What it teaches
The Fitness Scorecard Calculator helps visitors compare benefit and burden before deciding whether a descendant deserves more evidence. It uses the existing Apex scorecard component because the same principle applies: a candidate earns its place through measurable benefit.
Champion, challenger, specialist, no-op
Score the candidate as an ecology member, not only as a benchmark entry. All computation stays in this browser.
Sample input
- Candidate:
legal-citation-specialist-v2 - Parent:
legal-summary-specialist-v1 - Operator: adapter fine-tune plus retrieval policy update
- Intended niche: citation checking for legal summaries
- Release stage: lab to shadow
Sample output
| Dimension | Example result |
|---|---|
| Utility | 0.82 |
| Human benefit | 0.90 |
| Latency | 0.76 |
| Local privacy | 1.00 |
| Novelty | 0.64 |
| Lineage completeness | 0.96 |
| Decision | Keep as specialist and build a release packet. |
Next step
After scoring, open the Release Packet Builder and preserve the evidence.
Source reports used for this guide
These reports are preserved verbatim in the site archive. The guide above is an editorial synthesis and may narrow, qualify, or reorganize claims from the source material.