AI for Research Proposal Automation (NOFO Alignment)
Retrieval over NOFO text to propose outline sections, alignment scoring vs requirements, and manual review gates before any export.
Stack
What was my role?
I was the sole implementer for this coursework module: scoped requirements, wrote the code and experiments for “AI for Research Proposal Automation (NOFO Alignment),” and produced the write-up with metrics and limitations.
Situation
Course lab for “AI for Research Proposal Automation (NOFO Alignment)”: short deadlines, public or synthetic data, and rubrics that reward reproducible notebooks and honest limitations.
Task
Produce a small credible artifact—clean repo or notebook—with baselines, evaluation, and a crisp story of what would change in production.
Action
Implemented end-to-end (Retrieval over NOFO text to propose outline sections, alignment scoring vs requirements, and manual review gates before any export.), logged experiments, compared alternatives, and documented dependencies plus failure cases.
Result
Submitted a runnable deliverable with metrics, repeatable setup commands, and a trade-off section suitable for extending to real systems.