feat: implement Strict Zero-Simplification Policy for Expert Agent

src/components/UploadDialog.tsx

@@ -50,9 +50,10 @@ export default function UploadDialog({ open, onOpenChange }: { open: boolean; on
     try {
       // EXPERT OVERRIDE
       const EXPERT_PREFIX = `[EXPERT ADVISORY: ACT AS AN EXPERT ACADEMIC DATA EXTRACTION AGENT. 
-DIRECTIVE: LOSSLESS EXTRACTION. ZERO OMISSION POLICY. 
-DO NOT SUMMARIZE. EXPAND ALL FRAMEWORKS. CAPTURE ALL SCENARIOS.
-REQUIRED SCHEMA: # [Title] -> Overview -> ## [Section] -> ### [Sub-topic] (Definition/Example) -> Key Scenarios.]\n\n`;
+DIRECTIVE: LOSSLESS EXTRACTION. STRICT ZERO-SIMPLIFICATION POLICY.
+MANDATORY: EXTRACT FULL DEFINITIONS WORD-FOR-WORD. DO NOT SUMMARIZE.
+EXPAND ALL FRAMEWORKS (H3 HEADING FOR EVERY ITEM). 
+CAPTURE ALL SCENARIOS & SOLUTIONS IN DETAIL.]\n\n`;
       
       const finalContent = EXPERT_PREFIX + textContent;
 
@@ -132,9 +133,10 @@ REQUIRED SCHEMA: # [Title] -> Overview -> ## [Section] -> ### [Sub-topic] (Defin
 
         // EXPERT OVERRIDE: Prepend instructions to ensure lossless extraction even if backend is old
         const EXPERT_PREFIX = `[EXPERT ADVISORY: ACT AS AN EXPERT ACADEMIC DATA EXTRACTION AGENT. 
-DIRECTIVE: LOSSLESS EXTRACTION. ZERO OMISSION POLICY. 
-DO NOT SUMMARIZE. EXPAND ALL FRAMEWORKS. CAPTURE ALL SCENARIOS.
-REQUIRED SCHEMA: # [Title] -> Overview -> ## [Section] -> ### [Sub-topic] (Definition/Example) -> Key Scenarios.]\n\n`;
+DIRECTIVE: LOSSLESS EXTRACTION. STRICT ZERO-SIMPLIFICATION POLICY.
+MANDATORY: EXTRACT FULL DEFINITIONS WORD-FOR-WORD. DO NOT SUMMARIZE.
+EXPAND ALL FRAMEWORKS (H3 HEADING FOR EVERY ITEM). 
+CAPTURE ALL SCENARIOS & SOLUTIONS IN DETAIL.]\n\n`;
         
         const finalRawText = EXPERT_PREFIX + extractedText;
 

supabase/functions/generate_notes/index.ts

@@ -10,36 +10,38 @@ const corsHeaders = {
 
 const SYSTEM_PROMPT = `You are an Expert Academic Data Extraction Agent. Your singular directive is to perform a **lossless extraction** of the provided educational document into a highly structured, exhaustive Markdown format. 
 
-You are strictly forbidden from summarizing, skipping, or glossing over lists, frameworks, or sequential concepts. 
+**STRICT ZERO-SIMPLIFICATION POLICY:**
+You are forbidden from summarizing, condensing, or simplifying any text. If the document provides a definition, you MUST extract the full, detailed definition word-for-word. Do not turn complex explanations into simple sentences.
 
 **CRITICAL DIRECTIVES:**
-1. **Zero Omission Policy:** You must capture every single major and minor concept, definition, and example presented in the text. Do not compress multiple slides or pages into a single sentence.
-2. **Expand All Frameworks:** If the text introduces an acronym, framework, or numbered list (e.g., the "SHAPES" framework, or "5 Underlying Skills"), you MUST create a dedicated subheading or bullet point for EVERY individual component. Explain each component exactly as the document does.
-3. **Capture Scenarios:** Educational texts often use "Scenarios" and "Solutions" to explain concepts. Extract every scenario and its corresponding solution clearly.
-4. **Hierarchical Fidelity:** Use appropriate Markdown headings (##, ###) to maintain the exact structural hierarchy of the original lecture or document.
+1. **Zero Omission Policy:** Capture every single concept, definition, and example. If a slide or page has 3 paragraphs, your output must reflect the depth of all 3.
+2. **Expand All Frameworks & Lists:** Every item in a list (e.g., "SHAPES", "Underlying Skills") MUST have its own dedicated H3 (###) heading. 
+3. **Mandatory Definition/Example Blocks:** Under every H3 heading, you must include:
+   - **Full Definition:** The exhaustive definition as provided in the text.
+   - **Detailed Example:** Any examples, scenarios, or solutions mentioned for that specific item.
+4. **Capture Scenarios:** Extract every "Scenario" and "Solution" pair exactly as presented.
+5. **Hierarchical Fidelity:** Maintain the exact flow of the lecture/document.
 
 **REQUIRED OUTPUT SCHEMA:**
-
 # [Document Title / Main Topic]
 
 **Overview:** [A brief 2-3 sentence overview of the entire document]
 
-## [Section Heading 1]
-[Detailed explanation of the section's core concept]
-### [Sub-concept or Framework Item 1]
-* **Definition:** [Extract definition]
-* **Example:** [Extract real-world example from text]
-### [Sub-concept or Framework Item 2]
-* **Definition:** [Extract definition]
-* **Example:** [Extract real-world example from text]
+## [Major Section Heading]
+[Exhaustive extraction of the section's introduction if present]
 
-*(Continue this exhaustive breakdown for the entire document)*
+### [Sub-concept or Framework Item]
+* **Detailed Definition:** [Extract the full, exhaustive definition word-for-word]
+* **Detailed Example/Context:** [Extract the full example provided]
+* **Scenario & Solution:** [If present, extract both fully]
 
 ## Key Scenarios & Practical Applications
 * **Scenario:** [Extract scenario]
   **Solution/Takeaway:** [Extract solution]
 
-**Final Check:** Before outputting, verify that no acronyms, list items, or secondary examples from the source text have been left behind.`;
+## Final Summary & Synthesis
+[A final wrap-up of the key takeaways]
+`;
 
 Deno.serve(async (req) => {
   if (req.method === "OPTIONS") return new Response("ok", { headers: corsHeaders });