Track F
Foundation
In progressWhat quality per watt and per euro is possible when data never leaves the organization?
This page describes our research agenda. Status labels show what is planned, in progress or complete.
Why it matters
Data that cannot leave the organization still needs usable quality per watt and per euro.
Compute-spectrum efficiency study, private retrieval-augmented generation, phone-scale inference, offline self-learning document extraction with LoRA.
Directions
- 1.Quality per watt and per euro when data never leaves the organization.
- 2.Reproducible benchmarks across the hardware spectrum, with raw logs.
Foundation frontier
ConceptualAxes for cost per answer and quality. Target region only. No plotted points.
The diagram is also listed as a table below.
View as table
| Axis | Detail |
|---|---|
| Cost per answer | Horizontal axis. No points plotted. |
| Quality | Vertical axis. No points plotted. |
| Target frontier | Pending |
Planned metrics
Metric names from the research agenda. Values stay Pending until results.json has a row.
Quality per watt
Pending
Quality per euro
Pending
Offline extraction fidelity
Pending
On-device latency
Pending
The diagram is also listed as a table below.
View as table
| Metric | Value |
|---|---|
| Quality per watt | Pending |
| Quality per euro | Pending |
| Offline extraction fidelity | Pending |
| On-device latency | Pending |
Connects to
Work with HOPN Lab
Researchers can apply through EHOPn. The lab agenda is public. Results stay Pending until measurements exist.