Muhammad Gane

Muhammad Gane

Building tools that think

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HomeProjectsAutomationWritingTrading Lab

Building tools that think

Automation & Agents

Intelligent automation systems and agentic tools. Building software that works autonomously and thinks ahead.

Articles of Incorporation Document Verifier (n8n + LLM Extraction)

Built for an internal automation challenge in a regulated financial environment: an event-driven document intake workflow that extracts and validates directors/individuals from incorporation PDFs, compares them to submitted metadata, and produces both an internal summary and a customer-facing message—with full observability via tracing.

December 31, 2025
n8nLangChainLangSmith

Credit Risk Agent: Decision Logs + Reinforcement Learning Policy Loop

A research prototype exploring how structured reasoning traces (“decision logs”) and a lightweight reinforcement learning loop can make credit risk decisioning more inspectable, adaptable, and discussion-ready in regulated settings.

September 24, 2024
PythonCredit RiskReinforcement Learning

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