Projects

Client work

Systems built with partner organizations, each by a team of members over one or more semesters.

Spring 2026In use at Investcorp

Credit-risk monitoring and treasury analytics for Investcorp

An ESG materiality classifier sorts portfolio news by credit impact. A treasury agent extracts rate quotes and response times from bank emails for natural-language queries.

Read the write-up

Fall 2025Delivered

Financial document extraction for Bridge

A document extraction pipeline prefills Bridge's loan applications with source references and confidence scores for borrower review.

Spring 2025 – Spring 2026Delivered, extended in 2026

Insurance validation and vendor due diligence for QuickFi

Two agents automate commercial insurance certificate validation and vendor due diligence for QuickFi's equipment finance platform.

Research

Open questions in AI that members study on their own or in small groups.

Fall 2026AAAI-27 student abstract

ForeSight: calibrated opponent modeling in Pokémon

ForeSight fine-tunes Laya (421M parameters) to forecast opponent actions in Pokémon and uses the probabilities in depth-two expectimax search.

Fall 2026Exploratory research

Evidence weighting in model probabilities

Models can identify individual reports correctly yet give their combined evidence probabilities that fall on the wrong side of a decision threshold. Synthetic reports make the mismatch measurable against an exact Bayesian reference.

Products

Software members build and run for their own users.

Summer – Fall 2026Open to the public

Outreach CRM: a networking pipeline your own AI agent can work in

A spreadsheet-style CRM for students doing networking outreach. AI drafts each message from what the CRM knows about you and the recipient. You review and send it, and any MCP agent can work the pipeline with you.

Read the write-up

Member projects

Tools members build on their own, outside club engagements.

Summer – Fall 2026Open source, in beta

cu25 and Reckon Review

cu25 is a CLI and MCP server for Cornell room reservations. Reckon Review is a GitHub App that checks reviewers' understanding of a pull request before it can merge.

Summer – Fall 2026Open source

Reducing the overhead of agent memory

A redesign of pi-memory moves learning into the working session, replaces automatic content injection with a topic index, and returns complete memories directly from search.