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[#민주_jpg📸#] 220205🎁 #HAPPY_BIRTHDAY_MINJU🤍# 울민주 생일 비하인드😻🎂 앞으로도 민주와 행복하기로 약속해요💘 #김민주# #민주# #KimMinJu# #ミンジュ# #민주엔젤_하늘에서_내려온_날# #민주로가득한_겨울의끝자락# #OurPreciousMinjuDay#

We tried using Meta's new Muse Code agent, but it has a bug that doesn't let it sign in from a docker container. So we did a fun experiment: Meta claims Muse Spark 1.2 was co-trained with their Muse agent harness. So we extracted instructions from their system prompt and added them to the Cline harness. TL;DR of this special prompting: - Trust source code over the user prompt, so read every call site and existing tests before starting the task - Weigh edge and error cases as heavily as the happy path - Always reproduce the bug before fixing - Don't trust the first passing test suite, and verify suspicious looking half-baked tests - Never stop at just editing, keep working until the change is verified complete. We then asked this modified harness to fix a real bug from our repo, and compared the results to the original Cline agent harness. Results: - Used 2.7x fewer tokens (19.7M → 7.2M) - Finished 2x faster (49min → 24min) - Cost 2.4x less ($7.69 → $3.25) Same Muse Spark 1.2 model, same task, only the prompting changed. Incredible how much of a performance gain Meta was able to achieve training it on these special instructions!

"Aw, this the best in the world, right here." Ant's daughter left a heartfelt message inside his NBA All-Star ring box in February 🥲❤️ Happy 25th Birthday, @anthonyedwards!