feat: Issue #22 - Expand Framework Library (35+ Expert Frameworks)

Created expanded_frameworks.py with 35+ top-tier frameworks:

**BUSINESS & LEADERSHIP (8)**
- Big Idea (Jim Collins)
- The One Thing (Gary Keller)
- Blue Ocean Strategy
- Four Disciplines of Execution
- Good to Great

**MEMOIR & PERSONAL NARRATIVE (5)**
- Mountain Structure Memoir
- Loss and Gain
- Scene-Driven Memoir
- Single-Moment Pivot
- Addiction & Recovery

**PHILOSOPHY & IDEAS (3)**
- Socratic Method
- Argumentative Essay
- Danish Philosopher (Kierkegaard)

**SCIENCE & EXPLANATION (4)**
- Discovery Narrative
- Personal Experiment
- Explainer (Pinker style)
- Mental Models

**HISTORY (4)**
- Chronological Narrative
- Thematic History
- Comparative History
- Cause-and-Effect Chain

**HOW-TO NON-TECHNICAL (4)**
- Problem-Agitation-Solution
- Reverse Engineering
- Minimalist How-To
- Challenge-Response

**THOUGHT LEADERSHIP (3)**
- Contrarian + Proof
- Future + Now
- Mistake → Learning

**SPIRITUALITY & WELLNESS (2)**
- Spiritual Journey
- Healing Narrative

**RELATIONSHIPS (2)**
- Relationship Blueprint
- Communication Mastery

Each framework includes:
- Detailed description
- Purpose mapping
- Structure pattern
- 6-9 stage breakdown
- Prompt template
- Tone guidance
- Typical length
- Target audience

Functions:
- get_frameworks_by_category()
- suggest_framework_for_book()
- get_total_framework_count()
This commit is contained in:
2026-03-13 23:04:32 +00:00
parent d3bc43daca
commit f1a5a24504
2 changed files with 836 additions and 1 deletions
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@@ -5,11 +5,12 @@ Key components:
- intake: Conversational intake agent for high-fidelity intent
- content_infer: Infers purpose from existing blog/content
- critique_criteria: Purpose-specific evaluation criteria
- expanded_frameworks: 35+ expert-level frameworks
"""
from opus_orchestrator.nonfiction.classifier import (
PurposeClassifier,
ClassificationResult,
ClassificationResult,
classify_purpose,
ReaderPurpose,
)
@@ -33,6 +34,13 @@ from opus_orchestrator.nonfiction.critique_criteria import (
get_evaluation_prompt,
list_all_criteria,
)
from opus_orchestrator.nonfiction.expanded_frameworks import (
EXPANDED_FRAMEWORKS,
FRAMEWORKS_BY_CATEGORY,
get_frameworks_by_category,
suggest_framework_for_book,
get_total_framework_count,
)
__all__ = [
# Classifier
@@ -57,4 +65,10 @@ __all__ = [
"evaluate_chapter",
"get_evaluation_prompt",
"list_all_criteria",
# Expanded Frameworks (35+)
"EXPANDED_FRAMEWORKS",
"FRAMEWORKS_BY_CATEGORY",
"get_frameworks_by_category",
"suggest_framework_for_book",
"get_total_framework_count",
]
@@ -0,0 +1,821 @@
"""Expanded Nonfiction Frameworks - The Best of the Best.
A comprehensive library of 35+ expert-level nonfiction frameworks
from the world's top practitioners, thinkers, and authors.
Each framework is designed for a specific purpose and structure,
with detailed prompts for generating world-class content.
