Writing – AI | Ben White

2 March 2026 9 min read AI Process Improvement

From Gatekeepers to Guardrails: Governing AI-Generated Code Without Blocking Innovation

Platform-embedded AI is already generating code inside your business. A guardrail model that documents, checks, and escalates governs without blocking.

Bayeux Tapestry style triptych. Left panel: 'HIC SCRIBAE SPIRITVS SINE CVSTODE LABORANT' — spirit scribes work unsupervised in a bustling multi-storey scriptorium, writing code while a guard sleeps. Centre panel: 'PORTA CLAVSA, VIA APERTA' — a gatekeeper stands before a locked iron gate, but figures slip through gaps and climb over walls around it. Right panel: 'NON MVRVS SED SEMITA' — a winding open path leads to a thriving village, with people freely walking guardrail-lined roads toward a castle on the hill.

25 February 2026 9 min read AI Process Improvement

Your AI Governance Committee Has a Blind Spot. It's Called 'Everyone Else.'

AI governance built without practitioner input produces policies nobody follows. Start from what teams already do and wrap strategic oversight around it.

Bayeux Tapestry style illustration contrasting two approaches to AI governance. On the left, a thriving multi-level building filled with workers collaborating at every level, with the Latin inscription HIC GUBERNATIO AB INTUS AEDIFICATUR (here governance is built from within). On the right, an empty scaffolding structure covered in cobwebs with a lone figure sitting idle, inscribed STRUCTURA VACUA NEMO AUSCULTAVIT (an empty structure, no one listened). Mythical creatures decorate the tapestry border.

11 February 2026 6 min read AI Process Improvement People

The Mentoring Gap: When Your Manager's Thinking Partner is an AI

If managers are getting their intellectual sparring needs met by AI, what happens to the development relationship with their direct reports?

Medieval triptych illustration showing three scenes: a king and advisor debating with swirling thoughts between them (DVO CONSILIA VNVM TEMPVS), a lone ruler sitting in an empty castle hall (SOLITVDO IMPERII), and a king conversing with an advisor while a solitary figure reads behind a wall (NVNC PRAESENS SVM)

3 February 2026 5 min read AI Process Improvement

Your Data Will Never Be Ready. Start Anyway.

Waiting for perfect data before starting AI guarantees you never move. Target specific datasets for specific use cases and learn what good enough means.

Medieval triptych illustration. Left panel titled VIAE OMNES IMPERFECTAE SVNT shows farmers arguing over broken roads. Centre panel titled PRIMVM OMNIA METIENDA depicts a robed figure presenting plans before a walled city. Right panel titled VNA VIA DOCET ALTERAM shows workers laying a new road with ox carts moving supplies.

13 January 2026 6 min read AI People

Why Managers Adopt AI at Twice the Rate

Why managers adopt AI at twice the rate of individual contributors, and what this reveals about the structural isolation of leadership.

7 January 2026 7 min read AI Transformation

The Gutenberg Parallel

Gutenberg assembled existing components into a transformative tool. LLMs follow the same pattern - and the gatekeepers who built them may not benefit most.

Bayeux Tapestry-style triptych showing three scenes of the printing press era: a bishop blessing monks operating a printing press (ECCLESIA PRELA BENEDICIT), printed pages flying freely without an owner (SCRIPTA VOLANT SINE DOMINO), and figures debating outside a cathedral and castle as citizens read freely (QVI NVNC DOMINANTVR - Who are the masters now?)

17 December 2025 8 min read Transformation Process Improvement AI People

Change Management is Dead; Long Live Change Enablement

Why the 18-month waterfall change programme can't keep pace with 18-day AI update cycles. And what to build instead. How many times has the AI...

9 December 2025 6 min read AI Process Improvement People

How to Hire for AI Transformation Success

AI transformation fails when organisations hire one person to fill three roles. Define whether you need strategic leadership, technical building, or both.

2 December 2025 6 min read AI Personal People

Building Your Future in the Age of AI: A Practical Guide for Young Professionals

Entry-level UK roles have fallen by a third since 2022. Young professionals need AI fluency and critical thinking to navigate a rebuilt career ladder.

24 November 2025 4 min read AI Process Improvement

When "AI-Assisted" Becomes Meaningless

The line between AI-assisted and AI-generated work is dissolving. Stop measuring methodology and start enforcing accountability - someone must own the output.