magnus919_agent-skills/docs/lifecycle-capability-matrix.json

{
  "schema_version": 1,
  "generated_by": "scripts/gen-lifecycle-matrix.rb",
  "bundles": [
    {
      "name": "agent-production-operations",
      "derivation": "manifest",
      "source": "bundles/agent-production-operations/manifest.yaml",
      "fields": {
        "purpose": {
          "value": "Operate an evaluated agent with tools and authority in production through a runtime control plane covering versioning, staged rollout, fallback, cost and latency budgets, tool health, human escalation, disablement, and trace-to-eval feedback.",
          "source": "bundles/agent-production-operations/manifest.yaml#/purpose"
        },
        "audience": {
          "value": "Agent operators and platform teams running evaluated agents with tools and delegated authority in production; agents that need the runtime control decisions between evaluation, release, SRE, security, and platform specialists.",
          "source": "bundles/agent-production-operations/manifest.yaml#/audience"
        },
        "stages": {
          "value": [
            {
              "name": "Contract definition",
              "skills": [
                "../../agent-evals-and-observability/SKILL.md",
                "../../production-readiness/SKILL.md",
                "../../incident-learning/SKILL.md"
              ]
            },
            {
              "name": "Versioning and rollout planning",
              "skills": [
                "../../release-engineering/SKILL.md",
                "../../platform-engineering/SKILL.md"
              ]
            },
            {
              "name": "Staged rollout",
              "skills": [
                "../../platform-engineering/SKILL.md",
                "../../site-reliability-engineering/SKILL.md"
              ]
            },
            {
              "name": "Runtime monitoring",
              "skills": [
                "../../site-reliability-engineering/SKILL.md",
                "../../secure-software-engineering/SKILL.md"
              ]
            },
            {
              "name": "Trace-to-eval feedback",
              "skills": [
                "../../agent-evals-and-observability/SKILL.md"
              ]
            },
            {
              "name": "Learning and disablement",
              "skills": [
                "../../incident-learning/SKILL.md",
                "../../production-readiness/SKILL.md",
                "../../privacy-engineering/SKILL.md"
              ]
            }
          ],
          "source": "bundles/agent-production-operations/manifest.yaml#/stages"
        },
        "included_skills": {
          "value": [
            "../../agent-evals-and-observability/SKILL.md",
            "../../release-engineering/SKILL.md",
            "../../site-reliability-engineering/SKILL.md",
            "../../secure-software-engineering/SKILL.md",
            "../../platform-engineering/SKILL.md",
            "../../production-readiness/SKILL.md",
            "../../incident-learning/SKILL.md",
            "../../privacy-engineering/SKILL.md"
          ],
          "source": "bundles/agent-production-operations/manifest.yaml#/included_skills"
        },
        "prerequisites": {
          "value": [
            {
              "artifact": "Agent evaluation results and observability instrumentation",
              "skill": "../../agent-evals-and-observability/SKILL.md"
            },
            {
              "artifact": "Production-readiness evidence (go/no-go/defer/exception outcomes)",
              "skill": "../../production-readiness/SKILL.md"
            },
            {
              "artifact": "Incident-learning records (verified closure, follow-up work map)",
              "skill": "../../incident-learning/SKILL.md"
            },
            {
              "artifact": "Release pipeline and artifact promotion baseline",
              "skill": "../../release-engineering/SKILL.md"
            }
          ],
          "source": "bundles/agent-production-operations/manifest.yaml#/prerequisites"
        },
        "outputs": {
          "value": [
            "agent-production-contract",
            "runtime-control-plan",
            "staged-rollout-plan",
            "tool-authority-health-record",
            "trace-to-eval-feedback-loop",
            "disablement-record"
          ],
          "source": "bundles/agent-production-operations/manifest.yaml#/outputs"
        },
        "handoffs": {
          "value": [
            {
              "to": "release-engineering",
              "artifact": "staged-rollout-plan",
              "note": "Rollout stages and promotion gates integrate with the release pipeline; rollback triggers tie agent health to release mechanics."
            },
            {
              "to": "agent-evals-and-observability",
              "artifact": "trace-to-eval-feedback-loop",
              "note": "Production traces and incidents feed new evaluation cases and release-gate updates."
