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From this desk
Start with the most useful page
The featured page offers a strong introduction. The remaining cards help readers move through this editorial section without turning the archive into a service menu.
Start with the editorial guide
Choose the desk that matches your question
Use the subject desks for focused browsing, or continue to the complete chronological archive below.
SEO
Crawling, content, and measurement
Reporting and practical analysis for technical, on-page, content, and publishing decisions.
AEO & AI Search
Answers, citations, and visibility
Platform changes, retrieval behavior, source attribution, and measurement without unsupported promises.
Research
Tests, methods, and evidence
Original protocols, observations, evidence reviews, and the limits on what each result establishes.
Workflows
APIs, automation, and verification
Implementation stories with reproducible inputs, failure states, evidence, and stopping conditions.
Complete archive
Every story, newest first
Open a story for its complete evidence, examples, limitations, author information, and reader discussion.
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Crawled — Currently Not Indexed After a URL-Prefix Migration: A Diagnostic Matrix
A URL-prefix removal can expose redirect, canonical, sitemap, internal-link, and content-equivalence failures. Diagnose the migration before blaming an update.
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Google Community Perspectives: An Attribution and Context Test Protocol
Google says AI Search can preview public discussions and first-hand sources. This preregistered protocol tests attribution, context, quote support, and destination quality.
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OpenAI API Costs by Key: Build a Research-Budget Ledger Without Exposing Secrets
OpenAI usage and cost reporting can group by API key. Connect safe key aliases to accountable research artifacts without publishing credentials or false ROI claims.
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Claude Managed Agents: Cap Research Spend and Record Advisor Intervention
Claude Managed Agents can pause at a hard session budget and consult an advisor model. Record both controls without treating them as evidence of completion or accuracy.
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Claude Inference Hooks: Design a Safe Editorial Approval Gate
Claude Enterprise inference hooks can hold governed prompts for an allow or deny verdict. Define signatures, failure behavior, denials, exceptions, and review first.
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chat-latest Is a Moving Target: Freeze Model IDs for Reproducible Tests
OpenAI says chat-latest is regularly updated. Use a fixed model for regression tests and a complete run manifest when comparing current ChatGPT-aligned behavior.
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Google’s Generative-AI Search Toggle: Build an Opt-Out Decision Record
Google is testing a Search Console control for generative-AI Search visibility. Save the scope, baseline, approval, observation window, and rollback rule first.
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Gemini API Standard Keys End in September 2026: A BYOK Migration Checklist
Google says the Gemini API will reject Standard keys in September 2026. Inventory, test, cut over, monitor, and revoke each credential without exposing it.
A useful standard
What every story should make clear
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The reader job is explicit
A story should answer a focused question or support a concrete decision rather than merely announce a topic.
Sources remain inspectable
Material facts stay close to current primary documentation, reproducible evidence, or clearly attributed reporting.
Updates retain context
Meaningful changes, uncertainty, corrections, and publication dates remain visible so readers can judge freshness.
References and next steps