TOON vs JSON: The Compact AI-Ready Data Format for LLMs

Key Takeaways

  • JSON is great for web apps but wasteful for large language models.
  • TOON (Token-Oriented Object Notation) is a compact JSON alternative.
  • TOON data format can cut LLM token use by 30–60% in many cases.
  • It stays human-readable while giving models cleaner, AI-ready data.
  • You can keep JSON in your APIs and use TOON only for LLM calls.

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Google’s Context Engineering Guide for Smarter AI Apps Today

Key Takeaways

  • Google shared a 70-page whitepaper on how they build AI agents with context.
  • The focus is not bigger models but better use of the LLM context window.
  • Context engineering means assembling the right data at the right time.
  • Sessions, memory, and smart retrieval together make AI feel “stateful.”

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RAO vs SEO: Winning Visibility in the AI Search Era 2025

Key Takeaways

  • People now ask tools like ChatGPT and Gemini instead of scrolling search pages.
  • Classic SEO still matters, but Retrieval Augmented Optimization (RAO) is rising fast.
  • RAO focuses on how AI tools retrieve and trust your content, not just keywords.
  • Clean structure, real facts, and clear answers now beat keyword stuffing.

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How to Use Gemini 3 for Search Engine Optimization (SEO)?

Key Takeaways

  • Gemini 3 can act like a smart SEO assistant that never gets tired.
  • You can use Gemini 3 for keyword ideas, content briefs, and audits.
  • It helps you plan for both classic SEO and AI search experiences.
  • Real power comes when you mix Gemini 3 with your own data and insight.
  • You must still check facts, edit drafts, and protect your brand voice.

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When Search Console Lines Mimic Your Stock Chart Exactly?

Key Takeaways

  • Yes, a brand’s Google Search Console graph can look like its stock price chart.
  • Both graphs react to news, hype, fear, and big company events.
  • Similar lines do not always mean one is causing the other.
  • You can still use both graphs together to read brand health and investor mood.

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How to Position Your Brand in Google AI Overviews Search

Key Takeaways

  • Google AI Overviews act like a smart answer box at the top of search.
  • You cannot “turn on” AI Overviews, but you can shape content so Google trusts and cites it.
  • Clear, human, question-based pages work better than keyword-heavy pages.
  • Topic clusters and strong internal links help Google see you as an expert.
  • Real stories, proof, and helpful guides give your brand a better chance to appear.

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Google CTR in Q3 2025: How Real People Really Click On Google

Key Takeaways

  • People still love top results, but clicks now spread across more links.
  • Branded keywords no longer send all traffic to just one page.
  • Local and shopping results steal attention from the top organic result.
  • Long-tail keywords feel “safer” and keep more steady organic CTR.
  • You can still win more clicks by reading the data and fixing your snippets.

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New Google Search Console Brand Query Filters Explained

Key Takeaways

  • Google Search Console is adding AI-assisted brand query filters.
  • You will be able to include or exclude brand queries in the performance report.
  • The filter uses AI to spot branded queries, products, and services.
  • You no longer need complex RegEx to split brand vs non brand traffic.
  • This helps SEO teams report cleaner non-branded performance to leaders.

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Adobe’s $1.9B Semrush Acquisition and the Future of SEO

Key Takeaways

  • Adobe plans to buy Semrush in a $1.9 billion all-cash deal.
  • The offer is $12 per share, a big premium on Semrush’s last price.
  • Semrush will join Adobe’s Digital Experience and Adobe Experience Cloud tools.
  • The deal is expected to close in the first half of 2026, after approvals.
  • Marketers can expect tighter links between SEO data, AI search results, and customer journeys.

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Schema Types That Show in Google Search Console

Key Takeaways

  • Only rich-result supported schema types appear in Search Console.
  • These reports help you track errors, warnings, and valid items.
  • Google uses these types to show extra details in search results.

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