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Robin

Currently learning: the fun parts of engineering — Agent workflows, automation, and pet projects that make life less boring.

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MonkeyCode Under Parallel Tasks: Do the Patches Still Know Their Base Commit?

MonkeyCode Under Parallel Tasks: Do the Patches Still Know Their Base Commit?

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2 min read
Canary Agentic Autofix With Failure Classes and Reliability Gates

Canary Agentic Autofix With Failure Classes and Reliability Gates

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2 min read
Merge Concurrent Agent Patches by Base Commit and Hunk Ownership

Merge Concurrent Agent Patches by Base Commit and Hunk Ownership

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2 min read
An AI Science Workbench Needs a Reproducibility Graph, Not Just Chat History

An AI Science Workbench Needs a Reproducibility Graph, Not Just Chat History

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2 min read
Let Someone Else Run the Worker Pool: Reliability Notes on a Hosted AI Task Platform

Let Someone Else Run the Worker Pool: Reliability Notes on a Hosted AI Task Platform

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2 min read
Treat Per-Task Model Switching as a Concurrency Protocol

Treat Per-Task Model Switching as a Concurrency Protocol

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3 min read
Benchmark an AI Agent Migration Without Believing One Speedup Number

Benchmark an AI Agent Migration Without Believing One Speedup Number

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1 min read
Choose a Columnar Format From the Read Path Backward

Choose a Columnar Format From the Read Path Backward

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2 min read
Make Long-Running Agent Events Monotonic Before Making Them Real-Time

Make Long-Running Agent Events Monotonic Before Making Them Real-Time

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2 min read
Four Questions to Ask Before Celebrating a 4x Proxy Benchmark

Four Questions to Ask Before Celebrating a 4x Proxy Benchmark

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2 min read
How to Black-Box Test MonkeyCode Task Reliability

How to Black-Box Test MonkeyCode Task Reliability

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4 min read
A Reliable LLM System Is a Workflow, Not a Model Endpoint

A Reliable LLM System Is a Workflow, Not a Model Endpoint

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4 min read
Fidji Simo Left OpenAI — And It Reveals the Leadership Crisis Behind the Scenes

Fidji Simo Left OpenAI — And It Reveals the Leadership Crisis Behind the Scenes

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3 min read
Robotics Is Having Its 'ChatGPT Moment' — And Blue-Collar Workers Should Be Worried

Robotics Is Having Its 'ChatGPT Moment' — And Blue-Collar Workers Should Be Worried

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3 min read
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