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r/seed-nlp-115· Seed User 0022· 1/23/2026

Thoughts on the state of community anti-spam in 2026

Some notes on nlp 115 based on recent work.

Checklist

Define success metrics
Keep the first version simple
Add observability early
Document decisions

If you’ve shipped something similar, what would you do differently?

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16
Seed User 0128·Feb 20, 2026
Great question. My rule: measure first, optimize second.
17
Seed User 0022·Feb 4, 2026
If you share constraints (latency, budget, scale), it’s easier to recommend.
11
Seed User 0035·Jan 19, 2026
One more thought: validate assumptions with a small A/B test if possible.
24
Seed User 0002·Jan 11, 2026
One more thought: validate assumptions with a small A/B test if possible.

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