| Suggested contributor | Verified basis for relevance | Proposed focus |
|---|---|---|
| Tim Dettmers or Artidoro Pagnoni | Authors of QLoRA | Memory-efficient adaptation and what its claims do not establish |
| Dan Biderman or a co-author | Authors of LoRA Learns Less and Forgets Less | Target learning, retention and evaluation design |
| Hamel Husain | Author of a field guide to improving AI products | Error analysis and decision-relevant evaluation |
| Philip Kiely or Ali Taha | Guests in the inference engineering conversation | Production serving, precision, throughput and latency |
| Erik Bernhardsson | Guest in the Modal compute-economics conversation | Elasticity, capacity commitments and utilisation |
| A qualified privacy/technology lawyer | Select and verify qualifications for the buyer’s jurisdictions | Data rights, consequential-use classification and exit terms |
The final row is a role specification, not an invented expert. Confirm availability, current affiliation and conflicts for every participant before publishing an introduction.