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#threads
2 posts
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Designing a Generation Pipeline — A 4-Axis Content Model, Queue-Based Scheduling, 3-Layer Attribution
Part 2 of an engineering log on building a Threads marketing agent: a content model decomposed into four axes, an idempotent publish worker, and 3-layer attribution where 90% of clicks were bots.
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Designing a Crawler That Beats Three Tiers of Anti-Bot — From TLS Fingerprints to CDP Detection
Part 1 of an engineering log on building a Threads marketing agent: the bottleneck was never LLM generation — it was crawling. Tiering the strategy by which signal the anti-bot actually inspects.
