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Edits for clinical trials case study#170

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rgambee merged 12 commits intomainfrom
mckenna-futuresearch-patch-1
Feb 20, 2026
Merged

Edits for clinical trials case study#170
rgambee merged 12 commits intomainfrom
mckenna-futuresearch-patch-1

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New title and intro, then kept all existing content, but moved most of the case-study specific info to an appendix to instead tell the story of what Claude is doing rather than focusing on the merge example.

New title and intro, then kept all existing content, but moved most of the case-study specific info to an appendix to instead tell the story of what Claude is doing rather than focusing on the merge example.
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@petermuehlbacher petermuehlbacher left a comment

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I looked through the first half or so and the only issues I found were those introduced by me in the first place, so I'll just trust you on this one :)

"\n",
"**1. Specialized orchestration beats general-purpose agent planning for data operations at scale.**\n",
"EveryRow's `merge()` is purpose-built to decompose a large matching problem into hundreds of parallel agent tasks, with intelligent candidate selection and verification. Claude Code is remarkably clever — it independently invented a TF-IDF + parallel-subagent pipeline — but a general-purpose coding agent can't match a system designed specifically for this class of problem.\n",
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Actually, this wasn't completely independently—my data scientist tips (a Skill I wrote for my local CC) helped a decent amount here; it should basically explain the delta between this CC performance (not bad!) to the CC performance in the video I sent you (very bad).
Doesn't need to be changed, but I was reminded of this when recording the video with a clean CC instance.

@petermuehlbacher
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Ah, actually you shouldn't delete the setup cell. This makes the tests fail.

"source": [
"# Setup: install everyrow if needed and configure API key\n",
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@petermuehlbacher is this the setup you are referring to?

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rgambee commented Feb 20, 2026

@mckenna-futuresearch I pushed some edits which should make the notebook runnable. Let me know if you'd like any more changes

@rgambee rgambee merged commit c9eb18e into main Feb 20, 2026
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@rgambee rgambee deleted the mckenna-futuresearch-patch-1 branch February 20, 2026 17:54
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3 participants