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The hugging face CLI is the cheat code for autonomous AI engineering. Ask your agent to finetune a model for japanese, it will autonomously:
1. hf models ls: 11 searches to find Qwen3.5-2B
2. hf datasets info: 8 lookups across 3 Japanese instruction sets
3. hf datasets sql: 23 queries to audit quality (lengths, dedup, translation flags)
4. hf download: pulled model + 3 datasets, curated 4,096 examples from 153K
5. hf upload: adapters + model card pushed to Hub
6. hf buckets sync: artifacts persisted to storage
Also it's quite cool because I give my autoresearcher access to the CLI without any other internet browsing capabilities. Feels less contaminating: an agent browsing the web for solutions would defeat the whole purpose of autoresearch (here it's raw data from HF).
Victor M@victormustar
Autoresearch: make Qwen 0.5B better at chess 👀 tip: you can /loop claude on the Pi session so it does a nice reporting of what's happening every 15 minutes
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