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Notes on autocomplete behavior, SERP data, and agent-first search tooling.

Why multi-agent SEO pipelines break: three contracts stop the spiral

Multi-agent SEO pipelines break when handoffs assume state, order, and validation, and three boundary contracts plus a token-lean pass keep the next run from becoming a three-day repair.

Oct 17, 2026 · 8 min read

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When DataForSEO is not enough: which second source fills which gap

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SEO MCP stack: which servers operators plug in and what each costs

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Oct 16Google Ads API basic access: wrap keyword ideas or buy volumes→
Oct 15How stale is this keyword row? Crawl date, lag, live pull→
Oct 15Autonomous SEO triage-PR loop: finding problems to approving fixes→
Oct 14Which ChatGPT questions drove visits: what you can and cannot see→
Oct 14Keyword golden ratio: allintitle divided by volume and the 0.25 gate→

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