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Builder LabScheduled daily · privateAI-developed · vibe-coded

A personal career operating system: jobs, research, funding, people and events

One pipeline runs every day: it follows startup funding and company news, research positions and networking events, scores how well each role fits my profile, and files the leads I share from my phone. It started from santifer's open-source career-ops; on top I built the daily run, the sources beyond job boards, the scoring and the web dashboard.

Built with AI coding agents; I set the design, the rules and the tests they have to pass.

WHERE IT LOOKScompany job boardsten hiring systemsFederal Employment Agencypublic APIventure-portfolio boardsnews feedsfunding, expansionacademic portalsdoctoral positionsphone, Application Trackerleads, saved postingsEVERY DAYrules filterno modelmodel gradeseach requirementcode scoreshard capsONE LOCAL DASHBOARDtodayjobscompaniesleads and peopleresearchevents and newstoday's shortlistcompanies, news, eventsand research go straightto their trackersscheduled daily on my laptop;it reads, scores and files
The dashboard, on synthetic demo data0:44 · silent, with captions

What it covers

Where it looks

Opportunities
Company job boards through ten hiring systems' own interfaces, the Federal Employment Agency's public API and venture-portfolio boards.
Companies
Each company's boards, checked: a board naming another employer is turned down, an empty one flagged.
Funding and news
A weekly digest: a robotics or autonomy startup that raises money enters the database before it hires.
Research
Doctoral positions in their own tracker, on a separate scorecard.
Events
Hackathons, meetups, fairs and founder programmes, checked at the organiser's page.

What I bring to it

Leads
Roles, doctoral positions, events or companies I spot on my phone, each filed for evaluation.
Capture
Application Tracker, my browser extension, saves postings to Notion; Career-Ops reads the statuses back.

How it judges

Evaluation
A model grades each requirement of a role; code turns the grades into a score, with hard caps.
One dashboard
Today, jobs, leads, people, research, events, news and companies in one local window.
Guards
Paid data has a weekly cap; unattended runs are told to treat page text as data, never as instructions.

What is santifer's, and what is mine

Built on santifer's open-source career-ops (MIT), which already evaluated jobs and scanned three hiring systems. I made it run every day on its own and widened it into everything above.

From santifer/career-ops, MIT

  • Evaluating a job
  • A scanner for Greenhouse, Ashby and Lever
  • Evaluations in batches
  • A terminal dashboard
github.com/santifer/career-ops

Mine

  • The daily run, on a schedule
  • Seven more hiring systems
  • Public APIs, venture boards and news
  • Finding companies' boards and checking their health
  • Computed scores with hard caps
  • Leads, research and events trackers
  • The web dashboard

The test suite grew from about 300 lines to about 5,800, run against temporary folders and never against real data.

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MechCopilot

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