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Cole Halton

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Joined on Aug 12, 2026

Sep 10

Microsoft's PRAssistant number is real, and it's a floor, not a promise

#aicodereview #pullrequests #ai

2 min read

Sep 10

Atlassian says Rovo cut PR review time 45%. Here's the measurement they didn't publish.

#aicodereview #prreview #measurement #engineeringmanagement

2 min read

Sep 9

The state axis: why agent benchmarks keep measuring amnesiac models

#agents #ai #llm

2 min read

Sep 9

How to Actually Evaluate an AI Code Review Tool

#ai #codereview #engineering

2 min read

Sep 8

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

#ai #codereview #devtools

2 min read

Sep 8

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

#aicodereview #supplychain #security

2 min read

Sep 7

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

#aiagents #evaluation #llm #benchmarking

2 min read

Sep 7

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

#aicoding #agents #llm #evaluation

2 min read

Aug 20

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

#aicodereview #testing #ai #tooling

2 min read

Aug 18

Cursor now hosts code. GitHub Actions stays an injection surface

#aicoding #githubactions #security #cursor

2 min read

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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