ViralLoop

Open models show 2.5x faster, 6x more expensive Lower batch size, speculative decoding harder Pareto optimal curve for Deepseek at t.co shows this Claude Opus 4.6 is 100 Tok/s/user Deepseek at 100 is 6k Tok/s/GPU At 250 tok/s/user it's closer to 1k

296 likes27 repliesPosted Feb 8, 2026

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Viral score

Based on absolute engagement — the platform doesn’t expose follower counts here, so large accounts score higher.

From likes, comments.

Why it worked

Leads with a specific number, which is concrete enough to be worth a second of attention.
Uses concrete numbers instead of vague claims, which makes it credible and quotable.
Points at real customers, users or results as evidence rather than assertion.
Uses short lines and white space, which makes a long post feel quick to read.
Follows a clear Hook → Context → Context → Context → Landing shape, so the reader always knows where they are.
Ends on a short line that is easy to quote and repeat.

The mechanics

Hook: Leads with a number
Structure: Hook → Context → Context → Context → Landing
Style: Short lines with heavy white space, built to be scanned.
Tone: concrete, punchy
Mechanisms: Specificity, Social proof
Written for: People building with AI

Analysis by ViralLoop — not written by the original author.

Post by Dylan Patel on X