TAMALE AI Extraction Gateway
Enterprise RMS integration on a $13 per month footprint
- Projected annual cost avoidance
- ~$80,000
- Azure footprint
- ~$13/mo
One line summary
Stateless FastAPI middleware that bridges Advent TAMALE and BearcatGPT. In memory bitstream extraction turns binary research attachments (PDF, DOCX, XLSX, PPTX) into structured JSON envelopes for LLM tool calls, hardened with API key auth, Key Vault secrets, SHA256 hashing, and standards compliant error codes.
Status
Detailed case study is in progress. The summary above and the metadata in the header are accurate. Architecture diagrams, hardest technical challenges, and full results writeups are being authored in the coming days.
Stateless FastAPI middleware that bridges Advent TAMALE and BearcatGPT. In memory bitstream extraction turns binary research attachments (PDF, DOCX, XLSX, PPTX) into structured JSON envelopes for LLM tool calls, hardened with API key auth, Key Vault secrets, SHA256 hashing, and standards compliant error codes.
Role
AI Engineer.
Stack
- FastAPI
- Azure App Service
- Azure Key Vault
- PyMuPDF
- python docx
- openpyxl
- python pptx
Headline metrics
- ~$80,000 Projected annual cost avoidance
- ~$13/mo Azure footprint