Hi,

I'm Spandan Ghosh, a Software Engineer at UBS in Pune building
microservices for global Investment Banking client onboarding, Spring Boot,
KYC automation, and financial security systems day to day. I'm applying for
the AI-Powered Assistant for Mifos X WebApp using MCP project and have
attached a draft proposal for feedback before the submission window opens.
The proposal covers a dual LLM adapter supporting both cloud (Claude/GPT-4)
and on-premise (Ollama/Llama 3) deployments, an MCP tool registry mapped to
Mifos X REST APIs, PII masking, role-based tool access, and an embeddable
chat widget. I would welcome any guidance on the on-premise deployment
assumptions and whether the tool scope aligns with what the community has
in mind.

Open to discussing further on Slack or over a call.

Spandan Ghosh
[email protected] | +91-9748402519

Attachment: Spandan_Ghosh_GSoC2026_Proposal_CLEAN.docx
Description: MS-Word 2007 document

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