01.07
Read a benchmark honestly
Read a public benchmark for contamination, saturation, and harness variance, then triangulate it against a style-controlled arena rating and a fixed probe set you built from your own tasks.
- Making AI Product Decisions
- 17 min
- Free
Who's hiring for this skill
39 companies have live AI-PM roles that ask for skills taught in this lesson.
- Anthropic
- Nebius
- Scale AI
- Intercom
- Rogo
- Writer
- Glean
- Gusto
- Brex
- Fireworks
- Snowflake
- Harvey
- Okta
- Asana
- Cohere
- Speak
- Stripe
- OpenAI
- Mistral
- Mercor
- Coursera
- JetBrains
- Lovable
- Vercel
- 1Password
- Box
- Deepgram
- Klaviyo
- Lightning Ai
- Luma AI
- Spotify
- Ramp
- Cerebras
- Eve
- LangChain
- Plaid
- Render
- Vapi
Concepts in this subchapter
- Model Benchmark
- Benchmark Contamination
- MMLU Benchmark
- Held-Out Test Set
- Golden Dataset
- Harness
- Frontier Model
- Model Card
- Ground Truth
- Nondeterminism
Source video: Building and evaluating AI Agents — Sayash Kapoor, AI Snake Oil, AI Engineer.