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Source code for the data analysis and models, including the FewSOC prompting framework for O*NET-SOC classification, used in the paper "Leveraging Large Language Models for Career Mobility Analysis: A Study of Gender, Race, and Job Change Using U.S. Online Resume Profiles."
LLM agent that ingests, transforms (dbt), validates and serves data across DuckDB / MotherDuck / BigQuery, with task decomposition, tool calling, memory, retry, evaluation and monitoring; includes a mini Anthropic-Economic-Index module that classifies LLM usage into occupation shares.
Cut Claude Code token costs by delegating bulk LLM work to cheap models. 600+ models via NanoGPT, OpenRouter, Groq or local Ollama — batched, resumable, with real per-call cost tracking.
A privacy-first, automated personal finance manager that parses bank transaction SMS alerts locally on-device, applying custom rules, heuristics, and LLM classifiers to separate personal spending from investments, transfers, and family cashflows.
Dexy — Twin Health's first production AI agent. Monitors an IMAP inbox for Dexcom sensor-replacement emails and classifies them with an LLM (baseline + RAG).