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jedseculles/README.md

Hey there, I'm Jed Seculles

Cofounder @ Sprint19 | CMP Architecture Evangelist | Contexis Main Contributor

Building reproducible AI applications and shipping MVPs for startups worldwide. From Ruby on Rails to AI frameworks, I help founders turn ideas into production systems that scale.

What I'm building

Sprint19: MVP design and development agency for early-stage startups (pre-seed to Series A)

  • Ruby on Rails, React, AWS, Flutter delivering investor-ready products fast
  • Operating globally from the Philippines with startup-first processes
  • MVP to MLP evolution: from functional to lovable products

CMP Architecture: Evangelizing Context-Memory-Prompt patterns for reproducible AI applications

  • Version-locked components for auditability and drift detection
  • Generator-driven development with Rails-like scaffolding

Contexis Framework: Leading development of CLI-first AI framework with sensible defaults

  • Multi-language core (Go orchestration, Python plugins, Rust kernels)
  • Confidence-gating between local OSS and API models

Core stack and expertise

  • Backend: Ruby on Rails (15+ years), AWS architecture, serverless deployments
  • AI/ML: Go orchestration, Python integrations, Rust performance kernels
  • Infrastructure: Cost-optimized AWS (EC2, S3+CDN, RDS), scaling strategies

Technical philosophy

  • Startup velocity without technical debt
  • Version-locked, auditable AI systems
  • Budget-sensitive architecture that scales
  • Generator-driven development workflows
  • Empowering non-technical founders with clear tech decisions

Currently focused on

  • MVP delivery for venture-backed founders
  • Confidence-gating between local/API AI models
  • Fractional CTO advisory for early-stage startups

Past work

Built and scaled core systems for major SaaS and logistics startups (including unicorns) from MVP to production. Advised and led development teams for high-growth companies post-funding across fintech, logistics, SaaS, and consumer apps.


Always happy to connect with fellow builders and innovators. Let's create something amazing together.

Get in touch: [email protected] | LinkedIn | Twitter

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  1. zabbix-cloudwatch zabbix-cloudwatch Public

    Forked from aruruka/zabbix-cloudwatch

    Cloudwatch integration for Zabbix 3.x

    Python

  2. sprint19/sabre_api_ruby sprint19/sabre_api_ruby Public

    Ruby client for Sabre Dev Studio APIs

    Ruby

  3. contexis-cmp/contexis contexis-cmp/contexis Public

    Go 1