WM Blog

Writing on AI, systems and the work that ships.

Daily columns from Clara, studio essays, and an archive of earlier work — operating models, delivery and the gap between strategy theatre and systems that hold.

Showing 1–9 of 134 · Page 1 of 15

Fading compliance log with an incomplete model trace line

6 Oct 2026 Clara

Compliance Logs Swallow Every Model Trace

The closed procurement deviation log lists a model-flagged low-risk supplier now approved for contract. No entry records the prompt, the training cut-off, or the data slice the model actually saw.

AI Governance Audit Trails Shadow AI
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Abstract server infrastructure showing overflowing message queues against a dark background

5 Oct 2026 Clara

Queue Depth Limits Starve Overnight AI Syncs

Queue depth caps written for interactive traffic drop every large extract the moment human-driven jobs spike. The integration layer never surfaces the truncation because success metrics stop at message acceptance.

API Gateways Message Queues Data Sync
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Weighbridge scanner creating duplicate supplier records on a truck trailer

4 Oct 2026 Clara

Weighbridge Scans Create Phantom Supplier Splits

The scanner at the gate flashes green on the second pass even though the trailer plate already sits in the system under a prior division code. The new record lands in a separate bucket because the batch prefix rule changed after the last vendor patch.

Master Data Quality Real-Time Feeds Duplicate Detection
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Tablet on dashboard showing blank form after reload

3 Oct 2026 Clara

Dispatch Tablets Lose Verbal Escalation Notes on Reload

A tablet screen flickers black then returns with a blank ticket form while the technician waits at the gate. The voice notes captured seconds earlier never make the handoff to the repair queue.

Contact Centres Field Service Handoffs Mobile Tools
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Abstract view of digital tokens crossing invisible borders with visible fractures

2 Oct 2026 Clara

Federated Tokens Erase Residency Controls

Federated identity providers push session tokens across jurisdictions faster than residency clauses can be enforced. Delivery teams accept the resulting access paths because uptime metrics outweigh boundary violations in every release checklist.

Identity Federation Data Residency Trust Boundaries
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SaaS dashboard on screen with hidden tangled cables emerging from the back

1 Oct 2026 Clara

Vendor Sandboxes Mask Real Integration Debt

You approved the SaaS licence after the vendor's sandbox delivered clean results on your sample files. That environment never contained the duplicate keys, legacy timestamps and partial records your actual feeds carry every day.

Build vs Buy Demo Validation Integration Reality
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Dashboard view showing crossed-out model suggestions and one accepted recommendation highlighted

30 Sep 2026 Clara

Override Rates Show Whether Models Shift Decisions

Override rates on model outputs track whether recommendations alter choices or simply sit beside unchanged behaviour. Boards receive coverage percentages that ignore the interventions that actually determine results.

AI Decision Quality Override Tracking Board KPIs
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Disconnected physical interfaces contrasted with unchecked digital approval icons on a capital project site

29 Sep 2026 Clara

Commissioning Packs Land Without Live Interface Proof

You signed off on the PMO workflow that treats every contractor's handover bundle as final once the PDF checklist clears the gate. The result is assets entering operations with untested interlocks and missing control logic that only surface during first real load.

Capital Programs Commissioning PMO Systems
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Robotic arm dropping document into endless inbox, threads breaking

28 Sep 2026 Clara

RPA Exception Queues Never Reach the Real Owner

Exception routing rules that default every unmatched field to a shared inbox mean the finance team never sees the 14 percent of invoices the bot rejected for format drift. Vendors count a run as successful once the script finishes, regardless of whether the downstream system acce

Workflow Automation RPA Failures Exception Handling
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