Vibe Coder · AI-Native Builder · Ops Architect

Biotech PhD. Building AI-native products for complex environments.

Operating at the intersection of science, product, and execution. I use AI as an execution engine to turn ambiguous problems into real, shipped software — fast.

3 Products in production
10+ AI models in workflow
12+ Years building ventures
Vibe Coder AI Builder AgTech Compliance
Edgar Mancilla Sanchez
01 // Profile

I am an interdisciplinary professional navigating the complex intersections of science, technology, and operational realities.

My background as a Biotech PhD provided the analytical rigor. My experience in high-growth operational environments and regulated industries built the strategic execution. I am a hands-on builder, systems-oriented, and execution-heavy.

I work at the intersection of product, operations, and AI execution — using vibe coding and multi-model workflows to turn ambiguous problems into real, shipped software while keeping the process discipline that complex environments demand.

02 // Core Capabilities

AI-Native Product Development, strategy and operations, compliance and market readiness, traceability, documentation, quality systems, automation, AgTech, and cross-functional implementation.

AI Toolchain

"I use AI as an execution system, not autocomplete. My workflow includes persistent briefing files per model and context systems that guide implementation, debugging, and architectural decisions."

Swipe to see more tools
Anthropic / Claude
🟣
Claude SonnetArchitecture · Complex code · QA
🟣
Claude CodeAgentic CLI coding
🟣
Claude CoworkAgent orchestration
OpenAI
🟢
ChatGPTIdeation · Drafts · Second opinion
🟢
CodexCode generation
Google & Local
🔵
GeminiCross-review · Long context
🟠
Google AntigravityCloud execution
🔵
NotebookLMResearch synthesis · Knowledge base
🎨
StitchUI design & prototyping
⚙️
Qwen Code 2.5 7BLocal inference · Offline tasks
Context & Knowledge
🪨
ObsidianContext management · Knowledge base
📋
NotionProduct HQ · Documentation
03 // Vibe Coding - Shipped Projects
Swipe to see more projects

Beauty Studio Copilot

Solo Builder · Product Engineer · LATAM · 2026 — Present
Live — View project →

SaaS platform for beauty studios — built solo from zero to production and validated by a real user today. Replaces fragmented WhatsApp + Google Sheets workflows with a structured operating system for beauty businesses.

20+features in prod
45+unit tests
1solo builder
  • Full management system: multi-tenant auth, client CRM, Google Calendar sync, assisted messaging (WhatsApp), loyalty system, checkout & finances, multi-staff with roles, KPI dashboards, automated reminders, and mobile-first UX.
  • Full product ownership: definition, UX decisions, implementation, backlog management, debugging, and continuous iteration.
  • Production monitoring with Sentry, 45+ unit tests, strict TypeScript and ESLint — no shortcuts.
Next.js App Router TypeScript Firebase Auth Firestore Cloud Functions Google Calendar API OAuth2 Twilio SendGrid Sentry
Beauty Studio Copilot project screenshot

Viajero Sediento

Product Builder · Real client · 2026
Live — View project →

Mobile-first digital catalog and admin platform for a real tap room — Nordic aesthetic, individual beer sheets, full CRUD with image upload and state management. Staff uses the admin panel daily in operations.

Next.js TypeScript Firebase Auth Firestore Firebase Storage App Hosting
Viajero Sediento project screenshot
04 // Selected Experience

TRYP Mexico

Operations and process standardization across three distribution centers, with reporting workflows, vendor onboarding, automation, and quality/compliance coordination.

TraceLab Consulting

Business strategy, operations, compliance, and market readiness for early-stage and growth-stage brands translating technical and regulatory needs into practical systems.

Urbn Leaves

AgTech venture focused on urban agriculture, hydroponics, controlled-environment systems, traceability, and decentralized food production.

05 // Historical Timeline

Recent timeline highlights include TraceLab Consulting, Tryp Mexico, Urbn Leaves, Baja Biotech, academic research, and INC Research / Syneos Health.

06 // Credibility & Substance

Core themes across the work include AI-native product development, vibe coding & multi-model orchestration, solo builder — zero to production, context engineering & structured AI workflows, operations & process standardization, compliance & regulatory systems, traceability & documentation, AgTech & urban agriculture, and startup & high-growth environments.

06 // Field Notes

A space to publish ideas, curiosities, and things I genuinely like.

This section is more open: essays, notes, references, personal interests, work reflections, and whatever feels worth sharing at the moment.

Abstract cover image for an article about vibe coding and AI-assisted development
Systems

Vibe coding is not what you think

Everyone has an opinion on vibe coding. Most of them are wrong. Here is what it actually takes to build real things with AI — and why the barrier it removes is not the one people think.

Abstract cover image for an article about operating systems for fast-moving teams
Operations

How I design operating systems for messy, fast-moving teams

A practical framework for turning fragmented workflows, undocumented decisions, and reactive execution into a system the team can actually run.

Abstract representation of how interests shape operational systems
Ideas

Why Interests Shape the Systems We Build

A reflection on how urban agriculture, 3D printing, traceability, and experimentation shape the way I think about systems, operations, and innovation.

Ready to build something real?

Whether you need an AI-native product built from scratch, want to structure an early-stage startup with solid operational systems, or want to explore how vibe coding can accelerate your execution. Let's work.