Career Operations on Cloud: An AI-powered job search system built on Cloud Code

by SkillAiNest

@santifer built a multi-agent job search system on Claude Code, ran 631 assessments, sent out 68 applications, and landed the Head of Applied AI role, then open sourced it.

The problem: Searching for senior AI roles is a full-time job. Read JD, map your skills, rewrite CV, fill 15 field forms, multiply by 10 offers a day. 74% of offers are a poor fit. You will know after reading 800 words. Solution: Carrier-Ops automates analysis. You make every last call.

What stands out?:

  • 🎯 A–F scoring in 10 dimensions with role match gate filters

  • 📄 ATS PDFs with per-roll keywords, reordered bullets, auto-region

  • 🔍 Scanners at 45+ companies like Ashby, Lever, Wellfound

  • ⚡ Batch mode runs 122 URLs in parallel with the worker architecture.

  • 🧠 StoryBank generates reusable STAR+R interview responses.

  • 💰 Negotiation script for Salary, Geo Gaps, Competitive Offers

  • 📊 Dashboard with filters, sorting, and slow preview

  • 🔁 680 URLs trimmed with human review before submission.

From the numbers:

  • 631 reviews, 516 unique offers.

  • 354 PDFs generated.

  • 68 applications were sent.

  • 9.1K GitHub stars, 1.6K forks

Different because it’s not an auto-apply bot, it’s a filter. The design principle is clear: automated analysis, not decisions. And the system itself is a portfolio, building a multi-agent architecture for multi-agent roles is the most direct proof of competence.

Perfect for senior engineers, AI practitioners, and anyone running a serious, high-signal job search at large.

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