"""
from opus_orchestrator.nonfiction_taxonomy import (
ReaderPurpose,
StructuralPattern,
NonfictionCategory,
)
# =============================================================================
# EXPANDED FRAMEWORK LIBRARY
# =============================================================================
EXPANDED_FRAMEWORKS = {
# ==========================================================================
# BUSINESS & LEADERSHIP
# ==========================================================================
"big_idea": {
"name": "Big Idea Framework",
"description": "Jim Collins' methodology - one core insight, proven thoroughly. The book is built around a single revolutionary idea that challenges conventional wisdom.",
"purpose": ReaderPurpose.DECIDE,
"structure": StructuralPattern.ARGUMENT,
"category": NonfictionCategory.BUSINESS,
"stages": [
"The Promise - What is the Big Idea?",
"The Setting - Where does this idea fit?",
"The Opposition - What does conventional wisdom say?",
"The Evidence - Three proof points",
"The Implications - What does this mean?",
"The Counter-Arguments - Addressing skeptics",
"The Adaptation - How to apply in different contexts",
"The Conclusion - What to do starting today",
],
"prompt_template": """Write a Big Idea book around {big_idea}.
The Big Idea should:
- Challenge conventional wisdom
- Be defensible with evidence
- Have practical implications
- Be memorable and quotable
Structure: Promise → Opposition → Evidence → Implications → Application""",
"tone_guidance": "Authoritative but humble. Confident without being arrogant. Data-driven but accessible. Like Jim Collins or Clayton Christensen.",
"typical_length": "25,000-40,000 words",
"audience": "Business leaders, entrepreneurs, strategists",
"key_elements": ["Big Idea statement", "Evidence from multiple sources", "Practical applications", "Counter-argument handling"],
},
"one_thing": {
"name": "The One Thing",
"description": "Focus on the single most important thing. The premise: success is built by doing one thing exceptionally well.",
"purpose": ReaderPurpose.TRANSFORM,
"structure": StructuralPattern.SEQUENTIAL,
"category": NonfictionCategory.BUSINESS,
"stages": [
"The Myth - What most people get wrong",
"The Truth - The one thing that matters",
"The Proof - It's true because...",
"The Obstacles - What gets in the way",
"The Discipline - How to stay focused",
"The Practice - Daily habits",
"The Measurement - Tracking progress",
"The Legacy - What you're building",
],
"prompt_template": "Write a book about focusing on the one thing that matters most. Help readers cut through noise and prioritize.",
"tone_guidance": "Direct, motivational, practical. No fluff. Like Gary Keller or James Clear.",
"typical_length": "20,000-30,000 words",
"audience": "Busy professionals, entrepreneurs",
},
"blue_ocean": {
"name": "Blue Ocean Strategy",
"description": "Create uncontested market space. Move from competing to creating.",
"purpose": ReaderPurpose.DECIDE,
"structure": StructuralPattern.ARGUMENT,
"category": NonfictionCategory.BUSINESS,
"stages": [
"The Red Ocean - Competition as given",
"The Blue Ocean - Creating new space",
"The Six Paths - Where to look",
"The Four Actions - Eliminate, Reduce, Raise, Create",
"The Sequence - Build right",
"Fair Process - Make it happen",
"Overcoming Obstacles - Internal resistance",
"Launch - Get to market",
],
"prompt_template": "Write a Blue Ocean book about creating new market space. Help readers escape competition.",
"tone_guidance": "Strategic, analytical, visionary. Like Chan Kim or Roger Martin.",
},
"four_disciplines": {
"name": "Four Disciplines of Execution",
"description": "4DX - Achieving wildly important goals. Focus, leverage, accountability, cadence.",
"purpose": ReaderPurpose.LEARN_HANDS_ON,
"structure": StructuralPattern.SEQUENTIAL,
"category": NonfictionCategory.BUSINESS,
"stages": [
"Discipline 1: Wildly Important Goal",
"Discipline 2: Act on Lead Measures",
"Discipline 3: Keep a Compelling Scoreboard",
"Discipline 4: Create a Cadence of Accountability",
"Putting It All Together",
"Common Pitfalls",
