LLenny's Podcast
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Strategy4 steps

Build for the Current Model, Prototype for the Next

Elicit max capability from today's model while pre-building the products the next model will unlock

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Strategy4 steps

Clear-Goal Ambiguity Cut

Because general LLMs can do anything, a sharp key-user + problem + use-case triad is what rules approaches out

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Innovation4 steps

Fairer Marketplace Rating System Design

Fight rating inflation and averaging bias with renormed labels, priors, blind reviews, and the sound of silence.

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Innovation5 steps

Hypothesis-Driven Experimentation: Learning as a Win

Reframe experiments from winners/losers to hypotheses; run more, run shorter, and carry priors forward.

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Strategy4 steps

Marketplace Whack-a-Mole: Managing Winners and Losers

Most consequential marketplace changes create winners and losers; manage the trade, don't chase a metric.

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Leadership3 steps

Mission-Above-Product Prioritization

Route every cross-org tradeoff through a single shared mission so decisions are fast and everyone stands behind them

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Innovation4 steps

Model Introspection Harness Repair

When an AI agent misbehaves, ask it why — its explanation reveals the harness gap to fix

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Strategy4 steps

Predict vs. Decide: Think in Differentials

Prediction finds correlations; decisions need causal differences. Optimize the lift, not the level.

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Innovation4 steps

Ship-in-Research-Preview Speed Loop

Cut idea-to-user time from months to a week by branding launches as previews and pre-wiring the launch chain

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Entrepreneurship4 steps

Start Bespoke, Become a Marketplace Later

A marketplace never starts as a marketplace; win with a pre-liquidity value prop first.

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Productivity4 steps

The 100%-or-Nothing Automation Rule

An automation that works 95% of the time isn't an automation — push it to 100% or don't rely on it

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Entrepreneurship4 steps

The Scaled-Liquidity Smell Test

Before calling yourself a marketplace, prove you have scaled liquidity on both sides.

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Productivity3 steps

Three-Legged Model Evaluation

Judge a model-harness combo with heavy usage, a trusted five-person taste panel, and ~10 sharp evals

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