            },
            {
              "to": "incident-learning",
              "artifact": "tool-authority-health-record",
              "note": "Tool-failure and authority-breach records feed post-incident analysis and verified-closure tracking."
            },
            {
              "to": "human operator",
              "artifact": "disablement-record",
              "note": "Disablement revokes credentials, removes the agent from routing/load-balancing, and records the reason, timestamp, and authorizing evidence."
            }
          ],
          "source": "bundles/agent-production-operations/manifest.yaml#/handoffs"
        },
        "conflicts": {
          "value": [
            {
              "skill": "../../production-readiness/SKILL.md",
              "with": "production-excellence",
              "guidance": "Both bundles include production-readiness. This bundle consumes readiness outcomes as authority-gating inputs; production-excellence produces the go/no-go/defer/exception decisions."
            },
            {
              "skill": "../../production-readiness/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "Both bundles include production-readiness. Route phase 6 delivery readiness reviews to product-lifecycle; runtime authority decisions for an agent in production go to this bundle."
            },
            {
              "skill": "../../release-engineering/SKILL.md",
              "with": "production-excellence",
              "guidance": "Release engineering is shared. Route by context: agent staged-rollout planning (this bundle) versus launch-gate release plans (production-excellence)."
            },
            {
              "skill": "../../release-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "Release engineering is shared. Route by context: agent staged-rollout planning (this bundle) versus lifecycle delivery handoff (product-lifecycle)."
            },
            {
              "skill": "../../site-reliability-engineering/SKILL.md",
              "with": "production-excellence",
              "guidance": "SRE is shared. This bundle uses it for runtime latency/cost budgets and incident handoff; production-excellence uses it for gate-entry reliability evidence. Incident command stays with SRE in both cases."
            },
            {
              "skill": "../../site-reliability-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "SRE is shared. This bundle uses it for agent runtime budgets; product-lifecycle routes to it for delivery reliability."
            },
            {
              "skill": "../../secure-software-engineering/SKILL.md",
              "with": "production-excellence",
              "guidance": "Security engineering is shared. Route by context: agent authority contracts and disablement security (this bundle) versus launch-gate security evidence (production-excellence)."
            },
            {
              "skill": "../../secure-software-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "Security engineering is shared. Route by context: agent trust-boundary and disablement security (this bundle) versus lifecycle-phase security needs (product-lifecycle)."
            },
            {
              "skill": "../../platform-engineering/SKILL.md",
              "with": "production-excellence",
              "guidance": "Platform engineering is shared. Route by context: agent sandboxing and tool-execution isolation (this bundle) versus launch-gate platform evidence (production-excellence)."
            },
            {
              "skill": "../../platform-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "Platform engineering is shared. Route by context: agent sandboxing and tool-execution isolation (this bundle) versus lifecycle delivery handoff (product-lifecycle)."
            },
            {
              "skill": "../../incident-learning/SKILL.md",
              "with": "production-excellence",
              "guidance": "Both bundles consume incident-learning records. This bundle consumes verified-closure records as escalation and disablement inputs; production-excellence uses incident history as gate-entry evidence."
            },
            {
              "skill": "../../privacy-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "Privacy engineering is shared. This bundle routes to it for trace scrubbing and user-data-access grants; product-lifecycle routes to it for PII, consent, retention, and data flows in any phase."