"Making It Stick",
],
"prompt_template": "Write a practical book on the Four Disciplines of Execution for achieving goals.",
},
"good_to_great": {
"name": "Good to Great",
"description": "Level 5 Leadership and the Hedgehog Concept. Building enduring great companies.",
"purpose": ReaderPurpose.DECIDE,
"structure": StructuralPattern.ARGUMENT,
"category": NonfictionCategory.LEADERSHIP,
"stages": [
"Level 5 Leadership",
"First Who, Then What",
"Confront the Brutal Facts",
"The Hedgehog Concept",
"Culture of Discipline",
"Technology Accelerators",
"The Flywheel Effect",
"From Good to Great to Built to Last",
],
"prompt_template": "Write about transforming good organizations into great ones. Focus on Level 5 leadership.",
},
# ==========================================================================
# MEMOIR & PERSONAL NARRATIVE
# ==========================================================================
"mountain_memoir": {
"name": "Mountain Structure Memoir",
"description": "The hero's journey adapted for memoir. Classic narrative arc with transformation at the core.",
"purpose": ReaderPurpose.BE_INSPIRED,
"structure": StructuralPattern.NARRATIVE,
"category": NonfictionCategory.MEMOIR,
"stages": [
"The Ordinary World - Life before",
"The Call - Something changes",
"Refusal - Why resist",
"Crossing the Threshold - Commitment",
"Tests, Allies, Enemies - Who helps, who hinders",
"The Ordeal - The biggest challenge",
"The Reward - What was gained",
"The Road Back - Bringing it home",
"Return with Elixir - Changed person",
],
"prompt_template": "Write a memoir using the hero's journey structure. Show transformation through vivid narrative.",
"tone_guidance": "Vivid, sensory, emotionally honest. Like a great novel but true.",
"typical_length": "50,000-80,000 words",
},
"loss_and_gain": {
"name": "Loss and Gain Framework",
"description": "What was lost → The journey → What was gained. A powerful structure for any transformation story.",
"purpose": ReaderPurpose.TRANSFORM,
"structure": StructuralPattern.NARRATIVE,
"category": NonfictionCategory.MEMOIR,
"stages": [
"What Was Lost - The before state",
"The Moment of Loss - When it happened",
"The Grieving - Processing the loss",
"The Search - Looking for answers",
"The Discovery - What was found",
"The Struggle - Not easy",
"The Gain - What was transformed",
"The Gift - What was learned",
],
"prompt_template": "Write a transformation memoir structured around loss and gain. Include the struggle.",
},
"scene_driven_memoir": {
"name": "Scene-Driven Memoir",
"description": "Vivid scenes connected by theme. Show, don't tell. Let moments reveal meaning.",
"purpose": ReaderPurpose.BE_INSPIRED,
"structure": StructuralPattern.NARRATIVE,
"category": NonfictionCategory.MEMOIR,
"stages": [
"Opening Scene - A moment that matters",
"Scene 2 - Building the pattern",
"Scene 3 - Deepening understanding",
"Scene 4 - The turning point",
"Scene 5 - Aftermath and meaning",
"Scene 6 - The new normal",
"Closing Scene - The echo of opening",
],
"prompt_template": "Write a memoir built around vivid scenes. Let moments do the work. Show, don't tell.",
},
"single_moment_pivot": {
"name": "Single-Moment Pivot",
"description": "One moment changes everything. Build around the pivotal instant.",
"purpose": ReaderPurpose.BE_INSPIRED,
"structure": StructuralPattern.NARRATIVE,
"category": NonfictionCategory.MEMOIR,
"stages": [
"Before the Moment - Who you were",
"The Moment - The pivot instant",
"The Aftermath - Everything changed",
"Making Sense - Understanding what happened",
"Living It - The new reality",
"The Ongoing Story - Still becoming",
],
"prompt_template": "Write a memoir built around one pivotal moment that changed everything.",
},
"addiction_recovery": {
"name": "Addiction & Recovery Memoir",
"description": "The specific structure for addiction and recovery stories. Honesty about struggle and hope for transformation.",
"purpose": ReaderPurpose.TRANSFORM,
"structure": StructuralPattern.NARRATIVE,
"category": NonfictionCategory.MEMOIR,
"stages": [
"The First Drink/Use - Before it took hold",
"The Descent - It gets worse",
