opus-orchestrator-ai

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Author	SHA1	Message	Date
mrhavens	b46e87ff76	feat: Nonfiction Intake System - All Three Paths This commit completes Issue #18 (Purpose Classifier), adds Intake Agent and CLI integration: 1. PURPOSE CLASSIFIER (Issue #18 - DONE earlier) - Keyword-based classification into 6 ReaderPurposes - LLM-enhanced classification for nuanced cases 2. INTAKE AGENT (NEW - addresses Issue #20, #23) - Created opus_orchestrator/nonfiction/intake.py - Intelligent agent that combines: * Explicit flags (--purpose, --category) * Keyword classification (auto-detect) * Conversational questions (when ambiguous) - IntakeAgent class with process() method - determine_intake() convenience function - get_questions() for conversational mode - Source tracking: explicit \| classifier \| intake \| hybrid 3. CLI INTEGRATION (Issue #23) - Added --purpose flag: learn, understand, transform, decide, reference, inspire - Added --category flag: business, leadership, memoir, etc. - Both passed to orchestrator Usage: # Explicit opus generate --book-type nonfiction --purpose transform --category self_help # Auto-classify opus generate --book-type nonfiction --concept "How to build a startup" # Programmatic result = await determine_intake( concept="Leadership for introverts", purpose="transform", # or None for auto category="leadership", mode="auto" # or "conversational" )	2026-03-13 20:46:06 +00:00
mrhavens	4b4addedf7	feat: Issue #18 - Purpose Classifier for Nonfiction - Created opus_orchestrator/nonfiction/classifier.py - PurposeClassifier class with keyword-based classification - LLM-enhanced classification (optional) - ReaderPurpose enum (6 purposes) - ClassificationResult dataclass - Keyword classification covers: - LEARN_HANDS_ON: how to, learn to, tutorial, skills, etc. - UNDERSTAND: understand, why, concept, mental model, etc. - TRANSFORM: change, become, improve, habits, etc. - DECIDE: decide, choose, compare, vs, analysis - REFERENCE: manual, handbook, comprehensive, API - BE_INSPIRED: inspire, story, journey, biography - Tests pass for all 6 purposes with high confidence This is the foundation for the entire nonfiction pipeline (Issue #18).	2026-03-13 20:15:20 +00:00

Author

SHA1

Message

Date

mrhavens

b46e87ff76

feat: Nonfiction Intake System - All Three Paths

This commit completes Issue #18 (Purpose Classifier), adds Intake Agent
and CLI integration:

1. PURPOSE CLASSIFIER (Issue #18 - DONE earlier)
   - Keyword-based classification into 6 ReaderPurposes
   - LLM-enhanced classification for nuanced cases

2. INTAKE AGENT (NEW - addresses Issue #20, #23)
   - Created opus_orchestrator/nonfiction/intake.py
   - Intelligent agent that combines:
     * Explicit flags (--purpose, --category)
     * Keyword classification (auto-detect)
     * Conversational questions (when ambiguous)
   - IntakeAgent class with process() method
   - determine_intake() convenience function
   - get_questions() for conversational mode
   - Source tracking: explicit | classifier | intake | hybrid

3. CLI INTEGRATION (Issue #23)
   - Added --purpose flag: learn, understand, transform, decide, reference, inspire
   - Added --category flag: business, leadership, memoir, etc.
   - Both passed to orchestrator

Usage:
  # Explicit
  opus generate --book-type nonfiction --purpose transform --category self_help

  # Auto-classify
  opus generate --book-type nonfiction --concept "How to build a startup"

  # Programmatic
  result = await determine_intake(
    concept="Leadership for introverts",
    purpose="transform",  # or None for auto
    category="leadership",
    mode="auto"  # or "conversational"
  )

2026-03-13 20:46:06 +00:00

mrhavens

4b4addedf7

feat: Issue #18 - Purpose Classifier for Nonfiction

- Created opus_orchestrator/nonfiction/classifier.py
  - PurposeClassifier class with keyword-based classification
  - LLM-enhanced classification (optional)
  - ReaderPurpose enum (6 purposes)
  - ClassificationResult dataclass

- Keyword classification covers:
  - LEARN_HANDS_ON: how to, learn to, tutorial, skills, etc.
  - UNDERSTAND: understand, why, concept, mental model, etc.
  - TRANSFORM: change, become, improve, habits, etc.
  - DECIDE: decide, choose, compare, vs, analysis
  - REFERENCE: manual, handbook, comprehensive, API
  - BE_INSPIRED: inspire, story, journey, biography

- Tests pass for all 6 purposes with high confidence

This is the foundation for the entire nonfiction pipeline (Issue #18).

2026-03-13 20:15:20 +00:00

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