Evaluation Iteration
Evaluation approaches and iterative development for learning products: pilot plans, SAM cycles, Kirkpatrick, and friction logging.
Install
$ agentstack add skill-caraya-agent-skills-evaluation-iteration ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Links to your public security report.[](https://agentstack.voostack.com/security/report/skill-caraya-agent-skills-evaluation-iteration) Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
Evaluation & Iteration
Approach:
- Use SAM for rapid prototyping when timelines are tight; use ADDIE for large-scale programs.
- Pilot with representative learners and collect formative data before scale.
Friction logging quick method:
- Step, friction type, severity, recommended fix.
Metrics examples:
- Engagement (time-on-task), mastery (assessment pass rates), transfer (project application), business KPIs.
Templates
Friction log (CSV):
Step,FrictionType,Severity,Recommendation Install project,Missing steps,High,Add step-by-step setup with commands and expected output
Pilot data capture CSV header: ParticipantID,Task,TimeMinutes,Success(Boolean),Notes
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: caraya
- Source: caraya/agent-skills
- License: MIT
Install and usage instructions live in the source repository linked above.
Reviews
No reviews yet, be the first.
Write a review
Versions
- v0.1.0 Imported from the upstream source.