            }
          ],
          "source": "bundles/agent-production-operations/manifest.yaml#/conflicts"
        },
        "eval_suite": {
          "value": [
            "evals/evals.json"
          ],
          "source": "bundles/agent-production-operations/manifest.yaml#/eval_suite"
        }
      }
    },
    {
      "name": "forward-deployed-engineering",
      "derivation": "manifest",
      "source": "bundles/forward-deployed-engineering/manifest.yaml",
      "fields": {
        "purpose": {
          "value": "Carry an embedded technical engagement from ambiguous stakeholder need through discovery, framing, hypothesis, build, evaluation, deployment, adoption, measurement, and generalization while preserving decision rights, evidence, handoffs, and reusable field learning.",
          "source": "bundles/forward-deployed-engineering/manifest.yaml#/purpose"
        },
        "audience": {
          "value": "Technical leads and agents embedded across stakeholder discovery, implementation, production fit, adoption, and measurable workflow outcomes; this is a continuity layer that routes specialist methods rather than replacing them.",
          "source": "bundles/forward-deployed-engineering/manifest.yaml#/audience"
        },
        "stages": {
          "value": [
            {
              "name": "Discover",
              "skills": [
                "../../product-discovery/SKILL.md",
                "../../data-engineering/SKILL.md",
                "../../remote-systems-administration/SKILL.md"
              ]
            },
            {
              "name": "Frame",
              "skills": [
                "../../product-design-and-ux/SKILL.md",
                "../../privacy-engineering/SKILL.md",
                "../../secure-software-engineering/SKILL.md"
              ]
            },
            {
              "name": "Hypothesize",
              "skills": [
                "../../product-experimentation/SKILL.md",
                "../../agent-evals-and-observability/SKILL.md"
              ]
            },
            {
              "name": "Build",
              "skills": [
                "../../implementation-planning/SKILL.md",
                "../../backend-engineering/SKILL.md",
                "../../frontend-engineering/SKILL.md",
                "../../data-engineering/SKILL.md"
              ]
            },
            {
              "name": "Evaluate",
              "skills": [
                "../../agent-evals-and-observability/SKILL.md",
                "../../qa-methodology/SKILL.md",
                "../../verification-methodology/SKILL.md"
              ]
            },
            {
              "name": "Deploy",
              "skills": [
                "../../production-readiness/SKILL.md",
                "../../release-engineering/SKILL.md",
                "../../platform-engineering/SKILL.md",
                "../../remote-systems-administration/SKILL.md"
              ]
            },
            {
              "name": "Adopt",
              "skills": [
                "../../product-adoption/SKILL.md",
                "../../product-design-and-ux/SKILL.md"
              ]
            },
            {
              "name": "Measure",
              "skills": [
                "../../product-analytics-and-measurement/SKILL.md",
                "../../agent-evals-and-observability/SKILL.md",
                "../../site-reliability-engineering/SKILL.md"
              ]
            },
            {
              "name": "Generalize",
              "skills": [
                "../../product-lifecycle-learning/SKILL.md",
                "../../product-methodology/SKILL.md"
              ]
            }
          ],
          "source": "bundles/forward-deployed-engineering/manifest.yaml#/stages"
        },
        "included_skills": {
          "value": [
            "../../product-discovery/SKILL.md",
            "../../product-design-and-ux/SKILL.md",
            "../../product-experimentation/SKILL.md",
            "../../agent-evals-and-observability/SKILL.md",
            "../../implementation-planning/SKILL.md",
            "../../backend-engineering/SKILL.md",
            "../../frontend-engineering/SKILL.md",
            "../../data-engineering/SKILL.md",
            "../../qa-methodology/SKILL.md",
            "../../verification-methodology/SKILL.md",
            "../../production-readiness/SKILL.md",
            "../../release-engineering/SKILL.md",
            "../../platform-engineering/SKILL.md",
            "../../remote-systems-administration/SKILL.md",
            "../../product-adoption/SKILL.md",
            "../../product-analytics-and-measurement/SKILL.md",
            "../../site-reliability-engineering/SKILL.md",
            "../../product-lifecycle-learning/SKILL.md",
            "../../product-methodology/SKILL.md",
            "../../privacy-engineering/SKILL.md",
            "../../secure-software-engineering/SKILL.md"
          ],
          "source": "bundles/forward-deployed-engineering/manifest.yaml#/included_skills"
        },
        "prerequisites": {
          "value": [
            {
              "artifact": "Stakeholder request or observed workflow opportunity and a named accountable lead"
            },
            {
              "artifact": "Authority to conduct non-destructive discovery with access to relevant stakeholders or workflow evidence"
            }
          ],
          "source": "bundles/forward-deployed-engineering/manifest.yaml#/prerequisites"
        },
        "outputs": {
          "value": [
            "engagement-charter",
            "stakeholder-workflow-map",
            "assumptions-decisions-risks-ledger",
            "engagement-status",
            "stage-handoff-record",
            "evaluation-and-release-decision",
            "adoption-scorecard",
            "outcome-measurement-record",
            "productization-record",
            "field-learning-record"
          ],
          "source": "bundles/forward-deployed-engineering/manifest.yaml#/outputs"
        },
        "handoffs": {
          "value": [
            {
              "to": "next lifecycle stage",
              "artifact": "stage-handoff-record",
              "note": "Each stage receives the current charter, workflow map, ledger, evidence labels, unresolved unknowns, and an explicit entry decision."
