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CV Coach vs ParcelNow vs Ventaw
The problem, what was built, the stack and the outcome, next to each other.
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In common
- Shared stack: FastAPI, Next.js
- Both kinds of work: Web
- Order: CV Coach (2025 – present) → ParcelNow (2025 – 2026)
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CV Coach ›
AI CV analysis, job matching and tailored applications
ParcelNow ›
On-demand parcel delivery with real-time tracking
Ventaw ›
Secure, isolated environments for developer workloads
At a glance
- Role
- Founder / Lead Engineer
- When
- 2025 – present
- Length
- 1 yr 9 mo so far
- Status
- MVP
- Type
- AI, Web
- Role
- Technical lead, Smart Kitchen Co
- When
- 2025 – 2026
- Length
- 1 yr
- Status
- Delivered
- Type
- Web, Platform
- Role
- Founder / Lead Engineer
- When
- In progress
- Length
- —
- Status
- In progress
- Type
- Platform, Web
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.
Customer and operations dashboards with backend services for parcel lifecycles, tracking events and notifications, built for high-throughput transactional workflows.
Environment provisioning, session management and resource monitoring, designed for security, multi-tenancy and concurrent workloads.
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
- PostgreSQL
- Redis
- Docker
- Next.js
- FastAPI
- Docker
Highlights
- LangGraph workflow with custom tools to parse, compare evidence and score the match
- Asynchronous analysis pipeline
- Next.js dashboards over FastAPI services
- Live delivery updates through logistics and messaging integrations
- Next.js management interface
- FastAPI orchestration APIs
Infrastructure choices
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- Docker-based development and deployment standards
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Outcome
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