Cole Halton

Cole Halton

Sep 9

The state axis: why agent benchmarks keep measuring amnesiac models

#agents #ai #llm

1

2 min read

Cole Halton

Sep 9

How to Actually Evaluate an AI Code Review Tool

#ai #codereview #engineering

2 min read

Cole Halton

Sep 8

Your team's coding rules aren't in the prompt, they're in the ingest

#ai #codereview #devtools

2 min read

Cole Halton

Sep 8

The GNU strip backdoor is the case AI code review can't see

#aicodereview #supplychain #security

2 min read

Cole Halton

Sep 7

The sleep loop is the tell: agents that pay per action optimize to do nothing

#aiagents #evaluation #llm #benchmarking

1

2 min read

Cole Halton

Sep 7

The model did the reverse-engineering. The validator was the hard part.

#aicoding #agents #llm #evaluation

1

2 min read

Cole Halton

Aug 20

How I actually eval AI code review tools (no vendor numbers)

#aicodereview #testing #ai #tooling

2 min read

Cole Halton

Aug 18

Cursor now hosts code. GitHub Actions stays an injection surface

#aicoding #githubactions #security #cursor

2 min read

Cole Halton

Aug 13

DeepSeek Harness: What "Everything is a Plugin" Actually Means for Agent Frameworks

#deepseek #aiagents #opensource #benchmarking

2 min read

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The state axis: why agent benchmarks keep measuring amnesiac models

How to Actually Evaluate an AI Code Review Tool

Your team's coding rules aren't in the prompt, they're in the ingest

The GNU strip backdoor is the case AI code review can't see

The sleep loop is the tell: agents that pay per action optimize to do nothing

The model did the reverse-engineering. The validator was the hard part.

How I actually eval AI code review tools (no vendor numbers)

Cursor now hosts code. GitHub Actions stays an injection surface

DeepSeek Harness: What "Everything is a Plugin" Actually Means for Agent Frameworks