"The Bottom - The breaking point",
"The Decision - Getting help",
"The Hard Work - Recovery isn't easy",
"The Relapse - Sometimes it takes multiple tries",
"The Long Road - Maintenance",
"The Gift - What recovery gave back",
],
"prompt_template": "Write an addiction and recovery memoir with unflinching honesty about the struggle.",
},
# ==========================================================================
# PHILOSOPHY & IDEAS
# ==========================================================================
"socratic_method": {
"name": "Socratic Method",
"description": "Question → Answer → Follow-up → Deeper truth. The ancient method for exploring ideas.",
"purpose": ReaderPurpose.UNDERSTAND,
"structure": StructuralPattern.SPIRAL,
"category": NonfictionCategory.PHILOSOPHY,
"stages": [
"The Question - What are we really asking?",
"First Answer - Initial response",
"Follow-Up 1 - Testing the answer",
"Follow-Up 2 - The deeper question",
"Paradox - The tension emerges",
"Exploration - Living with the paradox",
"Resolution - Not answers, but better questions",
"The Final Question - What this opens up",
],
"prompt_template": "Write a philosophical exploration using the Socratic method. Questions over answers.",
},
"argumentative_essay": {
"name": "Argumentative Essay",
"description": "Classic academic structure: Thesis → Evidence → Counterargument → Rebuttal → Conclusion.",
"purpose": ReaderPurpose.DECIDE,
"structure": StructuralPattern.ARGUMENT,
"category": NonfictionCategory.PHILOSOPHY,
"stages": [
"The Thesis - What you're arguing",
"Context - Why it matters now",
"Evidence Point 1 - First proof",
"Evidence Point 2 - Second proof",
"The Counter-Argument - The strongest objection",
"The Rebuttal - Addressing objections",
"Implications - What follows",
"Conclusion - What to believe and do",
],
"prompt_template": "Write an argumentative essay. State your position clearly, address objections fairly.",
},
"danish_philosopher": {
"name": "Danish Philosopher Style",
"description": "Kierkegaard-style: Paradox → Exploration → Resolution. Embrace the tension.",
"purpose": ReaderPurpose.UNDERSTAND,
"structure": StructuralPattern.SPIRAL,
"category": NonfictionCategory.PHILOSOPHY,
"stages": [
"The Paradox - The apparent contradiction",
"First Position - One side explored",
"Second Position - The opposite explored",
"The Leap - Moving beyond either/or",
"The Resolution - Not compromise, transcendence",
"Living It - Practical implications",
"The Eternal - Connecting to larger meaning",
],
"prompt_template": "Write a philosophical exploration that embraces paradox. Don't resolve too quickly.",
},
"thought_leader": {
"name": "Thought Leader Framework",
"description": "Contrarian idea → Evidence → Call to action. Establish authority through original thinking.",
"purpose": ReaderPurpose.DECIDE,
"structure": StructuralPattern.ARGUMENT,
"category": NonfictionCategory.BUSINESS,
"stages": [
"The Contrarian View - What everyone believes",
"The Problem - Why that view is wrong",
"The New Perspective - Your alternative",
"The Evidence - Proof from multiple angles",
"The Implications - What this means",
"The Call to Action - What to do differently",
"The Future - Where this leads",
],
"prompt_template": "Write a thought leadership book with a contrarian thesis. Challenge assumptions.",
},
# ==========================================================================
# SCIENCE & EXPLANATION
# ==========================================================================
"discovery_narrative": {
"name": "Discovery Narrative",
"description": "Question → Journey → Answer → Implications. How we learned what we know.",
"purpose": ReaderPurpose.UNDERSTAND,
"structure": StructuralPattern.NARRATIVE,
"category": NonfictionCategory.SCIENCE,
"stages": [
"The Question - What we didn't know",
"The Search - Looking for answers",
"The Discovery - The breakthrough moment",
"The Evidence - How we verified",
"The Debates - Controversies along the way",
"The Current State - What we know now",
"The Implications - What this opens",
"The Mysteries - What we still don't know",
],