            },
            {
              "to": "production-readiness and release specialists",
              "artifact": "evaluation-and-release-decision",
              "note": "A demo or prototype cannot be called production-ready without representative evidence, risk constraints, rollout and rollback evidence, and an authorized decision."
            },
            {
              "to": "adoption and measurement specialists",
              "artifact": "adoption-scorecard",
              "note": "Deployment hands off target workflow, activation path, owner, support path, baseline, and decision rule; adoption remains part of completion."
            },
            {
              "to": "product, platform, or receiving delivery owner",
              "artifact": "productization-record",
              "note": "Field learning is classified with evidence, reuse boundary, owner, and next action rather than being promoted by enthusiasm alone."
            },
            {
              "to": "engagement sponsor",
              "artifact": "field-learning-record",
              "note": "The engagement closes with observed outcomes, unresolved uncertainty, and a durable transfer or follow-up path."
            }
          ],
          "source": "bundles/forward-deployed-engineering/manifest.yaml#/handoffs"
        },
        "conflicts": {
          "value": [
            {
              "skill": "../../product-discovery/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "This bundle uses product-discovery for embedded delivery continuity and workflow context; product-lifecycle owns product investment and lifecycle governance."
            },
            {
              "skill": "../../product-discovery/SKILL.md",
              "with": "research-and-vault",
              "guidance": "Use product-discovery for stakeholder and workflow discovery; use research-and-vault for a reusable web-research-to-knowledge capture chain."
            },
            {
              "skill": "../../product-experimentation/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "This bundle routes experiments to test an engagement intervention; product-lifecycle routes product investment experiments within its lifecycle governance."
            },
            {
              "skill": "../../implementation-planning/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "This bundle routes implementation planning only during Build after an authorized owner approves the requirement; product-lifecycle owns product delivery handoff. Route a bounded code change to neckbeard."
            },
            {
              "skill": "../../production-readiness/SKILL.md",
              "with": "production-excellence",
              "guidance": "This bundle carries engagement evidence into the specialist readiness review; production-excellence owns the cross-domain launch gate decision."
            },
            {
              "skill": "../../production-readiness/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "This bundle routes readiness for an embedded capability; product-lifecycle owns product lifecycle delivery handoff. Do not run both orchestration paths for one decision."
            },
            {
              "skill": "../../release-engineering/SKILL.md",
              "with": "production-excellence",
              "guidance": "This bundle routes deployment evidence from the engagement; production-excellence uses release evidence for a launch gate."
            },
            {
              "skill": "../../release-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "This bundle uses release engineering for embedded rollout continuity; product-lifecycle uses it for product delivery handoff."
            },
            {
              "skill": "../../platform-engineering/SKILL.md",
              "with": "production-excellence",
              "guidance": "This bundle routes platform work needed to deploy the engagement capability; production-excellence assembles platform evidence for launch gating."
            },
            {
              "skill": "../../platform-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "This bundle routes platform work needed by the engagement; product-lifecycle routes platform work in a product delivery handoff."
            },
            {
              "skill": "../../platform-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "This bundle routes product or engagement platform delivery; agent-production-operations owns runtime agent sandboxing and tool-execution isolation."
            },
            {
              "skill": "../../secure-software-engineering/SKILL.md",
              "with": "production-excellence",
              "guidance": "This bundle routes trust-boundary work during the engagement; production-excellence consumes security evidence for its launch gate."
            },
            {
              "skill": "../../secure-software-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "This bundle routes security work in the embedded lifecycle; product-lifecycle routes security work in product lifecycle phases."
            },
            {
              "skill": "../../secure-software-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "This bundle routes application and engagement security; agent-production-operations owns agent authority, disablement, and runtime security controls."
            },
            {
              "skill": "../../privacy-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "This bundle routes privacy work for engagement data flows; product-lifecycle routes privacy work across product lifecycle phases."
            },
            {
              "skill": "../../privacy-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "This bundle routes engagement privacy decisions; agent-production-operations routes trace scrubbing and user-data-access grants."
            },
            {
              "skill": "../../qa-methodology/SKILL.md",
              "with": "production-excellence",
              "guidance": "This bundle routes quality evidence for the built capability; production-excellence uses QA evidence at the launch gate."
