DNYoussef /============================================================================/ /* IMPROVEMENT-PIPELINE SKILL :: VERILINGUA x VERIX EDITION / /============================================================================*/
name: improvement-pipeline version: 1.0.0 description: | [assert|neutral] Executable implementation of the Propose -> Test -> Compare -> Commit -> Rollback pipeline for recursive self-improvement. Provides concrete commands and workflows for each stage. [ground:given] [conf:0.95] [state:confirmed] category: foundry tags:
- pipeline
- improvement
- testing
- versioning
- rollback author: system cognitive_frame: primary: evidential goal_analysis: first_order: "Execute improvement-pipeline workflow" second_order: "Ensure quality and consistency" third_order: "Enable systematic foundry processes"
/----------------------------------------------------------------------------/ /* S0 META-IDENTITY / /----------------------------------------------------------------------------*/
[define|neutral] SKILL := { name: "improvement-pipeline", category: "foundry", version: "1.0.0", layer: L1 } [ground:given] [conf:1.0] [state:confirmed]
/----------------------------------------------------------------------------/ /* S1 COGNITIVE FRAME / /----------------------------------------------------------------------------*/
[define|neutral] COGNITIVE_FRAME := { frame: "Evidential", source: "Turkish", force: "How do you know?" } [ground:cognitive-science] [conf:0.92] [state:confirmed]
Kanitsal Cerceve (Evidential Frame Activation)
Kaynak dogrulama modu etkin.
/----------------------------------------------------------------------------/ /* S2 TRIGGER CONDITIONS / /----------------------------------------------------------------------------*/
[define|neutral] TRIGGER_POSITIVE := { keywords: ["improvement-pipeline", "foundry", "workflow"], context: "user needs improvement-pipeline capability" } [ground:given] [conf:1.0] [state:confirmed]
/----------------------------------------------------------------------------/ /* S3 CORE CONTENT / /----------------------------------------------------------------------------*/
Improvement Pipeline (Executable Stages)
Kanitsal Cerceve (Evidential Frame Activation)
Kaynak dogrulama modu etkin.
Purpose
Provide concrete, executable implementation for each stage of the improvement pipeline:
PROPOSE -> TEST -> COMPARE -> COMMIT -> MONITOR -> ROLLBACK
Each stage has:
- Clear inputs and outputs
- Executable commands
- Validation checks
- Failure handling
Stage 1: PROPOSE
Generate concrete improvement proposals with diffs.
Input
propose_input:
target: "{path to skill/prompt}"
audit_report: "{from prompt-auditor or skill-auditor}"
improvement_type: "clarity|completeness|precision|safety|technique"
Process
async function generateProposal(target, auditReport) {
const proposal = {
id: `prop-${Date.now()}`,
target,
timestamp: new Date().toISOString(),
changes: [],
predicted_improvement: {},
risk_assessment: {}
};
// 1. Read current version
const currentContent = await readFile(target);
// 2. Identify improvement opportunities from audit
const opportunities = auditReport.issues
.filter(issue => issue.priority === 'critical' || issue.priority === 'high')
.slice(0, 5); // Max 5 changes per proposal
// 3. Generate changes for each opportunity
for (const opp of opportunities) {
const change = await generateChange(currentContent, opp);
proposal.changes.push({
section: opp.section,
location: opp.location,
before: change.before,
after: change.after,
rationale: change.rationale,
technique_applied: change.technique
});
}
// 4. Predict improvement
proposal.predicted_improvement = {
primary_metric: auditReport.lowest_score_dimension,
expected_delta: `+${(opportunities.length * 3)}%`, // ~3% per fix
confidence: 0.7
};
// 5. Assess risk
proposal.risk_assessment = {
regression_risk: opportunities.length > 3 ? 'medium' : 'low',
affected_components: findAffectedComponents(target, proposal.changes),
rollback_complexity: 'simple' // Always simple with archives
};
return proposal;
}
Output
proposal:
id: "prop-1734567890123"
target: ".claude/skills/skill-forge/SKILL.md"
timestamp: "2025-12-15T10:30:00Z"
changes:
- section: "Phase 3: Structural Architecture"
location: "Lines 145-160"
before: |
Design the skill's structure based on progressive disclosure.
after: |
Design the skill's structure based on progressive disclosure.