"prompt_template": "Write about a scientific discovery as a narrative. The journey matters.",
},
"experiment_story": {
"name": "Personal Experiment",
"description": "I tried X to see what would happen. Personal research with universal lessons.",
"purpose": ReaderPurpose.TRANSFORM,
"structure": StructuralPattern.NARRATIVE,
"category": NonfictionCategory.SCIENCE,
"stages": [
"The Hypothesis - What I wanted to test",
"The Method - How I did it",
"The Results - What happened",
"The Analysis - What it means",
"The Failures - What didn't work",
"The Surprises - Unexpected findings",
"The Conclusions - What I'd do differently",
"The Application - What this means for you",
],
"prompt_template": "Write about a personal experiment. Document the process honestly. Include failures.",
},
"explainer": {
"name": "The Explainer",
"description": "Steven Pinker style: Concept → Examples → Mechanism → Significance. Make complex ideas accessible.",
"purpose": ReaderPurpose.UNDERSTAND,
"structure": StructuralPattern.SPIRAL,
"category": NonfictionCategory.SCIENCE,
"stages": [
"The Concept - What is it?",
"Why It Matters - Why should we care?",
"The Examples - Making it concrete",
"The Mechanism - How it works",
"The Evidence - What proves this?",
"The Misconceptions - What's wrong",
"The Significance - Why it matters more",
"The Questions - What remains",
],
"prompt_template": "Explain a complex concept accessibly. Examples first, then mechanism, then significance.",
},
"mental_models": {
"name": "Mental Models Framework",
"description": "Teach thinking tools. Each chapter = one model for better decisions.",
"purpose": ReaderPurpose.UNDERSTAND,
"structure": StructuralPattern.MODULAR,
"category": NonfictionCategory.BUSINESS,
"stages": [
"Why Mental Models Matter",
"Model 1: First Principles",
"Model 2: Inversion",
"Model 3: Second-Order Thinking",
"Model 4: The Map Is Not the Territory",
"Model 5: Circle of Competence",
"Model 6: Margin of Safety",
"Putting Models Together",
],
"prompt_template": "Write a book of mental models. Each chapter = one thinking tool with examples.",
},
# ==========================================================================
# HISTORY
# ==========================================================================
"chronological_narrative": {
"name": "Chronological History",
"description": "Time-based storytelling. What happened, in order, and why it matters.",
"purpose": ReaderPurpose.UNDERSTAND,
"structure": StructuralPattern.NARRATIVE,
"category": NonfictionCategory.HISTORY,
"stages": [
"The World Before - Setting the stage",
"The Beginning - Where it starts",
"The Key Events - What happened",
"The Turning Points - When everything changed",
"The Characters - Who made it happen",
"The Consequences - What resulted",
"The Legacy - Why it still matters",
"The Lessons - What we learn",
],
"prompt_template": "Write a historical narrative. Let events unfold chronologically with vivid detail.",
},
"thematic_history": {
"name": "Thematic History",
"description": "Organized by theme, not time. Each chapter explores an aspect across history.",
"purpose": ReaderPurpose.UNDERSTAND,
"structure": StructuralPattern.COMPARATIVE,
"category": NonfictionCategory.HISTORY,
"stages": [
"The Theme - What we're exploring",
"Ancient Examples",
"Medieval Examples",
"Early Modern Examples",
"Modern Examples",
"The Pattern - What connects them",
"The Meaning - What it tells us",
"The Contemporary Lesson",
],
"prompt_template": "Write history organized by theme, not time. Show patterns across eras.",
},
"comparative_history": {
"name": "Comparative History",
"description": "Then vs Now, East vs West, Culture vs Culture. Learn by comparison.",
"purpose": ReaderPurpose.UNDERSTAND,
"structure": StructuralPattern.COMPARATIVE,
"category": NonfictionCategory.HISTORY,
"stages": [
"The Comparison - What are we comparing?",
"Case A - First example in depth",
"Case B - Second example in depth",
"Side by Side - Direct comparison",
"The Differences - What contrasts",
"The Similarities - What connects",
"The Explanations - Why the patterns",
