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…c and narrow keywords → implemented RICE-compliant triggers and expanded keyword mapping for all cities.
…forced and multi-part conditions dropped → implemented strict 10-clause mapping and explicit dual-approval requirements.
…wed all-ward summaries and ignored missing data → implemented granular enforcement and mandatory null flagging with reasons.
…urce rule or refusal template enforced → implemented strict attribution, zero-hedging logic, and verbatim refusal template.
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👋 Hi there, participant! Thanks for joining our Vibe Coding Session! We're reviewing your PR for the 4 User Cases. Once your submission is validated and merged, you'll be awarded your completion badge! 🏆 Next Steps:
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PR Summary: Prompt-to-Production Workshop Submission
UC-0A: Civic Complaint Classifier
Accomplished: Implemented a multi-city classifier (Pune, Ahmedabad, Hyderabad, Kolkata) with strict taxonomy enforcement.
Key Fixes: Resolved Taxonomy Drift and Severity Blindness by expanding keyword triggers for city-specific hazards (e.g., Ahmedabad heatwave) and ensuring "Urgent" priority for injury/safety-related reports.
UC-0B: HR Policy Summarizer
Accomplished: Developed a high-fidelity summarization engine for complex HR documents.
Key Fixes: Prevented Obligation Softening and Condition Dropping by explicitly mapping all 10 core clauses and ensuring multi-part conditions (e.g., dual approvals in Clause 5.2) were preserved in their entirety.
UC-0C: Granular Budget Analyst
Accomplished: Built a rigorous financial engine for ward-level budget growth calculations.
Key Fixes: Eliminated Wrong Aggregation and Silent Null Handling. Implemented mandatory null-reason flagging and provided full Formula Transparency for every calculation row.
UC-X: Policy Librarian (Cross-Doc Q&A)
Accomplished: Created an interactive CLI for querying HR, IT, and Finance policies.
Key Fixes: Eradicated Cross-Document Blending and Hedged Hallucination by enforcing a strict single-source attribution rule and a mandated verbatim refusal template for out-of-scope questions.