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Method notes

The method evolves.
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Improvements in governance, applied research and delivery practices. Subscribe to RSS to follow changes.

RSS feedLast update · Jul 26, 2026
Method notes board with version records, review and documented changes
public method record

Each important change stays visible: reason, impact and next adjustment.

  1. v3.8.0
    ReleaseImprovementFix

    Website · technical SEO and publishing contract

    We fixed canonicals, social sharing, structured data, multilingual RSS and image loading, with automated gates before deployment.

    Verifiable crawling and sharing

    All 30 pages now validate canonical, hreflang, sitemap, schema, OG PNG and 404 behavior.

    Quality-gated deployment

    Lint, types, skills, build and SEO smoke form one reproducible contract across pre-push, CI and production.

  2. v3.7.1
    ReleaseGovernance

    AxionEthos · additional fairness criteria

    We added Equal Opportunity Difference and Disparate Impact to the evaluation checklist for automated-decision projects.

    Multi-criteria bias detection

    Simultaneous analysis of 2 fairness metrics when the scope requires quantitative evaluation.

    Proactive alert

    A threshold breach recommends escalation to human review defined in the project.

  3. v3.7.0
    Release

    AxionCore · agents with operational supervision

    We updated the orchestration pattern so agents have explicit roles, tools, boundaries and approval points.

  4. v3.6.4
    Improvement

    Conscious Diagnostic · new output model

    The executive diagnostic report gained a cultural blockers section and stakeholder map. Available in PT/EN.

  5. v3.6.3
    SecurityFix

    Review · audit trail

    We revised the trail model to record input, output, owner and evidence according to workflow criticality.

  6. v3.6.0
    Beta

    Applied research · industrial operation

    We documented patterns for sensors, predictive AI, dashboards and human approval in industrial operations.

    Connected sensors

    Collection with edge inference when latency, privacy or connectivity justify it.

    Complete audit trail

    Each relevant action can record input, output, owner and evidence according to risk.

  7. v3.5.0
    ReleaseImprovement

    Deployment in the client environment

    AxionEthos and AxionCore were formalized as an internal method deployable in the client environment when the contract requires private cloud, on-prem or hybrid architecture.

End of record · 7 notes

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