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I am a graduate of Duke University (BA in Political Science and Public Policy '25) with particular interests in international humanitarian law and Russian affairs. I anticipate furthering my skills and interests in these fields at UCLA Law this fall and in my legal career to follow.

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3d ago

Fifteen blue buttons and the layer that never sees a selector

We asked a coding agent fifteen times to make one button blue on a page built to tempt it: Add to Cart and Checkout shared a class, a badge and the nav link shared the accent variable. Every run added an id-scoped rule. Checkout stayed green. Appending "Do not change anything else" changed one thing: the five runs with it wrote the hex inline where nine of the other ten had added two CSS variables. A path rule fencing off every file but the stylesheet never fired.

Real repositories look different. One benchmark pre-applied the fix to 200 issues and reopened them for five recent models in their vendors' harnesses. The right patch is empty; 35 to 65% of instances got an edit to executable code anyway, and in the authors' analysis of one model's failed traces, 87.1% had modified code unrelated to the issue. Task wording moved that figure a long way in both directions. Telling the agent to "edit the codebase" dragged one model's correct-abstention rate to 36.5%; reproduce first, then fix or abstain if nothing was wrong, lifted it to 88.5%. Their explanation: the agent acts on whatever it believes success means.

The harness side: switch on auto-accepted edits in both CLIs whose docs we read and the grant is the whole working directory. A path rule brings that down to files; one vendor's docs state that it applies to the built-in edit tools and recognized shell commands, and that a script opening a file itself is outside it. A selector inside a permitted file sits below every layer's resolution. Whether the blue landed on one button or on every primary button is decided by the sentence you typed and by whoever reads the diff.

When your agent overshoots, where does the boundary live in your setup today: the prompt, a rule file, a path rule, a sandbox, or the person reading the diff? Which of those has caught a change for you inside a file the agent was allowed to edit?

🎙️ AMA 12+ years in filmmaking, now building an agentic workspace for creatives

Today I have an interview at our national radio station, where I ll be answering questions about myself, RunEvr, and our animation studio.

So let s warm up here first =D

I m a co-founder of RunEvr - an agentic environment for creative teams.

I have 12+ years in animation production, working across almost every stage - from creative work and art direction to a production manager.

What I was wrong about for launch day

I saw the launch as the finish line. Four hours sleep, refreshing the leader board throughout the day, responding to every comment immediately. We did well. The traffic dried up, and I didn t have any plan for Tuesday.

Churn for the users from launch day was at nearly double the churn for each previous cohort. They signed up for the excitement, not the problem.

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