub and Bitbucket.

  6. Viralize

    Software Engineer 2013 – 2018

    Early engineering team, building alongside the CTO from day one. Real-time analytics ETL processing billions of daily events. Kafka, Druid, exactly-once semantics at scale.

BS Computer Science, University of Florence — Full marks with honors

We're looking for design partners

If you're an engineering leader tired of piecing together the "why" from scattered tools, we'd love to build this with you.

Read our vision Become a design partner

Obsessively connecting the dots from Florence, Italy.