Blueprint v1.5.0: AI Context Optimization — Dynamic Characters & Scene State
- writer.py: Dynamic character injection — only POV + beat-named characters are sent to the writer prompt, eliminating token waste and hallucinations from characters unrelated to the current scene. - writer.py: Smart tail truncation — prev_content trimmed to last 1,000 tokens (the actual chapter ending) instead of a blind 2,000-token head slice, preserving the exact hand-off point for continuity. - writer.py: Scene state injected into char_visuals — current_location, time_of_day, and held_items now surfaced per relevant character in prompt. - bible_tracker.py: update_tracking expanded to record current_location, time_of_day, and held_items per character after each chapter. - core/config.py: VERSION bumped 1.4.0 → 1.5.0. - README.md: Story Generation section and tracking_characters.json schema updated to document new context optimization features. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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@@ -112,6 +112,9 @@ Open `http://localhost:5000`.
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- **Series Continuity:** When generating Book 2+, carries forward character visual tracking, established relationships, plot threads, and a cumulative "Story So Far" summary.
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- **Persona Refinement Loop:** Every 5 chapters, analyzes actual written text to refine the author persona model, maintaining stylistic consistency throughout the book.
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- **Consistency Checker (`editor.py`):** Scores chapters on 8 rubrics (engagement, voice, sensory detail, scene execution, etc.) and flags AI-isms ("tapestry", "palpable tension") and weak filter verbs ("felt", "realized").
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- **Dynamic Character Injection (`writer.py`):** Only injects characters explicitly named in the chapter's `scene_beats` plus the POV character into the writer prompt. Eliminates token waste from unused characters and reduces hallucinated appearances.
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- **Smart Context Tail (`writer.py`):** Extracts the final ~1,000 tokens of the previous chapter (the actual ending) rather than blindly truncating from the front. Ensures the hand-off point — where characters are standing and what was last said — is always preserved.
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- **Stateful Scene Tracking (`bible_tracker.py`):** After each chapter, the tracker records each character's `current_location`, `time_of_day`, and `held_items` in addition to appearance and events. This scene state is injected into subsequent chapter prompts so the writer knows exactly where characters are, what time it is, and what they're carrying.
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### Marketing Assets (`marketing/`)
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- **Cover Art:** Generates a visual prompt from book themes and tracking data, then calls Imagen (Gemini or Vertex AI) to produce the cover. Evaluates image quality with multimodal AI critique before accepting.
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@@ -316,7 +319,10 @@ data/
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"descriptors": ["Blue eyes", "Tall"],
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"likes_dislikes": ["Loves coffee"],
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"last_worn": "Red dress (Ch 4)",
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"major_events": ["Injured leg in Ch 2"]
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"major_events": ["Injured leg in Ch 2"],
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"current_location": "The King's Throne Room",
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"time_of_day": "Late afternoon",
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"held_items": ["Iron sword", "Stolen ledger"]
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}
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}
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```
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