Victor Lipov
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Talks

Talks I've given.

Live sessions on where AI actually pays off for a business, and why judgment — not production — is the moat. Private: each deck walks through real, decomposed client processes.

Startup Madeira · Startup Talks #1

Judgment is the moat

A fireside on why cheap building doesn't lower the bar — it raises it. AI amplifies whoever holds it; the responsibility to decide what deserves to be built stays a permanent human seat.

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Madeira Friends · Jun 2026

Where AI actually pays off

15 years on the business side, turned into a working heuristic: where AI drafts, where code locks, and where you decide and sign. Two real client processes decomposed end to end.

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Case studies · the systems behind the talks

The running systems, in depth

The production systems the talks point to — a bid desk that shows its work, a configurator that compounds, a system that sees itself. Each shipped, and still running.

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