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 149 · Page 1 of 17

Fragmented keys splitting across overlapping digital ledgers with red collision markers

21 Oct 2026 Clara

Reference Table Snapshots Fork Master Keys Overnight

Master data tools freeze entity keys to the last successful lookup window. Any later reference correction arrives after the AI pipeline has already committed the stale mapping as ground truth.

Master Data Management Reference Data Updates Entity Resolution
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Faded RACI chart with decision paths diverted into active notification bubbles

20 Oct 2026 Clara

Escalation Matrices Stop Working Once You Lock the Owner List

You approved the governance framework that printed every decision right into a static matrix. That matrix now forces every out-of-hours query into the single inbox still monitored by a contractor whose contract ended last quarter.

Operating Models Escalation Matrices Decision Rights
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Two versions of the same contract diverging into separate EDRMS folders under low light

19 Oct 2026 Clara

Short Dedupe Windows Let Duplicate Contracts Fork in EDRMS

Message deduplication keyed only to the first 256 bytes of the payload lets two different versions of the same contract land in the EDRMS under separate IDs. The integration layer marks both deliveries successful and the downstream AI training set now treats them as distinct enti

EDRMS Integration Message Deduplication API Retries
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Printer tray with contracts under low light suggesting hidden model decisions

18 Oct 2026 Clara

Embedded Scoring Models Strip Decision Provenance

A stack of supplier contracts slides from the printer tray with every approval flag already set. No column records the model version, prompt or data cut-off that produced each flag.

Shadow AI Procurement Models Audit Trails
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Robotic process arm stopped at a gap between two incompatible enterprise systems

17 Oct 2026 Clara

RPA Approvals Ignore the Permission Gaps Between Systems

You signed the automation contract once the vendor dashboard showed high completion rates inside their controlled test flows. Those rates stopped counting once the bot reached the first external system that required write access the procurement never requested.

RPA Procurement System Permissions Process Handoffs
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Illustration contrasting a clean demo interface with underlying messy production data

16 Oct 2026 Clara

Curated Inputs Shield Demo Products From Real Failure

Feature-complete demos run only on data the vendor has already cleaned and constrained. That filtering step turns every capability claim into a performance that evaporates once the buyer's actual records arrive.

Product Demos Build vs Buy Production Validation
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Illustration of identity tokens crossing invisible borders between regions

14 Oct 2026 Clara

Global Replicas Override Your Residency Contract

You signed the contract for the enterprise identity suite after the vendor demo showed clean compliance dashboards. Those dashboards never exposed that every token refresh pulls attributes from the nearest regional replica regardless of the residency contract you negotiated.

Identity Platforms Data Residency Trust Boundaries
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Split scene showing a halted manual process next to inflated dashboard metrics

13 Oct 2026 Clara

Starved Baselines Let AI Pilots Declare Victory

Paused manual workflows create the clean comparison numbers that turn every AI pilot into an overnight success. Boards then approve scale-up on evidence that collapses the moment the old process restarts alongside the new one.

AI Measurement Baseline Manipulation ROI Reporting
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