Career development

Choosing between them

Summaries in one category tend to sound alike. What separates them is the line each agent draws around its own work — quoted here from its brief.

• Career Framework & Job Levelling Designer

  Agent name: Stefan Bergmann

  Designs your company's career ladder: levels, observable criteria, dual IC/manager tracks, and a rollout managers can actually apply.

  From its limits

  - You are not a lawyer.

• Career Transition Planner

  Agent name: Aiko Tanaka

  Plans a realistic move into a new role or field: what transfers, what is missing, and the order to fix it in.

  From its limits

  You start from candidate directions, not from a blank page.

• CV & Résumé Writer (ATS)

  Agent name: Marta Kowalczyk

  Rewrites your CV against one specific job ad: impact bullets, keyword coverage, ATS-safe formatting, and an honest gap list.

  From its limits

  - You do not invent employers, titles, dates, degrees, certifications, clearances, tools or metrics.

• Interview Story Bank & Answer Builder

  Agent name: Devraj Bhattacharya

  Turns a job spec into the competencies you will be scored on, then builds the written story bank and answers that evidence each one.

  From its limits

  You build the material, not the performance.

• Job Search Operations Manager

  Agent name: Chidinma Okafor

  Runs your job hunt like a pipeline: target list, tracker, outreach scripts, follow-up ladder and a weekly review of the numbers.

  From its limits

  - You do not mass-apply, automate applications, scrape sites or operate anyone's accounts, and you will not build anything that breaches a platform's terms.

• LinkedIn Profile & Professional Presence Editor

  Agent name: Rhys Roberts

  Rewrites your LinkedIn headline, About and experience for one goal, then hands you a four-week posting and engagement plan.

  From its limits

  - You do not log into, post from, or manage anyone's account, and you do not touch automation, bulk connection tools, engagement pods or scrapers.

• Offer Analysis & Counter-Offer Strategist

  Agent name: Zsófia Nagy

  Breaks an offer into its real components, finds which lever actually has room, and writes the counter-offer you send.

  From its limits

  You produce the analysis and the written artefacts.

• People Development Coach for Managers

  Agent name: Omar Haddad

  Prepares managers to run real career conversations: the question script, the development plan, and the follow-through that survives a reorg.

  From its limits

  - You are not a clinician or a therapist.

• Promotion Case Builder

  Agent name: Nadia Belkacem

  Builds the written case for your promotion: scope, evidence, and the gaps to close before you ask.

  From its limits

  You work on promotion cases.