            },
            {
              "skill": "../../qa-methodology/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "This bundle routes evaluation and quality work for engagement delivery; product-lifecycle uses QA at product delivery handoff."
            },
            {
              "skill": "../../verification-methodology/SKILL.md",
              "with": "production-excellence",
              "guidance": "This bundle uses verification to label engagement evidence; production-excellence uses it to verify launch-boundary evidence."
            },
            {
              "skill": "../../verification-methodology/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "This bundle verifies continuity artifacts and field outcomes; product-lifecycle verifies evidence at product phase gates."
            },
            {
              "skill": "../../site-reliability-engineering/SKILL.md",
              "with": "production-excellence",
              "guidance": "This bundle routes reliability evidence for the engagement; production-excellence uses SRE evidence for its production gate."
            },
            {
              "skill": "../../site-reliability-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "This bundle routes reliability work needed for adoption and operation; product-lifecycle routes SRE work in product delivery handoff."
            },
            {
              "skill": "../../site-reliability-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "This bundle routes service reliability; agent-production-operations routes runtime latency, cost budgets, and incident handoff for agents."
            },
            {
              "skill": "../../data-engineering/SKILL.md",
              "with": "production-excellence",
              "guidance": "This bundle routes data work required by the engagement; production-excellence consumes data evidence in its operational handoff and launch gate."
            },
            {
              "skill": "../../product-adoption/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "This bundle owns adoption continuity for an embedded engagement; product-lifecycle owns product adoption as one phase of product governance."
            },
            {
              "skill": "../../product-analytics-and-measurement/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "This bundle measures workflow impact for engagement completion; product-lifecycle measures product outcomes in lifecycle review."
            },
            {
              "skill": "../../product-lifecycle-learning/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "This bundle uses field learning to decide generalization; product-lifecycle-learning owns the product lifecycle learning method and decision record."
            },
            {
              "skill": "../../agent-evals-and-observability/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "This bundle routes eval evidence for engagement release and learning; agent-production-operations consumes eval and trace evidence for runtime control."
            },
            {
              "skill": "../../production-readiness/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "This bundle routes readiness for an embedded capability; agent-production-operations consumes readiness as an authority-gating input."
            },
            {
              "skill": "../../release-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "This bundle uses release engineering for engagement rollout; agent-production-operations uses it for staged runtime rollout and fallback."
            },
            {
              "skill": "../../product-design-and-ux/SKILL.md",
              "with": "neckbeard",
              "guidance": "This bundle routes UX for embedded workflow adoption; neckbeard uses UX only as needed for a bounded software change. Route by task boundary."
            },
            {
              "skill": "../../product-discovery/SKILL.md",
              "with": "neckbeard",
              "guidance": "This bundle owns embedded stakeholder and workflow discovery; neckbeard handles the bounded change after its requirements are known."
            },
            {
              "skill": "../../qa-methodology/SKILL.md",
              "with": "neckbeard",
              "guidance": "This bundle routes QA for engagement evidence; neckbeard applies QA within its software delivery journey for a bounded repository change."
            },
            {
              "skill": "../../release-engineering/SKILL.md",
              "with": "neckbeard",
              "guidance": "This bundle routes release work across the engagement lifecycle; neckbeard owns release delivery for a bounded change."
            },
            {
              "skill": "../../secure-software-engineering/SKILL.md",
              "with": "neckbeard",
              "guidance": "This bundle routes security decisions across embedded delivery; neckbeard applies security to its bounded software change."
            },
            {
              "skill": "../../site-reliability-engineering/SKILL.md",
              "with": "neckbeard",
              "guidance": "This bundle routes reliability for engagement outcomes; neckbeard routes reliability concerns within its software delivery journey."
            },
            {
              "skill": "../../verification-methodology/SKILL.md",
              "with": "neckbeard",
              "guidance": "This bundle verifies stage continuity and outcome evidence; neckbeard verifies the bounded repository change."
            },
            {
              "skill": "../../product-design-and-ux/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "This bundle routes UX for embedded workflow adoption; product-lifecycle routes UX for product requirements and lifecycle governance."
            },
            {
              "skill": "../../product-methodology/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "This bundle uses prioritization only to support engagement generalization; product-lifecycle owns product prioritization and portfolio methods."
