emergence-blog-writing

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.