SaaS Code Reviewer / Debugging Assistant (Cursor + AI-Assisted Workflow)

SaaS Code Reviewer / Debugging Assistant (Cursor + AI-Assisted Workflow)

Project Overview

We already have a working SaaS platform (~41,000 lines of code).

The system includes:

* User accounts + dashboard
* Audience intelligence engine
* AI content generation using Grok
* Analytics upload system
* Content scoring + insights
* Post generation workflows

We are actively building features using AI-assisted development tools (Cursor).

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What We Need

We are NOT hiring someone to build features from scratch.

We are looking for a technical reviewer / debugging assistant to ensure the system is stable, correct, and production-safe.

You will review code generated by AI tools (Cursor) and ensure it works correctly.

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Responsibilities

1. Code Review (Primary Task)

* Review new features built using Cursor
* Identify logic errors, broken flows, or bad implementation
* Ensure backend + frontend integration is correct
* Check API routes, database operations, and data flow

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2. AI Integration Validation

* Review Grok API integration
* Ensure prompts return structured outputs (JSON where required)
* Validate that AI outputs correctly map into the system
* Debug issues in AI response handling

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3. Workflow Testing

You will test and verify key flows such as:

* Account creation
* Analytics upload → processing pipeline
* Audience intelligence generation
* “Generate Next Post” functionality
* Image generation workflow

You are responsible for confirming these flows actually work end-to-end.

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4. Bug Fixing (Small Scope Only)

* Fix small backend issues
* Patch broken API endpoints
* Resolve data saving/loading problems
* Correct frontend-backend mismatches

No major feature development is required.

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Important Context

We use AI-assisted development tools (Cursor) to build quickly.

This means:

* Code may be incomplete or need correction
* Logic may require validation
* Some flows may break across files

Your job is to act as a quality control layer ensuring stability and correctness.

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NOT Required

* No full SaaS development from scratch
* No system architecture design
* No product strategy work
* No UI/UX design work

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Ideal Candidate

* Strong full-stack development experience (Node / React preferred)
* Experience debugging existing SaaS systems
* Comfortable reading and fixing AI-generated code
* Experience with API integrations
* Understanding of database-driven applications

Bonus:

* Experience with AI tools or prompt-based systems
* Familiarity with fast-moving startup codebases

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Budget & Engagement

* Or fixed price per task
* Ongoing ad-hoc support (preferred)

This is a long-term support role, not a one-off build.

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Deliverables

You are expected to ensure:

* AI-generated code from Cursor is production-safe
* Core workflows are stable and functional
* Data flows correctly across the system
* No broken user journeys exist in key features

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To Apply, Please Include:

* Experience with debugging SaaS applications
* Examples of fixing or improving existing codebases
* Familiarity with API or AI integrations
* Availability per week
* Hourly rate

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Note

We move fast and iterate quickly using AI-assisted development. We need someone comfortable working in that environment, not a traditional slow waterfall developer.