ML Partners, LLC · Proprietary Energy Trading
A proprietary trading firm in MISO's wholesale power markets — certified market participant since 2008. We trade day-ahead against real-time across 2,546 pricing nodes, guided by machine-learning models built and trained in-house.
No clients. No fund. No services for sale. ML Partners trades its own book in MISO's wholesale electricity markets — and has since 2008.
Increment offers and decrement bids across the MISO footprint — positions on the spread between day-ahead and real-time prices, placed where the models see the grid mispriced.
An in-house LSTM network — 359,000 parameters trained on 59 million nodal price records — sits behind every position the desk takes.
The transmission system as a graph: 2,546 vertices, 623,000 edges. When a constraint binds, congestion ripples outward — we map where it lands before it gets there.
Everything from data ingestion to order placement runs on infrastructure written in-house.
MISO — the Midcontinent Independent System Operator — runs the wholesale power market for the middle of America, from the Canadian border to the Gulf of Mexico. That map of lights is where we work. Coverage extends to the neighboring Southwest Power Pool.
Eighteen years in the market. One clean regulatory record.
Originally chartered as ML Partnership LLC, the firm has held continuous MISO market certification since 2008 — through the polar vortex, through Winter Storm Uri, through every shape the market has thrown at it. We answer to our own capital and nobody else's.
We don't take clients or outside capital — but if you're a market participant, counterparty, or data provider, the inbox is open.
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