Agents at Work – Complete Series (Phases 1–4) with Companion Ebook and Behavioural Themes Guide

Complete research arc for readers who want the full progression from detection to behavioural audit.

This bundle brings together all four phases of the Agents at Work research series, tracing how AI systems detect, interpret and evaluate age-related bias in job adverts.

• Phase 1 maps the presence of age-adjacent language across UK job adverts.
• Phase 2 examines how an AI system interprets those signals and explains its classifications.
• Phase 3 introduces a behavioural framework for analysing how judgement changes under repetition, ambiguity and partial context.
• Phase 4 extends this approach, examining how judgement holds under repeated evaluation, constraint and cross-system comparison.

Taken together, the series moves from detection and interpretation to behavioural evaluation, providing a structured view of how AI judgement systems operate in practice.

The bundle also includes the companion ebook From Explanation to Behaviour, which sets out the behavioural perspective that underpins the series, along with a short themes guide that highlights key patterns across the earlier phases.

This is the complete research arc of the Agents at Work series.

It is designed for researchers, auditors and practitioners working with AI systems where reliability, interpretation and oversight matter.

You will receive the full set of reports and companion materials as downloadable PDFs.