AI Assisted Writing - Daniel Lyons' Notes

1.1 Brainstorming & Idea Capture
- Voice-to-Text Capture: Transcribe spoken ideas immediately to bypass the "blank page" friction.
- Conversational Sparring: Use voice-enabled AI to "argue" and stress-test core concepts and premises before writing them down.
- Competitive Intelligence Agents:
  - Gap Analysis: Use AI to scan competitor sitemaps and top-performing content to identify topics they haven't covered.
  - Trend Identification: Analyze patterns in competitor headlines and publishing frequency.
- Zero-Shot Idea Expansion: Use "Zero-Shot" prompts (asking without examples) to generate wild, adjacent, or contrasting viewpoints based on a single seed idea to break echo chambers.
- Smart Note-Taking:
  - "Read" Long-Form Input: Feed PDFs, YouTube URLs, or podcast transcripts into AI.
  - Timestamped Extraction: Ask for "Key insights with timestamp citations" to create a navigable database of sources.
1.2 Research & Knowledge Synthesis
- Deep Research Tools: Summarize technical documents (PDFs, whitepapers) and extract key claims/data tables.
- Literature Gap Analysis: Feed the abstracts of 5-10 related articles and ask: "What perspective is missing from this collection?"
- Fact Verification: Perform initial checks on complex claims and citation existence.
1.3 Identify Evaluation Metrics
- Predictive Performance Modeling:
  - Headline Scoring: Ask AI to score 10 headline variations based on "curiosity gap" and "promise of value."
  - Viral Potential Analysis: Compare your topic/angle against current trending themes to predict audience resonance (KPIs: CTR potential, Shareability).

Phase 2: Structure & Drafting (Creation)

2.1 Outline Development
- Chain-of-Thought (CoT) Logic Extraction: Instead of asking for an outline, ask the AI to "Think step-by-step to determine the most logical order of arguments for this topic," then generate the outline.
- Reverse Outlining: Feed AI raw brain dumps and ask it to extract a structured hierarchy (Thesis $\to$ Supporting Point $\to$ Evidence).
- Structural Alignment: Map the outline to known successful frameworks (e.g., PAS [Problem-Agitation-Solution], AIDA [Attention-Interest-Desire-Action], or The Hero's Journey).
2.2 Draft Generation
- Multi-Draft Generation: Generate candidates with distinct tones (e.g., "Draft A: Authoritative & Data-Heavy" vs. "Draft B: Narrative & Personal").
- Few-Shot Style Enforcement:
  - Style Extraction: Feed the AI 3 examples of your best previous work to "teach" it your specific sentence cadence and vocabulary.
  - Sentence-Level Alignment: Apply this extracted style guide to new drafts to ensure consistency.

Phase 3: Revision & Critique (Developmental Editing)

3.1 Structural Analysis
- Pacing & Density Mapping: Ask AI to "Highlight sections that are low in information density" to spot fluff.
- Logic Stress-Testing: Prompt the AI to act as a "Hostile Debater" to find logical fallacies, weak evidence, or plot holes.
3.2 Tone & Bias Check
- Tone Policing: Scan for passive voice or "hedging" language (e.g., "I think," "maybe") and rewrite for authority.
- Sensitivity & Bias Reading: Flag potentially biased language, stereotypes, or cultural blind spots.
3.3 Simulated Feedback
- Persona Simulation: "Read this draft as a [Target Audience Member, e.g., Skeptical CTO] and list your top 3 objections."

Phase 4: Final Polish & Production

4.1 Iteration & Proofreading
- Standard Fixes: Grammar, spelling, and punctuation.
- Clarity & Conciseness: "Identify sentences over 25 words and split them for better readability."
4.2 Visual & Multimodal Asset Generation
- Data Visualization: Convert text-based statistics into code for charts (Mermaid.js, Python Matplotlib, or Excel tables).
- Image Generation: Generate prompts for cover art/thumbnails based on the draft's core metaphors.

Phase 5: Promotion & Repurposing

5.1 Core Promotional Copy
- Context-Aware Copy: Generate specific metadata: Email Subject Lines (high open rate focus), SEO Meta Descriptions, and Social Teasers.
- SEO Optimization: Analyze the final draft against target keywords and suggest semantic additions.
5.2 Format Shifting (Content Repurposing)
- Article $\to$ Thread: Extract the "top 5 punchiest insights" for X/LinkedIn threads.
- Text $\to$ Script: Convert the article into a 60-second vertical video script (Hook $\to$ Value $\to$ CTA).
- Draft $\to$ Audio: Generate a synthetic podcast or audio summary for accessibility and on-the-go consumption.

AI Assisted Writing

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On this page

Phase 1: Pre-Writing & Discovery (Idea Generation)

Phase 2: Structure & Drafting (Creation)

Phase 3: Revision & Critique (Developmental Editing)

Phase 4: Final Polish & Production

Phase 5: Promotion & Repurposing