Research

Dated publications. Each one carries its sources and describes a method we actually ran — not a trend piece. Drafted with AI assistance, edited and approved by the named author.

Whitepaper · 4 October 2026

Shelby: The Production Record

Silviu Preoteasa · 12 pages · PDF

An on-premises AI platform from first demo (September 2025, the firm’s own account) to five production deployments and a published €25–50k fixed pilot fee — the five-control gateway, what Shelby is not, the pricing fork resolved on record, a failure register led by a compliance firm correcting its own compliance sheet, and the internal numbers withheld pending written client consent.

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Whitepaper · 4 October 2026

Nine Days on the Record: The Amata Engineering Rebuild

Silviu Preoteasa · 11 pages · PDF

An electrical contractor’s site rebuilt and live in nine days on the record — who did what (AI built, a human decided), the AI-assisted tender-estimating workflow behind the two published examples, and the claims we refuse to make: no speed-up ratio without a denominator, no outcomes without a record, no client names without written consent.

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Whitepaper · 4 October 2026

Migrating a Legacy WordPress Site: The ARM Record

Silviu Preoteasa · 11 pages · PDF

What it took to move advancedradiomapping.com off a 2017-era WordPress build — the symptom list with archived captures, an eight-point definition of done, the five-step method, and the before/after record. Post-migration metrics deliberately absent until they accrue. Published as a slide-format document; also posted on LinkedIn.

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