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Reurci

AI-powered CV tailoring assistant — paste a job description, get 3 summary variants, paraphrased experiences, ATS score & PDF export. Human-in-the-loop, privacy-first. In development.

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TanStack Start
Mastra
Hono
tRPC
Drizzle ORM
PostgreSQL
Reurci screenshot
  • Overview
  • Features
  • Challenge
  • Outcome
  • Stack
  • Screenshots
Overview

Why it exists

Problem

Job seekers waste hours rewriting their CV for each application; generic CVs fail ATS filters and don't match specific JDs.

Who it's for

Job seekers who want a tailored, ATS-friendly CV per application without losing control over the final wording.

Approach

Agentic pipeline on the Mastra framework: JD → 3 summary variants + experience paraphrasing + ATS scoring, with full human-in-the-loop editing, versioning, and one-click ATS-friendly PDF export.

Features

What it does

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Labas

AI-powered multi-language test practice platform — generate authentic exam questions, run mock tests, and track progress for IELTS, TOEFL, JLPT, and more.

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RogasperRogasper

Personal site of Royan Gagas — building notes, courses, and blog sharing what I learn about engineering, SaaS & AI.

Banyumas, Indonesia

contact: [email protected]

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  1. 01
    Paste JD → 3 AI summary variants + per-experience paraphrasing
  2. 02
    Human-in-the-loop: choose, edit, regenerate any section
  3. 03
    CV versioning & history, import from PDF/DOCX
  4. 04
    Rules-based ATS scoring (JD match)
  5. 05
    Privacy-first: personal data encrypted, stored only in browser
  6. 06
    BYOK — any OpenAI-compatible provider (Sumopod default)
The hard part
Designing an HITL flow that keeps AI helpful but never final — plus Turborepo monorepo orchestration with pgvector.
Outcome

Where it ended up

Open source, in development. Demonstrates AI agent orchestration, RAG readiness (pgvector), and product thinking for a real job-seeker pain point.

Stack

Built with

TanStack Start
Mastra
Hono
tRPC
Drizzle ORM
PostgreSQL
Screenshots

A closer look

Reurci screenshot 1
Reurci screenshot 2