Writes the release notes for the next DNN Manager release as .docs/release-notes/vX.Y.Z.md, in the structure every release uses (bold summary, Highlights, Other changes, Upgrading, Tested, link to the changelog), from the CHANGELOG.md entry, the commits since…
Software architecture analysis, design and implementation: system purpose and constraints, quality attributes (ATAM), architecture style, component boundaries, integration and API contracts, data ownership and consistency, deployment topology, resilience,…
Regulatory compliance and data protection analysis and fixes: GDPR, CCPA/CPRA, LGPD, HIPAA/HITECH, PCI DSS, SOC 2, SOX and the EU AI Act - field-level data inventory, lawful basis, purpose limitation and minimisation, notice, user rights (access, export,…
Functional correctness analysis and bug fixing: business logic against an explicit reference model, equivalence partitions, boundary values, decision tables, edge cases, state transitions, error and async paths, retries and idempotency, integration contracts,…
Code quality and maintainability analysis and refactoring: readability, code smells, complexity metrics, naming and vocabulary consistency, duplication, test quality and coverage, documentation, technical debt, dependency health and conventions. Use for…
Operational readiness analysis and implementation: structured logging, metrics and tracing, SLO-based alerting and runbooks, health endpoints, CI/CD and release strategy, rollback, infrastructure as code, configuration and secrets, least privilege, incident…
Multi-area quality review: scores a request across nine quality dimensions (security, architecture, functionality, performance, reliability, maintainability, usability, compliance, operations), runs only the specialist skills that matter for it - in parallel…
Performance analysis and optimisation: SLOs and per-stage budgets, tracing and profiling, algorithmic complexity, database queries (N+1, plans, indexes, pooling), concurrency and blocking I/O, memory and leaks, caching and invalidation, rate limits,…