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Live People engine

Guild

Manages the people of the company — hiring, deployment lifecycle, and competency rating.

Replaces spreadsheets and HR sprawl

In the constellation

Guild highlighted in the live map — hover or tap any node to explore.

01Why

Why it exists

AI forgets every session. “Last time you did this” — there is no last time. It promises continuity and delivers amnesia, so there’s no record of who did what, no accountability when something goes wrong, and no growth: an AI on day 30 of a project knows exactly what it knew on day 1.

And you can’t staff AI the way you staff a team — there’s no way to track who’s skilled at what, who’s available, or which model to put on which job. You’re managing a workforce with none of the tools you’d expect to manage one.

02What it is

What Guild is

Guild turns AI models into managed professionals — each with a persistent identity, evidence-backed competency, accumulated experience, and a real lifecycle from hire to retirement. Not throwaway agents and not marketing personas: actual team members whose judgment compounds with every project they ship.

You hire the people you want, deploy them onto work, and rate them on the evidence of what they delivered. After three projects a Guild person is measurably better than after one — and the system tracks exactly why.

03Capabilities

What it does

Hire-to-retirement lifecycle

Hire, deploy, return, rate, and retain your AI workforce — every transition recorded, with a full activity and lifecycle history per person.

Evidence-backed competency

A five-dimension skill rating that only moves on real delivered work, with a career floor that protects what someone has proven they can do.

Roster & team composition

Filter your roster by skill, role, or availability and put the right person on the right job — staffing AI the way you’d staff a team.

AI-assisted hiring

Describe the role and Guild drafts the right person for it; from delivered evidence it can score competency for you, with a manual path always available.

04The cleavage

The line between judgment and machinery

AccelMars draws one hard line through every product: what an AI decides, and what runs deterministically. Guild sits on the boundary — and keeps the two honest.

AI judgment

Where AI helps

  • Drafting the right person for a described role
  • Scoring competency from delivered work
  • Assembling the context a person carries into a job
Deterministic

What stays deterministic

  • Identity, roster, and lifecycle state
  • Competency rating and the career-floor ratchet
  • The full activity and audit history

The workforce state — who exists, what stage they’re in, what they’ve proven — is mechanical and reliable. AI only ever proposes a draft or a score; the record itself is never a guess.

05Connections

How it connects

Powered by

Engines Guild builds on.

Used by

Apps composing Guild.

Live

Live in production — managing AccelMars’s own AI workforce today, with the hiring, deployment, and competency surface running end-to-end.