plurigrid/self-validation-loop
ies/music-topos/.claude-marketplaces/topos-skills/plugins/topos-skills/skills/self-validation-loop/SKILL.md
Run self-validation loops for triadic color systems using prediction vs observation and error minimization.
$ install --global
skillsauthnpx skillsauth add plurigrid/asi self-validation-loopInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
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OWASP Dep-Check
50%
Last scanned: Apr 25, 2026, 9:32 PM2.1s1 file scanned
SKILL.md
- name:
- self-validation-loop
- description:
- Run self-validation loops for triadic color systems using prediction vs observation and error minimization.
Self-Validation Loop
Use when training or evaluating self-validation for 3-stream color systems.
Inputs
- seed, indices
- sources: splitmix_ternary, xoroshiro_3color, gay_mcp
- comparator: reafference or comparator
Workflow
- Predict expected colors (efference copy).
- Observe actual colors (color_at or stream generation).
- Compare predictions with observations.
- Aggregate accuracy and surprise.
Gay MCP tools
- gay_seed, efference_copy, color_at, reafference, comparator, active_inference, self_model
Metrics
- accuracy = matches / total
- surprise = mismatch count or summed error
- pass threshold: accuracy >= 0.99 or surprise == 0
Output
- JSON log with seed, indices, predicted, observed, errors, accuracy, surprise
Example prompt
"Run a self-validation loop over indices 1..20 and report accuracy and surprise."
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