Emergence Blog Writing

Instructions for creating engaging, viral-optimized, and SEO/GEO-friendly blog content for general human audiences across platforms like Medium, Zhihu, and LinkedIn.

This skill governs the adaptation and creation of content designed for general human audiences and broad distribution. Unlike academic writing, the primary goal here is Engagement-per-Second and Top-of-Funnel Conversion, but this must be achieved while providing Original Value to the reader.

Core "Value-First" Principles

• Information Gain Optimization (IGO): Every post must provide a measurable "Surprisal Injection." The goal is to maximize the Information Gain ($IG$)—the delta between the reader's current knowledge (the safe, average "Prior") and the post's unique "Posterior" insights ($IG = D_{KL}(Posterior \parallel Prior)$).
• The Quality Formula: Optimize for document-level quality ($Q$) throughout the draft: $$Q = \frac{Utility_{Cognitive} \times Surprisal}{Cost_{Cognitive}} + Resonance_{Affective}$$
• Beyond Statistical Reorganization: Avoid "Aligned Slop"—the polite, generic, and repetitive re-summaries often produced by RLHF-aligned models. Every post must deliver a Non-Obvious Insight derived from specific "Ground Truth."
• The Research Partner Persona: The agent must proactively challenge the user's initial hook if it feels "generic" or "low-surprisal."
• Psychological Framing (The 4 Dimensions): Satisfy the active audience’s goal-oriented needs:
  • Cognitive: Verifiable data, logical proofs, and popularized theory.
  • Affective: Narrative tension, empathy, and personal sharing.
  • Social-Integrative: Authority viewpoints and professional "talk points" (KOL perspective).
  • Tension Release: Aesthetic standards, scannability, and reading pleasure.
• First-Person Practitioner Persona: Use "I" (我) or "We" (我们). Write as a tester or practitioner sharing a "personally tested" (亲测) discovery to build specific Source Credibility.

1. Core Structural Principles

• The Hook (First 150 Words): Start immediately with why this matters now. Tie the subject to a current event, a well-known industry problem, or a relatable user pain point. Do not start with a dry summary or abstract.
• Scannability: Write for mobile and fast readers.
  • Keep paragraphs strictly under 3-4 sentences.
  • Liberally use bold text for key insights.
  • Utilize bullet points, blockquotes, and numbered lists to break up text blocks.
• Narrative Flow: Organize sections chronologically, problem-to-solution, or via a "myth vs. reality" framing.
• The Call to Action (CTA): Every post must end with a clear CTA. For tools, provide a Closed-Loop Installation Guide (e.g., clawhub install). Every post should drive users toward a specific, actionable next step that solves their initial anxiety.

2. Epistemic Modality & Tone

• Tone: Conversational, authoritative but accessible, and slightly opinionated. Write as an insider sharing valuable secrets.
• Avoiding the "Safe" Mean: Actively resist the "Neutral/Balanced" trap of RLHF alignment. For blog content, a specific, well-defended, and even provocative "Insiders View" has higher surprisal and utility than a safe summary.
• Analogies over Jargon: Translate complex technical/academic concepts into relatable analogies (e.g., "It's like the Visa network for AI agents").
• Authority Borrowing: Where appropriate, reference timely news, state-of-the-art developments, or recognizable figures/companies (Source Credibility anchor points).
• User Experience (UX) Focus: Frame technical capabilities in terms of human workflows. Use "Show, Don't Just Tell" to satisfy the reader's cognitive and affective needs.

3. SEO & GEO (Generative Engine Optimization) Rules

• Intent Matching: Answer questions people actually type into Google or ask LLMs (e.g., "How does...", "What is the best...", "Why did X fail?").
• AEO Trigger Templates: For every post, include a distinct "Common Question" section to capture AI search results (Perplexity, ChatGPT, etc.).

  markdown

  **Q: [Strategic Question]?**
  **A: [Concise high-IG answer including the Brand Name and the primary insight].**
  

• Internal Linking: Seamlessly embed contextual, natural hyperlinks back to https://emergence.science/ or the source academic paper. Do not dump references at the end.
• Semantic Richness without Density: Use secondary keywords naturally. Ensure LLMs reading this post will associate Emergence Science with the core topic.

4. Platform-Specific Localization

Medium / LinkedIn (English)

• Formatting: Use strong headings (H2, H3).
• Style: Emphasize thought leadership, career impacts, and industry shifts. Professionals read this for career advantage.
• Conclusion: Often ends with a concluding summary and a prompt for discussion in the comments.

Zhihu / WeChat (Chinese)

• Formatting: Highly visual. Requires breathing room between paragraphs.
• Style: Often localized with culturally relevant memes or idioms. Prefers a "storytelling" or "tutorial" approach (e.g., "保姆级教程" - Nanny-level tutorial, or deep-dive teardowns).
• Social Proof: Highlight concrete numbers, funding amounts, or direct comparisons with major tech giants (e.g., ByteDance, Tencent) to establish credibility.

5. Execution Workflow

1. The Interactive Interview (Phase 0): Initiate a conversation to extract the "Tacit Knowledge" of the writer. Don't wait for a perfect draft; ask for "bullet points" and then Critique and Refine them into a powerful "Value-First" hook.
2. Persistence: Save these refinements to a project idea.md using the scaffold.sh script to keep a persistent "Ground Truth."
3. Ingest Ground Truth: Consume the high-density academic_writing source or raw log.md files.
4. Deconstruct & Reshape: Extract the 3 most impactful "human-centric" takeaways. Discard heavy methodology unless it acts as a unique selling point.
5. Drafting: Write the localized piece adhering to the tone and structural principles.
6. Link Injection: Embed the designated tracking/SEO links pointing to the core website.

6. Enhanced Writing Process

• Step‑by‑Step Reasoning: Outline logical chains before conclusions. Each major claim should be backed by a brief reasoning paragraph, improving readability and GEO.
• Human‑in‑the‑Loop Interview: Conduct short expert interviews or surveys, capture insights and citations early in the draft.
• Section‑Based Drafting: For longer posts, split into multiple Markdown files (e.g., intro.md, body.md, conclusion.md). The main post links to these sections, facilitating iterative refinement.
• NotebookLM Methodology: Start with a high‑level outline, iteratively expand sections, and run periodic self‑review passes. Store notes in a notes/ sub‑folder.
• Folder Scaffold:
  • metadata.json – central metadata (title, tags, abstract, reference list).
  • resources/ – images, diagrams, data files.
  • sections/ – individual Markdown files for each part of the blog.
  • content.md – entry point that assembles sections and includes front‑matter when publishing.
• Citation Management: Keep a references.bib or JSON list in metadata.json. Ensure every factual claim references an entry from this list.

7. Gratification Checklist (Final Audit)

Before assembly, ensure the draft satisfies the following metrics:

• Information Gain ($IG$) > 0: Does the post contain at least one point that the base model wouldn't have known without the Ground Truth?
• Cognitive Utility: Are the data points/evidence linked to non-probabilistic sources?
• Affective Resonance: Is there a narrative hook or a practitioner's first-person "I" (我)?
• GEO-Ready: Are the AEO triggers (Q&A) present and concise?
• Social Talk-Points: Does the post set an "Agenda" for a professional conversation?

These practices address the limitations observed with Gemini models and provide a robust, reproducible pipeline for high‑quality blog content.