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LLM-as-judge evals: writing the rubric, and the failure modes that lie to you

LLM-as-judge evals: writing the rubric, and the failure modes that lie to you

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3 min read
Run your own bake-off before you pick a production model

Run your own bake-off before you pick a production model

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4 min read
"Trust Me Bro" Benchmarks — How AI Labs Grade Their Own Homework

"Trust Me Bro" Benchmarks — How AI Labs Grade Their Own Homework

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29 min read
Evals before vibes

Evals before vibes

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9 min read
MCP structuredContent: Claude Code Drops Your Text Blocks

MCP structuredContent: Claude Code Drops Your Text Blocks

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9 min read
Why an 88.64 leaderboard score needed the catch in the same sentence

Why an 88.64 leaderboard score needed the catch in the same sentence

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1 min read
Home-made Evals Just Taste Better

Home-made Evals Just Taste Better

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8 min read
The Eval Scorers You Actually Need for LLM Apps (and When to Use Each)

The Eval Scorers You Actually Need for LLM Apps (and When to Use Each)

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5 min read
Catch prompt regressions in CI before your users do

Catch prompt regressions in CI before your users do

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3 min read
Can an AI model hide how capable it really is?

Can an AI model hide how capable it really is?

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10 min read
LLM Evals Start as Thirty Test Cases, Not a Platform

LLM Evals Start as Thirty Test Cases, Not a Platform

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4 min read
"đźš« Your Agent Demo Is Not a Release Gate"

"đźš« Your Agent Demo Is Not a Release Gate"

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2 min read
"â›” Stop Merging Agents Without a Required Check"

"â›” Stop Merging Agents Without a Required Check"

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2 min read
"đź§Ş RAG Without CI Metrics Is Just a Chatbot"

"đź§Ş RAG Without CI Metrics Is Just a Chatbot"

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2 min read
Testing multi-agent crews: forcing split-brain, goal drift, and context drift to happen in CI

Testing multi-agent crews: forcing split-brain, goal drift, and context drift to happen in CI

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9 min read
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