            }
          ],
          "source": "bundles/forward-deployed-engineering/manifest.yaml#/conflicts"
        },
        "eval_suite": {
          "value": [
            "evals/evals.json"
          ],
          "source": "bundles/forward-deployed-engineering/manifest.yaml#/eval_suite"
        }
      }
    },
    {
      "name": "neckbeard",
      "derivation": "manifest",
      "source": "bundles/neckbeard/manifest.yaml",
      "fields": {
        "purpose": {
          "value": "A disciplined SDLC delivery operating model for non-trivial software change — fix, build, refactor, review, verify, or release — that routes the work through framing, discovery, design, implementation, review, verification, delivery, and learning, choosing the smallest *safe* intervention, proving it at the real delivery boundary, and leaving an inspectable evidence ledger.",
          "source": "bundles/neckbeard/manifest.yaml#/purpose"
        },
        "audience": {
          "value": "Software engineers and agents delivering non-trivial software changes (bug fixes, features, refactors, reviews, releases) that need a bounded, stage-aware path to a defensible 'done' with recorded evidence; teams running issue-to-PR change-request journeys with gates and an authorized release.",
          "source": "bundles/neckbeard/manifest.yaml#/audience"
        },
        "stages": {
          "value": [
            {
              "name": "Intake and framing",
              "skills": [
                "../../product-discovery/SKILL.md"
              ]
            },
            {
              "name": "Current-state discovery",
              "skills": [
                "../../software-architecture-analysis/SKILL.md",
                "../../systematic-debugging/SKILL.md"
              ]
            },
            {
              "name": "Design",
              "skills": [
                "../../api-design-and-evolution/SKILL.md",
                "../../product-design-and-ux/SKILL.md"
              ]
            },
            {
              "name": "Specification",
              "skills": [
                "../../spec-driven-development/SKILL.md"
              ]
            },
            {
              "name": "Test planning",
              "skills": [
                "../../qa-methodology/SKILL.md"
              ]
            },
            {
              "name": "Implementation",
              "skills": [
                "../../secure-software-engineering/SKILL.md",
                "../../web-accessibility/SKILL.md"
              ]
            },
            {
              "name": "Review and verification",
              "skills": [
                "../../verification-methodology/SKILL.md",
                "../../technical-documentation/SKILL.md"
              ]
            },
            {
              "name": "Readiness and release",
              "skills": [
                "../../release-engineering/SKILL.md",
                "../../site-reliability-engineering/SKILL.md"
              ]
            }
          ],
          "source": "bundles/neckbeard/manifest.yaml#/stages"
        },
        "included_skills": {
          "value": [
            "../../product-discovery/SKILL.md",
            "../../software-architecture-analysis/SKILL.md",
            "../../systematic-debugging/SKILL.md",
            "../../api-design-and-evolution/SKILL.md",
            "../../product-design-and-ux/SKILL.md",
            "../../spec-driven-development/SKILL.md",
            "../../qa-methodology/SKILL.md",
            "../../secure-software-engineering/SKILL.md",
            "../../web-accessibility/SKILL.md",
            "../../verification-methodology/SKILL.md",
            "../../technical-documentation/SKILL.md",
            "../../release-engineering/SKILL.md",
            "../../site-reliability-engineering/SKILL.md"
          ],
          "source": "bundles/neckbeard/manifest.yaml#/included_skills"
        },
        "prerequisites": {
          "value": [
            {
              "artifact": "A non-trivial change request, issue, or task with a verifiable contract"
            },
            {
              "artifact": "Current-state evidence (repository, tests, config, recent history)",
              "skill": "../../software-architecture-analysis/SKILL.md"
            },
            {
              "artifact": "Change contract and evidence ledger entries",
              "skill": "../../verification-methodology/SKILL.md"
            }
          ],
          "source": "bundles/neckbeard/manifest.yaml#/prerequisites"
        },
        "outputs": {
          "value": [
            "change-contract",
            "evidence-ledger",
            "delivery-packet",
            "implementation-plan",
            "verification-report",
            "release-record"
          ],
          "source": "bundles/neckbeard/manifest.yaml#/outputs"
        },
        "handoffs": {
          "value": [
            {
              "to": "verification-methodology",
              "artifact": "verification-report",
              "note": "The verification report records the declared verification target and the boundary actually exercised; verdicts bind to the exact head and never claim a boundary that was not checked."
