Current sprint themes include stronger containment playbooks, richer drift analytics, and integrations with incident management tooling.

• Response guardrails that escalate only when multiple AI layers agree above the assurance threshold.
• Continuous latency and drift reporting so auditors can trace end-to-end performance.
• Executive evidence packs that bundle dashboards, audit trails, and incident exports for every review cycle.

These workstreams keep automation accountable while giving stakeholders clear proof of resilience improvements.