Proof of work

Projects

Not a GitHub dump — a few things that show how I think. The flagship is the meter; the rest trace the same instinct backward.

Flagship · open source

vllm-cost-meter

Objective live telemetry + effective cost-per-million-token meter for vLLM servers.

A read-only observer for running vLLM servers that ingests Prometheus metrics and surfaces live effective LLM serving cost against the operator's actual traffic.

View on GitHub

Reads vLLM Prometheus metrics
Tracks throughput, request rate, TTFT, TPOT, E2E latency, prompt / generation lengths, batch state, and KV cache
Computes live effective cost-per-million-token visibility
Ships benchmark reference curves from the paper
Independent, reproducible research artifact

AI infrastructure

vllm-cost-meter

Live cost-per-million-token meter that reads Prometheus telemetry from a running vLLM server.

What it shows — Systems instinct: measure the real thing instead of trusting a calculator.

Data, finance & SEC research

SEC EDGAR / 10-K ETL

Open-source pipelines that scrape and structure SEC 10-K filings for accounting and fraud-signal research.

What it shows — Comfort with messy real-world data and the patience to model it properly.

University at Buffalo faculty scraper

source on request

Data-extraction tool that collected and normalized faculty information at scale.

What it shows — Early proof of the same habit: automate the boring extraction, keep the signal.