            },
            {
              "to": "release-engineering",
              "artifact": "release-record",
              "note": "Release planning, versioning, pipeline promotion, readiness, and authorized release routing for the delivered change."
            },
            {
              "to": "human reviewer",
              "artifact": "delivery-packet",
              "note": "Change-request journeys hand the delivery packet — gates and evidence — to the required review before merge; a timed-out review is inconclusive, not a reason to launch repeated review rounds."
            },
            {
              "to": "next change (via evidence ledger)",
              "artifact": "evidence-ledger",
              "note": "Each run emits a compact evidence record (intent, inspected artifacts, assumptions, rejected alternatives, checks run, observed outputs, unverified boundaries) that carries learning into the next change."
            }
          ],
          "source": "bundles/neckbeard/manifest.yaml#/handoffs"
        },
        "conflicts": {
          "value": [
            {
              "skill": "../../product-discovery/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "Product discovery is shared. Route by context: neckbeard loads it for intake and framing of a change request; product-lifecycle owns the full discovery phase of a product lifecycle."
            },
            {
              "skill": "../../product-design-and-ux/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "Product design is shared. neckbeard loads it for user-facing behavior, interaction, and information architecture during design; product-lifecycle owns the UX and requirements phase of a product."
            },
            {
              "skill": "../../spec-driven-development/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "Specification is shared. neckbeard uses it for formal specification and phase gates on a change request; product-lifecycle uses it for requirements and acceptance criteria in its lifecycle phases."
            },
            {
              "skill": "../../qa-methodology/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "QA methodology is shared. neckbeard loads it for test strategy and regression gates on a change; product-lifecycle routes to it for phase 6 quality gates."
            },
            {
              "skill": "../../qa-methodology/SKILL.md",
              "with": "production-excellence",
              "guidance": "QA methodology is shared. neckbeard loads it for change-request test planning; production-excellence uses it for launch verification evidence."
            },
            {
              "skill": "../../secure-software-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "Security engineering is shared. Route by context: change-level security review and threat modeling (neckbeard) versus lifecycle-phase security needs (product-lifecycle)."
            },
            {
              "skill": "../../secure-software-engineering/SKILL.md",
              "with": "production-excellence",
              "guidance": "Security engineering is shared. Route by context: change-level security review (neckbeard) versus launch-gate security evidence (production-excellence)."
            },
            {
              "skill": "../../secure-software-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "Security engineering is shared. Route by context: change-level security review (neckbeard) versus agent authority contracts and disablement security (agent-production-operations)."
            },
            {
              "skill": "../../verification-methodology/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "Verification methodology is shared. neckbeard requires it to exercise the declared verification boundary on a change; product-lifecycle uses it at every phase gate for evidence."
            },
            {
              "skill": "../../verification-methodology/SKILL.md",
              "with": "production-excellence",
              "guidance": "Verification methodology is shared. neckbeard uses it for change-request verification verdicts; production-excellence uses it for boundary labeling of launch evidence."
            },
            {
              "skill": "../../release-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "Release engineering is shared. Route by context: change-request release planning (neckbeard) versus lifecycle delivery handoff (product-lifecycle)."
            },
            {
              "skill": "../../release-engineering/SKILL.md",
              "with": "production-excellence",
              "guidance": "Release engineering is shared. Route by context: change-request release planning (neckbeard) versus launch-gate release evidence (production-excellence)."
            },
            {
              "skill": "../../release-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "Release engineering is shared. Route by context: change-request release planning (neckbeard) versus agent staged-rollout planning (agent-production-operations)."
            },
            {
              "skill": "../../site-reliability-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "SRE is shared. neckbeard routes to it for reliability and operational recovery of a delivered change; product-lifecycle routes to it for delivery reliability."
            },
            {
              "skill": "../../site-reliability-engineering/SKILL.md",
              "with": "production-excellence",
              "guidance": "SRE is shared. Route by context: change-level reliability (neckbeard) versus gate-entry SLO/error-budget evidence (production-excellence)."
            },
            {
              "skill": "../../site-reliability-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "SRE is shared. Route by context: change-level reliability (neckbeard) versus agent runtime latency/cost budgets and incident handoff (agent-production-operations)."