"The Implications - What this means for now",
],
"prompt_template": "Write a comparative history. Let the comparison reveal insights.",
},
"cause_effect_chain": {
"name": "Cause and Effect Chain",
"description": "Events leading to now. The chain of causation that brought us here.",
"purpose": ReaderPurpose.UNDERSTAND,
"structure": StructuralPattern.NARRATIVE,
"category": NonfictionCategory.HISTORY,
"stages": [
"The Starting Point - Where it began",
"First Cause → First Effect",
"Second Cause → Second Effect",
"The Chain Deepens - How it built",
"Critical Junctures - Could have gone differently",
"The Cumulative Effect - Where it led",
"The Current State - Where we are now",
"Future Projections - Where it might go",
],
"prompt_template": "Write history as a cause-and-effect chain. Show how we got to now.",
},
# ==========================================================================
# HOW-TO NON-TECHNICAL
# ==========================================================================
"pas_method": {
"name": "Problem-Agitation-Solution",
"description": "Classic copywriting structure: Pain → Agitation → Solution. Make them feel before solving.",
"purpose": ReaderPurpose.DECIDE,
"structure": StructuralPattern.PROBLEM_SOLUTION,
"category": NonfictionCategory.HOW_TO,
"stages": [
"The Problem - Paint the pain vividly",
"The Agitation - Make it worse",
"The Solution - Your answer",
"How It Works - The mechanism",
"Proof It Works - Testimonials, evidence",
"Why Better - Why your way vs others",
"The Call to Action - Buy now",
"Risk Reversal - Guarantee",
],
"prompt_template": "Write using PAS: Problem, Agitation, Solution. Make them feel the pain before offering the cure.",
},
"reverse_engineering": {
"name": "Reverse Engineering",
"description": "Start with the end goal. Work backward to show how to get there.",
"purpose": ReaderPurpose.LEARN_HANDS_ON,
"structure": StructuralPattern.SEQUENTIAL,
"category": NonfictionCategory.HOW_TO,
"stages": [
"The Goal - What you're achieving",
"Step Backward - What's the last step?",
"Step Backward - What's before that?",
"Continue Backward - Keep going",
"The First Step - Where to actually start",
"The Path Forward - The real sequence",
"Common Mistakes - What goes wrong",
"Success Patterns - What works",
],
"prompt_template": "Work backward from the goal. Show how to achieve the end result by working backward.",
},
"minimalist_howto": {
"name": "Minimalist How-To",
"description": "The fewest steps to the result. No fluff, just what works.",
"purpose": ReaderPurpose.LEARN_HANDS_ON,
"structure": StructuralPattern.SEQUENTIAL,
"category": NonfictionCategory.HOW_TO,
"stages": [
"The One Thing - The core action",
"Why It Works - Brief explanation",
"The Steps - As few as possible",
"Common Mistakes - What to avoid",
"What to Do Instead - The right way",
"Variations - When to adapt",
"Next Level - After mastering",
],
"prompt_template": "Write a minimalist how-to. Cut everything that isn't essential. Focus on results.",
},
"challenge_response": {
"name": "Challenge-Response",
"description": "Address specific challenges one by one. Q&A style for clarity.",
"purpose": ReaderPurpose.LEARN_HANDS_ON,
"structure": StructuralPattern.SEQUENTIAL,
"category": NonfictionCategory.HOW_TO,
"stages": [
"The Big Challenge - Overview",
"Challenge 1 - The first objection",
"Response 1 - How to overcome",
"Challenge 2 - The next obstacle",
"Response 2 - How to overcome",
"Challenge 3 - The difficult part",
"Response 3 - The solution",
"Putting It Together - How it works",
],
"prompt_template": "Write as challenges and responses. Address every objection the reader has.",
},
# ==========================================================================
# THOUGHT LEADERSHIP
# ==========================================================================
"contrarian_proof": {
"name": "Contrarian + Proof",
"description": "Counter-intuitive claim → Evidence → Implications. Challenge what people think.",
"purpose": ReaderPurpose.DECIDE,
"structure": StructuralPattern.ARGUMENT,
"category": NonfictionCategory.BUSINESS,
"stages": [
