daphne-koller Eval report.

Validation plan

What the agent should do next

1. 1Inspect repository, README/SKILL.md, license, and recent commits before production use.
2. 2Install in an isolated workspace or sandbox with no production secrets available.
3. 3Run the smallest representative task and record files touched, commands run, network access, and outputs.
4. 4Compare the selected skill against at least one alternative when the eval status is review or failed.
5. 5Promote only after the agent reports a successful verification result and unresolved warnings are accepted.

Do not use when

Conditions that require another skill

• teams that need a vendor-supported SLA
• production agents without a repository review
• SKILL.md does not explicitly state limitations or safe operating boundaries for when the skill should not be applied.
• No OpenAgentSkill engagement data yet
• The skill omits a key aspect of Koller's thesis: that drug failures often stem from wrong biological targets, not molecule design (as noted in internal critique).
• Some duplication of 'fit-for-purpose data' concept across sections may dilute impact.