WritingReading path

Contextual Intelligence.

Context agents, narrative arc, emotional resonance, and archetypes in modern contextual advertising — from keyword contextual to agentic contextual.

7 essays in this path

of 95 published · 2023–2026

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A page of copy with 7 passages highlighted in context, one per essay; keyword matches left hollow Contextual advertising of the future - "New game, New Rules" Contextual 3.0 - How Context Agents Are Transforming Media Planning Blending Freytag’s Pyramid and Plutchik’s Wheel with MCP and Agentic AI How Story, Emotion, and Archetypes Shape the Future of Contextual Advertising Behavioral Prediction Framework for Advertising Embeddings: The Next Frontier in Advertising? The Context Economy Has a Governance Problem keyword context 7 essays
Story, emotion, archetypes — and context agents in media planning.
CONTEXT AGENTS NLP extracts what a page literally says — parsing words, topics and entities from unstructured content. NLP what it says NLU extracts what a page means — emotion, intent and sentiment — but stays reactive: a pipeline, not a partner. NLU what it means The Context Agent is a persistent profile that remembers, adapts and reasons — deciding what to do about a page in real time. CONTEXTUAL 3.0 Context Agent what to do The brand-evaluation framework — five categories holding twelve questions the agent answers for every placement. 5 CATEGORIES · 12 QUESTIONS Brand safety & alignment Audience & sentiment Performance & goals Timeliness & relevance Measurement & compliance The output is a structured JSON decision — capturing not just what to do but why, for explainable real-time bidding at the edge. OUTPUT JSON decision real-time · explainable From keyword matching to fluent, agentic reasoning.
Start here · Mar 2025Signature figure Canonical first-read

Contextual 3.0 - How Context Agents Are Transforming Media Planning

From keyword matching to fluent reasoning. Five categories, twelve evaluation questions, one machine-readable JSON schema.

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6 essays · newest first

2026 · 1 essay

  1. The Context Economy Has a Governance Problem

    An AdExchanger column just named the shift the whole industry is feeling: from an audience economy to a context economy. It is right, and it is the direction a season of this site's writing has been pointing. But 'understand the moment and act on it instantly' is one governance layer away from being a faster surveillance economy — and that layer is the whole ballgame.

2025 · 4 essays

  1. Embeddings: The Next Frontier in Advertising?

    Dense numerical representations as the post-ID connective tissue — lookalikes, contextual targeting, cross-media without identifiers.

  2. Behavioral Prediction Framework for Advertising

    A 21-dimension psychographic model — cognition, rationality, attachment, personality, temperament — for >85% engagement prediction.

  3. How Story, Emotion, and Archetypes Shape the Future of Contextual Advertising

    Freytag's Pyramid, Plutchik's Wheel, and Jung's archetypes in one privacy-safe framework for emotionally-intelligent placement.

  4. Blending Freytag’s Pyramid and Plutchik’s Wheel with MCP and Agentic AI

    Narrative structure × emotional resonance × autonomous agents. How story-aware ads replace impression-level metrics.

2023 · 1 essay

  1. Contextual advertising of the future - "New game, New Rules"

    Why contextual is back — and how AI-optimized contextual finally beats behavioral on attention and outcomes.

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