Mahesh Yadav
Free Lesson

How to use Jev Better (for PMs/Engineers)

45 min
Oct 16, 2026 12:00 PM

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502 students

What you'll learn

Decide When to Route Tasks to a Classifier Instead of an LLM

Apply the Classification Audit framework to sort your tasks. Does it return a classification? Does it need explanation?

How to Evaluate Jev Against Your Own Data with Examples

Run a reproducible side-by-side pilot: test Jev vs. Claude vs. your current solution on your actual data

Recognize Where General-Purpose Models Still Win

Understand the architectural distinction: Jev is "System One" while Claude/GPT are "System Two"

Why this topic matters

Jev has allowed us to re-imagine our AI agent for work and play. Most of the things that agents do requires them to make a decision before any work can be done and Jev has made making decisions cheaper, faster and deterministic (kinda deterministic with confidence). The main call is not that Jev is better than Claude, ChatGPT or Gemini. It is whether you need them for every instance or can use Jev instead and save money and time.

You'll learn from

Mahesh Yadav

Mahesh Yadav

Ex AI Product Lead - Google l Meta l Microsoft l AWS | 10k+ Alums

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