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CV Coach vs Ventaw vs Picking & Packing app

The problem, what was built, the stack and the outcome, next to each other.

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In common

  • Shared stack: none in common
  • Order: CV Coach (2025 – present) → Picking & Packing app (2025 – 2026)

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CV Coach ›

AI CV analysis, job matching and tailored applications

Ventaw ›

Secure, isolated environments for developer workloads

Picking & Packing app ›

A Kotlin warehouse app for fulfilment teams

At a glance

Role
Founder / Lead Engineer
When
2025 – present
Length
1 yr 9 mo so far
Status
MVP
Type
AI, Web
Role
Founder / Lead Engineer
When
In progress
Length
—
Status
In progress
Type
Platform, Web
Role
Lead, Smart Kitchen Co
When
2025 – 2026
Length
1 yr
Status
Delivered
Type
Mobile

The problem

A Chrome extension captures job ads; a LangGraph workflow parses the CV and the ad, scores the match and drafts tailored cover letters and CV revisions.
Environment provisioning, session management and resource monitoring, designed for security, multi-tenancy and concurrent workloads.
An Android app that drives picking and packing for warehouse and fulfilment operations.

What was built

A Chrome extension captures advertisements, stores them in PostgreSQL and queues analysis. The platform compares a CV with a job description, produces a structured match score and generates tailored cover letters and CV revisions.
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Stack

  • FastAPI
  • Next.js
  • Supabase
  • LangGraph
  • LangChain
  • Celery
  • Next.js
  • FastAPI
  • Docker
  • Kotlin
  • Android

Highlights

  • LangGraph workflow with custom tools to parse, compare evidence and score the match
  • Asynchronous analysis pipeline
  • Next.js management interface
  • FastAPI orchestration APIs
  • Led architecture and development
  • Built in Kotlin for warehouse floor use

Infrastructure choices

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Outcome

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