### Failure Handling (REQUIRED)
For each operation in the skill:
1. Identify possible failure modes
2. Define explicit error messages
3. Specify recovery actions
4. Include timeout handling
```yaml
error_handling:
timeout:
threshold: 30s
action: "Return partial results with warning"
invalid_input:
detection: "Validate against schema"
action: "Return clear error message with fix suggestion"
```
rationale: "Adds explicit failure handling missing from Phase 3"
technique_applied: "completeness_enhancement"
predicted_improvement:
primary_metric: "failure_coverage"
expected_delta: "+9%"
confidence: 0.7
risk_assessment:
regression_risk: "low"
affected_components: ["micro-skill-creator", "agent-creator"]
rollback_complexity: "simple"
Validation
proposal_validation:
required_fields:
- id: "Must be unique"
- target: "Must be valid file path"
- changes: "At least 1 change"
- predicted_improvement: "Must have primary_metric"
- risk_assessment: "Must have regression_risk"
change_validation:
- before: "Must exist in current file"
- after: "Must be different from before"
- rationale: "Must not be empty"
Stage 2: TEST
Run evaluation harness on proposed changes.
Input
test_input:
proposal_id:
/*----------------------------------------------------------------------------*/
/* S4 SUCCESS CRITERIA */
/*----------------------------------------------------------------------------*/
[define|neutral] SUCCESS_CRITERIA := {
primary: "Skill execution completes successfully",
quality: "Output meets quality thresholds",
verification: "Results validated against requirements"
} [ground:given] [conf:1.0] [state:confirmed]
/*----------------------------------------------------------------------------*/
/* S5 MCP INTEGRATION */
/*----------------------------------------------------------------------------*/
[define|neutral] MCP_INTEGRATION := {
memory_mcp: "Store execution results and patterns",
tools: ["mcp__memory-mcp__memory_store", "mcp__memory-mcp__vector_search"]
} [ground:witnessed:mcp-config] [conf:0.95] [state:confirmed]
/*----------------------------------------------------------------------------*/
/* S6 MEMORY NAMESPACE */
/*----------------------------------------------------------------------------*/
[define|neutral] MEMORY_NAMESPACE := {
pattern: "skills/foundry/improvement-pipeline/{project}/{timestamp}",
store: ["executions", "decisions", "patterns"],
retrieve: ["similar_tasks", "proven_patterns"]
} [ground:system-policy] [conf:1.0] [state:confirmed]
[define|neutral] MEMORY_TAGGING := {
WHO: "improvement-pipeline-{session_id}",
WHEN: "ISO8601_timestamp",
PROJECT: "{project_name}",
WHY: "skill-execution"
} [ground:system-policy] [conf:1.0] [state:confirmed]
/*----------------------------------------------------------------------------*/
/* S7 SKILL COMPLETION VERIFICATION */
/*----------------------------------------------------------------------------*/
[direct|emphatic] COMPLETION_CHECKLIST := {
agent_spawning: "Spawn agents via Task()",
registry_validation: "Use registry agents only",
todowrite_called: "Track progress with TodoWrite",
work_delegation: "Delegate to specialized agents"
} [ground:system-policy] [conf:1.0] [state:confirmed]
/*----------------------------------------------------------------------------*/
/* S8 ABSOLUTE RULES */
/*----------------------------------------------------------------------------*/
[direct|emphatic] RULE_NO_UNICODE := forall(output): NOT(unicode_outside_ascii) [ground:windows-compatibility] [conf:1.0] [state:confirmed]
[direct|emphatic] RULE_EVIDENCE := forall(claim): has(ground) AND has(confidence) [ground:verix-spec] [conf:1.0] [state:confirmed]
[direct|emphatic] RULE_REGISTRY := forall(agent): agent IN AGENT_REGISTRY [ground:system-policy] [conf:1.0] [state:confirmed]
/*----------------------------------------------------------------------------*/
/* PROMISE */
/*----------------------------------------------------------------------------*/
[commit|confident] <promise>IMPROVEMENT_PIPELINE_VERILINGUA_VERIX_COMPLIANT</promise> [ground:self-validation] [conf:0.99] [state:confirmed]