Ravi Teja Palanki
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AI Evals · 36 episodes
T01
Benchmarks ≠ Evals
T02
Non-Determinism
T03
The Quality Owner
T04
Failure Anatomy
T05
Golden Datasets
T06
The Three Gulfs
T07
Two Axes of Checking
T08
Traces & Observability
T09
The Tool Landscape
T10
Your First Eval Suite
T11
Machine Rubrics
T12
Judging the Judge
T13
Smarter Judges
T14
The RAG Triad
T15
Conversation Evals
T16
Agent Evals
T17
Trace Debugging
T18
Pipeline Evals
T19
Production Watch
T20
Human-in-the-Loop
T21
Beyond Pass/Fail
T22
Root Cause Analysis
T23
Shadow Testing
T24
The Eval Flywheel
T25
Agent Governance
T26
Eval Economics
T27
Build vs Buy
T28
Red Teams
T29
Evals as Strategy
T30
The Limits
B01
Gaming the Eval
B02
Dark Factories
B03
Physical World Evals
B04
Student > Teacher
B05
Tool Ecosystem Evals
B06
Production-Grade Trace Scoring
Field Manual
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Field Intelligence
Frontier Companies
Read the market, qualify the numbers, find the value.
Anthropic
OpenAI
Google / Alphabet
DeepSeek
xAI / SpaceXAI
Microsoft
Meta
Dispatches
01 · The Summer of Rogue Agents
Craft Curriculum
01
Agentic Stack
— Foundation
What the agent sees, and how context is assembled.
02
Harness Engineering
— Build
The runtime that makes agents reliable.
03
Environment Engineering
— Operate
The world around the agent — reach, authority, recovery.
04
AI Evals
— Prove
How a team defines and measures "good."
05
AI PM OS
— Monetise
Capability into economics, adoption, and authority.
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Field Manual
Takeaways
AI Evals · Episodes
T01
Benchmarks ≠ Evals
T02
Non-Determinism
T03
The Quality Owner
T04
Failure Anatomy
T05
Golden Datasets
T06
The Three Gulfs
T07
Two Axes of Checking
T08
Traces & Observability
T09
The Tool Landscape
T10
Your First Eval Suite
T11
Machine Rubrics
T12
Judging the Judge
T13
Smarter Judges
T14
The RAG Triad
T15
Conversation Evals
T16
Agent Evals
T17
Trace Debugging
T18
Pipeline Evals
T19
Production Watch
T20
Human-in-the-Loop
T21
Beyond Pass/Fail
T22
Root Cause Analysis
T23
Shadow Testing
T24
The Eval Flywheel
T25
Agent Governance
T26
Eval Economics
T27
Build vs Buy
T28
Red Teams
T29
Evals as Strategy
T30
The Limits
B01
Gaming the Eval
B02
Dark Factories
B03
Physical World Evals
B04
Student > Teacher
B05
Tool Ecosystem Evals
B06
Production-Grade Trace Scoring
Field Intelligence
Frontier Companies
Anthropic
OpenAI
Google / Alphabet
DeepSeek
xAI / SpaceXAI
Microsoft
Meta
01 · The Summer of Rogue Agents
Craft Curriculum
01
Agentic Stack
— Foundation
02
Harness Engineering
— Build
03
Environment Engineering
— Operate
04
AI Evals
— Prove
05
AI PM OS
— Monetise
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Presentations
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Production-Grade Trace Scoring — AI Evals