“They've now taught over 2,000 PMs and engineers across 500 companies”
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Shreya Shankar
They've now taught over 2,000 PMs and engineers across 500 companies
1 episode · 1 sourced appearance
Appearances and evidence
Short attributed excerpts only. Timestamps are approximate.
Frameworks in these episodes
Episode-linked context, not an unsupported claim of authorship.
Innovation6 steps
Error Analysis: Open Coding to Axial Coding to Count
Turn messy LLM logs into a prioritized list of failures before you write a single test.
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Strategy3 steps
Eval Triage: Decide What Actually Deserves an Eval
After counting failures, route each one to a prompt fix, a code check, or an LLM judge — not all three.
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Innovation4 steps
The Aligned Binary LLM-as-Judge
Build a one-failure, pass/fail judge and align it to a human with a confusion matrix before you trust it.
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Leadership3 steps
The Benevolent Dictator Labeling Model
Appoint one trusted domain expert to own eval judgments instead of running it by committee.
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Resources in their episodes
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