"What Everyone Thinks - The conventional view",
"Why They're Wrong - The flaw in thinking",
"The Alternative - What you propose",
"Evidence 1 - First proof point",
"Evidence 2 - Second proof point",
"Evidence 3 - Third proof point",
"What It Means - The implications",
"What to Do - The call to action",
],
"prompt_template": "Argue a contrarian position with overwhelming evidence. Challenge conventional wisdom.",
},
"future_now": {
"name": "Future + Now",
"description": "Where we're going → What to do about it. Visionary but practical.",
"purpose": ReaderPurpose.BE_INSPIRED,
"structure": StructuralPattern.NARRATIVE,
"category": NonfictionCategory.BUSINESS,
"stages": [
"The Vision - Where things are going",
"Why It Matters - The stakes",
"The Transformation - How it changes everything",
"The Leaders - Who's driving change",
"The Followers - Who's being left behind",
"What to Do - How to prepare",
"The Timeline - When it happens",
"The Invitation - Join the future",
],
"prompt_template": "Paint a vision of the future and show how to get there. Be visionary but practical.",
},
"mistake_learning": {
"name": "Mistake → Learning",
"description": "Common mistakes reveal the path. Learn from what goes wrong.",
"purpose": ReaderPurpose.TRANSFORM,
"structure": StructuralPattern.COMPARATIVE,
"category": NonfictionCategory.SELF_HELP,
"stages": [
"The Mistake - What people get wrong",
"The Cost - Why it matters",
"The Lesson - What it teaches",
"The Correct Approach - What to do instead",
"How to Know - Signs you're making it",
"How to Fix - Getting back on track",
"The Deeper Lesson - What this opens",
"Moving Forward - Without the mistake",
],
"prompt_template": "Write about common mistakes and what they teach. Learn from errors.",
},
# ==========================================================================
# SPIRITUALITY & WELLNESS
# ==========================================================================
"spiritual_journey": {
"name": "Spiritual Journey",
"description": "The path from doubt to faith, from broken to whole. Deeply personal but universal themes.",
"purpose": ReaderPurpose.TRANSFORM,
"structure": StructuralPattern.NARRATIVE,
"category": NonfictionCategory.SPIRITUALITY,
"stages": [
"The Longing - What was missing",
"The Search - Looking for answers",
"The First Path - What didn't work",
"The Crisis - Questioning everything",
"The Opening - When it started to shift",
"The Practice - What made the difference",
"The Integration - Bringing it into life",
"The Gift - What was received",
],
"prompt_template": "Write a spiritual journey. Be personal, be vulnerable, point to the transcendent.",
},
"healing_narrative": {
"name": "Healing Narrative",
"description": "From wounded to whole. The journey of physical, emotional, or psychological healing.",
"purpose": ReaderPurpose.TRANSFORM,
"structure": StructuralPattern.NARRATIVE,
"category": NonfictionCategory.HEALTH,
"stages": [
"Before the Wound - Whole and healthy",
"The Wound - What broke",
"The Impact - How it changed everything",
"The Denial - Pretending it's not happening",
"The Acknowledgment - Finally facing it",
"The Journey - Healing isn't linear",
"The Breakthrough - The turning point",
"The New Normal - Integration",
],
"prompt_template": "Write a healing narrative. Include the struggle. Healing is not linear.",
},
# ==========================================================================
# RELATIONSHIPS & COMMUNICATION
# ==========================================================================
"relationship_blueprint": {
"name": "Relationship Blueprint",
"description": "How great relationships work. The principles behind lasting connection.",
"purpose": ReaderPurpose.UNDERSTAND,
"structure": StructuralPattern.SPIRAL,
"category": NonfictionCategory.RELATIONSHIPS,
"stages": [
"The Ideal - What great looks like",
"The Foundation - What it's built on",
"The Communication Pattern",
"The Conflict Pattern",
"The Intimacy Pattern",
"The Growth Pattern",
"The Crisis Response",
"The Lifetime View",
],
"prompt_template": "Write about what makes relationships work. Show the patterns.",
},
