Sdlc

Validate that an AIWG skill chain has all requires inputs satisfied by upstream ensures outputs. Catches missing dependencies at wiring time, not runtime.

Create a W3C PROV-compliant provenance record for an artifact

Generate provenance coverage dashboard and statistics

Identify the commit that introduced a regression using git bisect with automated test execution and blame context

Generate comprehensive regression analysis reports combining bisect, baseline, and metrics data with actionable recommendations

Detect visual and UI regressions through screenshot comparison and pixel-diff analysis across browsers and viewports

Update project CLAUDE.md with AIWG framework context and configuration

Update existing project CLAUDE.md with latest AIWG orchestration guidance

Verify the full refinement chain from use cases through behavioral specs, pseudo-code specs, code, and tests — report coverage at each layer and identify gaps

Track and analyze regression statistics, trends, hotspots, and health indicators across test suites

Verify bidirectional traceability from requirements to code to tests and identify coverage gaps and orphan artifacts

Orchestrate change control workflow with baseline management, impact assessment, CCB review, and communication

Orchestrate Delivery Track flow with test-driven development, quality gates, and iteration assessment

Plan iterations, delegate to SDLC agents, and compile iteration status

Validate provenance records and chains for completeness and consistency

Create and maintain regression test baselines for comparison and drift detection across versioned snapshots

Improve regression detection over time through cross-task pattern recognition, test prioritization, and historical analysis

Execute STRIDE threat modeling, vulnerability scanning, and security control validation with risk scoring

Build or rebuild the SDLC artifact index for agent-navigable discovery

Orchestrate cross-team synchronization with dependency mapping, sync cadence, blocker escalation, integration planning, and cross-team demos

Orchestrate Discovery Track flow to prepare validated requirements and designs one iteration ahead of delivery

Orchestrate Team Onboarding flow with pre-boarding, training, buddy assignment, and 30/60/90 day check-ins

Generate behavioral specifications (Layer 3) from use cases and architecture documents using multi-agent orchestration

Scan existing codebase and generate intake documents by analyzing code, dependencies, and infrastructure. Accepts optional guidance text to tailor analysis.

Analyze overall project health and metrics

Update AGENTS.md with project-specific context for Factory AI based on codebase analysis

Integrate regression testing into CI/CD pipelines with baseline comparison and merge blocking on failure

Manage architecture changes with impact analysis, ADR generation, migration planning, and breaking change tracking

Orchestrate multi-agent artifact generation using the Primary Author, Parallel Reviewers, Synthesizer, Archive pattern

Orchestrate handoff validation between SDLC phases and tracks (Discovery→Delivery, Delivery→Ops, phase transitions)

Orchestrate production incident triage, escalation, resolution, and post-incident review using ITIL best practices

Detect performance regressions by comparing benchmarks across versions with latency, throughput, and statistical significance analysis

Analyze team retrospectives for insights

Orchestrate Knowledge Transfer flow with assessment, documentation, shadowing, validation, and handover

Detect breaking changes in API contracts across REST, GraphQL, and gRPC interfaces with semver enforcement

Orchestrate systematic retrospective cycle with structured feedback collection, improvement tracking, and action item management

Automatically manage regression test baseline lifecycle triggered by releases, deployments, and quality gates

Orchestrate Concept→Inception phase transition with intake validation and vision alignment

Orchestrate production deployment with strategy selection, validation, automated rollback, and regression gates

Orchestrate hypercare monitoring period with 24/7 support, SLO tracking, and rapid issue response

Orchestrate dual-track iteration with synchronized Discovery (next) and Delivery (current) workflows

Orchestrate compliance validation workflow with requirements mapping, audit evidence collection, gap analysis, remediation tracking, and attestation

Orchestrate autonomous issue-to-code implementation using existing tools and agents with bounded iteration

Orchestrate continuous risk identification, assessment, tracking, and retirement across SDLC phases

Orchestrate continuous security validation, threat modeling, vulnerability management, and security gate enforcement across SDLC phases

Simulate project outcomes with variable modeling, risk assessment, and resource optimization scenarios.

Post-tag release publication verifier — given a tag, verify the published release surfaces (Gitea/GitHub release assets, SHA256SUMS and native package checksums, GHCR container images, installer dry-run from the real release URL) and emit issue-comment-ready evidence, distinguishing missing proof from failed proof, before closing release-completion issues

Orchestrate architecture evolution workflow with ADR management, architecture review, breaking change analysis, and migration planning

Orchestrate living requirements refinement, change control, impact analysis, and traceability maintenance throughout SDLC

Preflight issue bodies for prompt-injection and supply-chain risk before address-issues acts on them

Orchestrate comprehensive test strategy with test suite execution, coverage validation, defect triage, and regression analysis

Orchestrate Inception→Elaboration phase transition with architecture baselining and risk retirement

Orchestrate continuous performance optimization with baseline establishment, bottleneck identification, optimization implementation, load testing, and SLO validation

Orchestrate Construction→Transition phase transition with IOC validation, production deployment, and operational handover

Orchestrate Elaboration→Construction phase transition with iteration planning, team scaling, and full-scale development kickoff