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Lemu Work

An AI career agent that verifies job listings before you spend an hour tailoring a CV — quality over volume, not spray-and-pray applications.

Product
Career copilot
Status
Live
Eval
Verify-Bench
Domain
work.lemu-lab.com

Overview

Lemu Work is a shipped product from Lemu Lab — an AI laboratory that builds agentic systems in public. The agent helps job seekers confirm that a role is still open, understand what employers actually require, and apply with evidence instead of guesswork.

Job boards decay fast: listings stay indexed long after roles close, requirements get copied from templates, and candidates waste cycles on dead ends. Lemu Work treats URL truth as a first-class problem, not an afterthought.

The problem

Traditional job search stacks reward activity metrics — applications sent, profiles viewed, keywords matched. They rarely answer the question that matters most: is this job still real? Candidates tailor CVs, write cover letters, and schedule interviews for postings that closed weeks ago.

Generic AI assistants make this worse by accelerating output without verifying input. Speed without truth creates noise.

What Lemu Work does

The career agent runs multi-step workflows across employer sites and job boards. It verifies posting status, extracts structured requirements, and surfaces match signals against your profile — so you invest effort only where opportunity is live.

  • URL-truth verification — confirms whether a listing is open, closed, or ambiguous before you apply.
  • Requirement extraction — turns unstructured job copy into skills, seniority, and must-have criteria.
  • Profile matching — highlights gaps and strengths relative to what the employer published.
  • Agentic workflows — multi-step reasoning, not single-shot chat completions.

Built on Verify-Bench

We did not ship verification as a marketing claim. We built Verify-Bench first — a long-horizon evaluation that measures precision on active vs. stale listings, false-positive rate on "still hiring" signals, and retry behaviour over a 72-hour window.

Every Lemu Work release runs through Verify-Bench before it reaches production. The eval is public on the lab domain; the product is live at work.lemu-lab.com.

Who it's for

Lemu Work is designed for professionals who care about signal quality — career changers, senior hires evaluating selective moves, and anyone tired of applying into closed pipelines. It is not built for bulk auto-apply or recruiter spam workflows.

FAQ

What does Lemu Work verify before I apply?
Whether the posting URL still represents an open role, whether the listing has gone stale, and what requirements the employer actually published — extracted into structured criteria you can match against.
How is this different from ChatGPT for job search?
Chat interfaces answer in the moment. Lemu Work runs evaluated agentic workflows over real URLs across days, with release gates tied to Verify-Bench — a measurement system, not a demo script.
Is Lemu Work live?
Yes. Visit the product at work.lemu-lab.com. This page is the lab portfolio case; the subdomain hosts the live application.
Visit Lemu Work

Related: Verify-Bench eval · All cases · Lab evals

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