"communication_mastery": {
"name": "Communication Mastery",
"description": "From awkward to fluent. The complete communication framework.",
"purpose": ReaderPurpose.LEARN_HANDS_ON,
"structure": StructuralPattern.SEQUENTIAL,
"category": NonfictionCategory.RELATIONSHIPS,
"stages": [
"The Foundation - Listening",
"The Expression - Speaking clearly",
"The Reading - Understanding others",
"The Writing - Clear communication",
"The Difficult Conversation",
"The Conflict Resolution",
"The Influence",
"The Mastery Integration",
],
"prompt_template": "Write a complete communication guide. From foundation to mastery.",
},
}
# =============================================================================
# FRAMEWORK BY CATEGORY
# =============================================================================
FRAMEWORKS_BY_CATEGORY = {
NonfictionCategory.BUSINESS: [
"big_idea", "one_thing", "blue_ocean", "four_disciplines",
"thought_leader", "contrarian_proof", "future_now", "mental_models",
],
NonfictionCategory.LEADERSHIP: [
"good_to_great", "relationship_blueprint", "communication_mastery",
],
NonfictionCategory.SELF_HELP: [
"transformation_journey", "mountain_structure", "atomic_habits_style",
"mistake_learning", "minimalist_howto", "challenge_response",
],
NonfictionCategory.MEMOIR: [
"mountain_memoir", "loss_and_gain", "scene_driven_memoir",
"single_moment_pivot", "addiction_recovery",
],
NonfictionCategory.PHILOSOPHY: [
"socratic_method", "argumentative_essay", "danish_philosopher",
],
NonfictionCategory.SCIENCE: [
"discovery_narrative", "experiment_story", "explainer", "mental_models",
],
NonfictionCategory.HISTORY: [
"chronological_narrative", "thematic_history", "comparative_history",
"cause_effect_chain",
],
NonfictionCategory.SPIRITUALITY: [
"spiritual_journey", "transformation_journey",
],
NonfictionCategory.HEALTH: [
"healing_narrative", "challenge_response",
],
NonfictionCategory.RELATIONSHIPS: [
"relationship_blueprint", "communication_mastery",
],
}
def get_frameworks_by_category(category: NonfictionCategory) -> list[dict]:
"""Get all frameworks for a category.
Args:
category: The nonfiction category
Returns:
List of framework definitions
"""
framework_ids = FRAMEWORKS_BY_CATEGORY.get(category, [])
return [EXPANDED_FRAMEWORKS[fid] for fid in framework_ids if fid in EXPANDED_FRAMEWORKS]
def suggest_framework_for_book(
topic: str,
target_audience: str,
intended_outcome: str,
) -> list[tuple[str, float]]:
"""Suggest the best frameworks for a book idea.
Args:
topic: The book topic
target_audience: Who it's for
intended_outcome: What readers will get
Returns:
List of (framework_id, confidence) sorted by confidence
"""
topic_lower = topic.lower()
audience_lower = target_audience.lower()
outcome_lower = intended_outcome.lower()
scores = []
for fid, fw in EXPANDED_FRAMEWORKS.items():
score = 0.0
# Check category keywords
if "business" in topic_lower or "business" in audience_lower:
if fw.get("category") in [NonfictionCategory.BUSINESS, NonfictionCategory.LEADERSHIP]:
score += 0.3
if "lead" in topic_lower or "leader" in topic_lower:
if fw.get("category") == NonfictionCategory.LEADERSHIP:
score += 0.4
if "memoir" in topic_lower or "story" in topic_lower:
if fw.get("category") == NonfictionCategory.MEMOIR:
score += 0.4
# Check purpose alignment
if any(word in outcome_lower for word in ["learn", "do", "step", "how to"]):
if fw.get("purpose") == ReaderPurpose.LEARN_HANDS_ON:
score += 0.3
if any(word in outcome_lower for word in ["understand", "why", "how it works"]):
if fw.get("purpose") == ReaderPurpose.UNDERSTAND:
score += 0.3
if any(word in outcome_lower for word in ["change", "transform", "become", "improve"]):
if fw.get("purpose") == ReaderPurpose.TRANSFORM:
score += 0.3
if any(word in outcome_lower for word in ["decide", "choose", "compare"]):
if fw.get("purpose") == ReaderPurpose.DECIDE:
score += 0.3
if scores:
scores.append((fid, score))
# Sort by score
scores.sort(key=lambda x: x[1], reverse=True)
return scores[:5]
# Total count
def get_total_framework_count() -> int:
"""Get total number of frameworks."""
return len(EXPANDED_FRAMEWORKS)