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[FEATURE] Prompt Engineering Layer for Robust LLM-Based Data Extraction

Status: Open.

#412 In fireform-core/FireForm;

· Lochit-Vinay opened on Apr 2, 2026

[FEAT]: Department-Aware LLM Prompt Templating — Dynamic System Prompts per Agency

Status: Open.

#410 In fireform-core/FireForm;

· waweruedwin8 opened on Mar 31, 2026

[ENHANCEMENT] Add Field-Level Validation Feedback (Human-Readable Errors for Extracted Data)

Status: Open.

#409 In fireform-core/FireForm;

· Lochit-Vinay opened on Mar 31, 2026

[FEAT]: Hybrid AI Orchestration & Pydantic Validation Layer

Status: Open.

#408 In fireform-core/FireForm;

· ImZb22 opened on Mar 31, 2026

Is a web-based UI planned for the form upload and template mapping workflow?

Status: Open.

#405 In fireform-core/FireForm;

· SamarthTechKing opened on Mar 31, 2026

[FEAT] : Multi Template batch filling

Status: Open.

#404 In fireform-core/FireForm;

· dibyajyoti-mandal opened on Mar 31, 2026

[ENHANCEMENT] : Optimize LLM.main_loop() for batch extraction of fields

Status: Open.

#403 In fireform-core/FireForm;

· dibyajyoti-mandal opened on Mar 31, 2026

[FEAT]: Batch LLM extraction for faster PDF processing

Status: Open.

#399 In fireform-core/FireForm;

· Harshitha-arch opened on Mar 31, 2026

[ENHANCEMENT] Add request ID tracking for better debugging and traceability

Status: Open.

#395 In fireform-core/FireForm;

· Lochit-Vinay opened on Mar 30, 2026

[ENHANCEMENT] Add centralized error response format for all API endpoints

Status: Open.

#394 In fireform-core/FireForm;

· Lochit-Vinay opened on Mar 30, 2026

[FEAT] Implement Batch LLM Extraction for 10x Performance Gain

Status: Open.

#391 In fireform-core/FireForm;

· lokesh12344 opened on Mar 30, 2026

[BUG] main.py fails to run due to missing Union import and pathing issues

Status: Open.

#388 In fireform-core/FireForm;

· lokesh12344 opened on Mar 30, 2026