Research-backed evolution advice for your knowledge system. Analyzes health reports, friction patterns, and derivation history to propose specific changes with research justification. Never auto-implements — proposals require your approval.
SkillScore68Maintained
Automatic
◆Knowledge Management pack
Last verified 8/12/2026
What it changes
Passed 13 of 19 test cases with the skill, and 10 of 19 without it.
Without skill55%
With skill68%
Checks it passed that the model alone missed
Recommends running /reseed instead of incremental patches
Assigns a FAIL status for inbox-to-notes ratio exceeding 3:1
Limits speculative recommendations to a maximum of 1 proposal
and 1 more in the full report
4 fixed11 passed either way6 still failing1 broke
Pass-rate lift
+14 pp
Tokens
+429%
Agent turns
0%
Response time
-30%
Model gemini-3.6-flashMeasured 8/12/2026v115 of 22 cases passed with skill · 19 comparable
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 4
Prompt
A diagnostic synthesis prepares recommendations for a report. It includes 1 health fix, 2 friction pattern fixes, and 3 speculative optimization ideas supported by single data points. What is the maximum number of speculative recommendations allowed in the report?
What was checked, without and with the skill
Checked
Without skill
With skill
Limits speculative recommendations to a maximum of 1 proposal
Missed
Passed
case-16 · gemini-3.6-flash · 8/12/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md556 linessingle file
Runtime Configuration (Step 0 — before any processing)
Read these files to configure domain-specific behavior: