Google Now Unescapes JSON-LD Once: Find Double-Escaped Schema
Google now applies one HTML-unescape pass while extracting JSON-LD. Audit templates for double-escaped values and fix the serializer rather than individual pages.
Tagged collection
Latest articles tagged “AI Workflows”
Open an article for the complete method, evidence, limitations, and a focused reader discussion.
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OpenSEO review: costs, MCP reporting and what to test
A source-based review of OpenSEO v0.1.8 across hosted, Docker and Cloudflare setups, with MCP, Agent Skills, rank definitions and a practical evaluation worksheet.
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Freeze Perplexity Fast for Reproducible Tests
Perplexity’s dynamic fast preset now uses GPT-5.6 Luna and priority processing. A frozen configuration preserves the request, not the live web.
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Search and AI Changes: August 10–16, 2026
Fifteen search and AI implementation changes from August 10–16, consolidated into one migration and verification briefing.
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You.com Highlights vs Full-Page Extraction Test
You.com now lets Search API users request relevant highlights or full-page HTML and Markdown. Use this protocol to compare citation support, answer coverage, latency, and tokens without inventing a winner.
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ChatGPT Delta Feeds: Accepted Does Not Mean Your Product Is Serving
An accepted Delta Feed update has entered processing; indexing, eligibility and serving remain separate states to reconcile.
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ChatGPT Ads Pixel vs Conversions API: What Each One Measures
Compare OpenAI’s browser pixel and server-side Conversions API by reliability, consent, deduplication, view-through attribution and release QA.
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Google before: Filter: Build a 29-Field Temporal Leakage Audit
Use date-filtered search to find candidates, then inspect snapshots, page updates, related modules, metadata conflicts and leakage severity before admitting evidence.
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ChatGPT Plugin Metadata: Test Tool Selection and Restraint
Evaluate plugin metadata with direct, indirect, and negative prompts; confusion counts; argument and safety checks; controlled revisions; and a reusable ledger.
