Senior Software Engineer | System Architecture & AI Engineering
Samuel Gomez Serrano
I build production software end to end: insurance platforms, mobile apps and tools that put AI agents to work.
- Worked with
- Ensamble
- Grupo KC
- Lumston
- Lemu
- Projects
- 44
- In software since
- 2020
- Contributions in 2026
- 5,428
Pacing sample, 2026-11-05 · routing is illustrativeIllustrative: Claude 5h quota runs out · Codex: pacing sample, 2026-11-05
What I'm building
Kairo
The right agent for every task.
Kairo chooses who handles each task and which model, keeping quota in view.
Kairo
The right agent for every task.
Who does each task, with which model, quota in view.
Analyze & approve
Reads the project, proposes a team. A human approves it first.
kairo team analyze
kairo team approve
- Explorer
- Builder
- Test Runner
- Reviewer
Assign
Each role gets a qualified model.
- Explorerabove floor
- Builderabove floor
- Test Runnerabove floor
- Reviewerabove floor
Distribute
Work follows remaining quota.
Fall back & learn
Quota out: the next model steps in. Verdicts feed each role's quality.
Built on top of gentle-ai (opens in a new tab), which owns workflow, review, skills and memory.
// Work
Selected work
- TypeScript 47%
- JavaScript 36%
- HTML 5%
- Vue 4%
- Astro 3%
- CSS 2%
- Other 4%
Stack
All 70
Pick a technology to light up the projects that use it.
npx @kal-elsam/kairo-runtimeKairo
Personal · AI · CLI tool · 2026
1473 commits
- What it is
- Open-source layer that routes work between Claude Code, Codex and OpenCode by capability, eligibility, quota and cost.
- Role
- Own project
ARI & MAYA
Kairo Systems · AI · Web app · 2026
872 commits
- What it is
- AI business platform: WhatsApp conversations, Google Calendar booking and a social content engine for local businesses in Mexico.
- Role
- Founder · Software Engineer
- Impact
- Designed and built the platform end to end: customer conversations, appointment booking, content generation and operational dashboards.
Titan
Grupo KC · Insurance · Web app
221 commits
- What it is
- Internal operations platform: indicators, account information, persistence metrics and admin modules for agents.
- Role
- Frontend Engineer
- Impact
- Delivered internal modules for indicators, account status, persistence, emission and services, and agent support.
CVA Church Page
Personal · Web app
186 commits
- What it is
- Official site of the Comunidad Vida Abundante church, built with Astro.
- Role
- Own project
Grupo KC Corporate Site
Grupo KC · Web app
94 commits
- What it is
- Corporate website: brand, recruitment messaging, insurance offerings and institutional information.
- Role
- Frontend Engineer
- Impact
- Supported the modernization of the public site with a more polished hero and clearer navigation.
Portfolio site
Personal · Web app
91 commits
- What it is
- This portfolio: a Next.js, MDX and Tailwind CSS site with GSAP animation and a three.js scene.
- Role
- Own project
Seguros KC
Grupo KC · Insurance · Web app
78 commits
- What it is
- Public insurance site with policy categories and entry points for prospects and agents.
- Role
- Frontend Engineer
- Impact
- Built a clearer public product-discovery and quotation interface for several insurance offerings and agent access points.
Maximus
Grupo KC · Insurance · Web app
68 commits
- What it is
- Internal analytics platform tracking annual goals, sales mix, ranking and growth across teams.
- Role
- Frontend Engineer
- Impact
- Created a performance dashboard for promotories and agents: ranking, goals, growth and sales mix.
All projects
The other 36: choose a company to open it
AI in action
ARI answers WhatsApp, qualifies, schedules and books on a real calendar.
Hi, are you open Thursday afternoon?
Yes. 4:00 pm or 5:30 pm is free.
Schedule4:00 pm.
Booked for Thursday, 4:00 pm.
Book
- LLM decides
- Service layer acts
- Google Calendar
The same idea for engineering work. Illustrative, with the roles of the Kairo kit.
- Explorer
- Builder
- Test Runner
- Reviewer
Illustrative conversation. Architecture from the ARI case study.
Career
Kairo and ARI & MAYA
Lumston
Lemu
Ensamble Administrador de Riesgos y Sistemas
Grupo KC Agente de Seguros
Miga Ingeniería
Faurecia
Contact
Side quest
Bug Hunt
A tiny first-person engine, written from scratch for this site. Clear the bugs before the system goes down.
A first-person maze shooter. You walk the corridors of a data center and shoot bugs with a patch gun before the system goes down. There are two short maps, three kinds of bug, and pickups that restore uptime and ammo. It uses the keyboard and mouse, or an on-screen stick and fire button on touch screens, and it is a visual game: a screen reader cannot play it, and nothing else on this page depends on it. Press Escape to pause and again to exit.