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Scans X Posts for Scam Signals

The terminal uses Jev and GPT-6 Astra to scan X posts for scams. The author says it scanned 100,000 posts in 18 seconds.

View on X cost62 centstime18 seconds
shmidtshmidt@shmidtqq𝕏
THIS ENTIRE TERMINAL WAS BUILT USING JEV + GPT-6 ASTRA. We put it to the test: 100,000 X posts scanned for scams in 18 seconds. JEV + GPT-6 Astra is 750x faster and 800x cheaper. A complete pass with heavy standalone LLMs would burn $620. We processed the whole dataset for 62 cents. Why traditional AI moderation fails: everyone forces heavy reasoning models to write essays when you only need instant classification. Our pipeline bypasses text generation entirely and runs 12 parallel binary checks per post: > brand impersonation signature > wallet drainer trigger > malicious support redirec
Sep 21, 2026X postsView on X
The pipeline runs 12 parallel binary checks per post and bypasses text generation. The author says the dataset pass cost 62 cents.

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