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AI Agentic Systems
👨‍💻
AI Agentic Systems
  • Mercado Libre

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edgeorgie/README.md

Edwin Jorge

Software engineer, full-stack web at the core, with production experience extending into native mobile, smart TV, and OTT casting. 5+ years shipping scalable platforms in TypeScript/React/Next.js/Node — currently at Mercado Libre, where AI-assisted and agent-based workflows are one tool I use to move faster across all of that surface area, not the whole job.

By the numbers (Mercado Libre, Nov 2022–present)

  • 4M+ users across LATAM reached by initiatives I delivered end-to-end
  • 10+ initiatives shipped solo, 100% individually owned start to finish — 5 of them directly monetizable, the rest product-improvement
  • 1.5M+ users on a single production feature, delivered in record time with zero production incidents
  • Platforms: web, mobile (WebViews + AI-assisted native Android/iOS), smart TV (Samsung Tizen, LG, Vidaa, TitanOS), and OTT web receivers (Chromecast casting)
  • Observability/SRE: Kibana, New Relic, Datadog, Grafana against SLA/SLI/SLO

Projects

Core platform work

  • Full-stack features across web, native mobile, and smart TV at Mercado Libre — see metrics above. (Proprietary; not public, but the case study and reliability write-ups in my portfolio cite real numbers and sources.)

AI-agent systems (a standout specialty, not the whole story)

  • ask-edgeorgie-mcp — live, public MCP server about me: real TF-IDF retrieval with file+line citations, verified by a real external MCP client over Streamable HTTP.
  • triage-desk — webhook-triggered GitHub bot that triages issues autonomously on issues.opened (kind/priority/labels/duplicates), no human click.
  • eval-lab — installable CLI
    • reusable GitHub Action that gates CI on prompt-variant evals; dogfooded on its own CI and on triage-desk's.
  • repoask-mcp — MCP server (official @modelcontextprotocol/sdk) answering real questions about real repos, deployed and reachable over the open internet.
  • crispy-profiling — npm package: deterministic React re-render profiler with CLI, GitHub Action, MCP server, and Agent Skill.

Portfolio · GitHub activity · LinkedIn · Build log

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  1. codereel codereel Public

    Browser-based editor for animated code and devlog videos. No install.

    TypeScript

  2. Data-Structures-Python Data-Structures-Python Public archive

    Quick project about data structures and algorithms with Python.

    Python

  3. errorlens errorlens Public

    Paste a screenshot of an error and get a plain explanation, likely causes and the fix from a vision model.

    TypeScript

  4. eval-lab eval-lab Public

    Compare prompt variants against test cases with checks and an LLM judge, and catch regressions between runs.

    TypeScript

  5. recall-local recall-local Public

    Search your own notes by meaning. Local embeddings, a memory map of your notes, nothing leaves the browser.

    TypeScript

  6. triage-desk triage-desk Public

    An agent that investigates open GitHub issues with tools and rules on them: kind, priority, labels, duplicates and a suggested reply.

    TypeScript