            }
          ],
          "source": "bundles/neckbeard/manifest.yaml#/conflicts"
        },
        "eval_suite": {
          "value": [
            "evals/evals.json"
          ],
          "source": "bundles/neckbeard/manifest.yaml#/eval_suite"
        }
      }
    },
    {
      "name": "product-lifecycle",
      "derivation": "manifest",
      "source": "bundles/product-lifecycle/manifest.yaml",
      "fields": {
        "purpose": {
          "value": "Route a product through its full lifecycle — discovery, strategy and portfolio choice, roadmap, UX and requirements, experimentation, delivery handoff, adoption, success, and lifecycle review — by composing existing specialist product skills with phase-entry evidence, handoff artifacts, and escalation rules.",
          "source": "bundles/product-lifecycle/manifest.yaml#/purpose"
        },
        "audience": {
          "value": "Product managers, product operations, and portfolio teams navigating a product across multiple lifecycle phases; agents that need to know which specialist skill to load at each phase and what evidence to hand off to the next phase.",
          "source": "bundles/product-lifecycle/manifest.yaml#/audience"
        },
        "stages": {
          "value": [
            {
              "name": "Discovery",
              "skills": [
                "../../product-discovery/SKILL.md"
              ]
            },
            {
              "name": "Strategy and portfolio choice",
              "skills": [
                "../../product-strategy/SKILL.md",
                "../../strategy-frameworks/SKILL.md"
              ]
            },
            {
              "name": "Roadmap",
              "skills": [
                "../../product-roadmapping-and-portfolio/SKILL.md"
              ]
            },
            {
              "name": "UX and requirements",
              "skills": [
                "../../product-design-and-ux/SKILL.md"
              ]
            },
            {
              "name": "Experimentation",
              "skills": [
                "../../product-experimentation/SKILL.md"
              ]
            },
            {
              "name": "Delivery handoff",
              "skills": [
                "../../implementation-planning/SKILL.md",
                "../../production-readiness/SKILL.md",
                "../../release-engineering/SKILL.md"
              ]
            },
            {
              "name": "Adoption",
              "skills": [
                "../../product-adoption/SKILL.md"
              ]
            },
            {
              "name": "Success",
              "skills": [
                "../../product-analytics-and-measurement/SKILL.md",
                "../../conditional-customer-success/SKILL.md"
              ]
            },
            {
              "name": "Lifecycle review",
              "skills": [
                "../../product-lifecycle-learning/SKILL.md"
              ]
            }
          ],
          "source": "bundles/product-lifecycle/manifest.yaml#/stages"
        },
        "included_skills": {
          "value": [
            "../../product-discovery/SKILL.md",
            "../../product-strategy/SKILL.md",
            "../../strategy-frameworks/SKILL.md",
            "../../product-roadmapping-and-portfolio/SKILL.md",
            "../../product-design-and-ux/SKILL.md",
            "../../product-experimentation/SKILL.md",
            "../../implementation-planning/SKILL.md",
            "../../production-readiness/SKILL.md",
            "../../release-engineering/SKILL.md",
            "../../product-adoption/SKILL.md",
            "../../product-analytics-and-measurement/SKILL.md",
            "../../conditional-customer-success/SKILL.md",
            "../../product-lifecycle-learning/SKILL.md",
            "../../product-methodology/SKILL.md",
            "../../product-operations-and-governance/SKILL.md",
            "../../financial-modeling/SKILL.md",
            "../../go-to-market/SKILL.md",
            "../../data-scientist/SKILL.md",
            "../../spec-driven-development/SKILL.md",
            "../../privacy-engineering/SKILL.md",
            "../../secure-software-engineering/SKILL.md",
            "../../verification-methodology/SKILL.md",
            "../../qa-methodology/SKILL.md",
            "../../site-reliability-engineering/SKILL.md",
            "../../platform-engineering/SKILL.md",
            "../../bundles/neckbeard/SKILL.md"
          ],
          "source": "bundles/product-lifecycle/manifest.yaml#/included_skills"
        },
        "prerequisites": {
          "value": [
            {
              "artifact": "Product idea, market signal, or stakeholder request"
            },
            {
              "artifact": "Problem statement and discovery log",
              "skill": "../../product-discovery/SKILL.md"
            },
            {
              "artifact": "Strategic assessment and portfolio decision",
              "skill": "../../product-strategy/SKILL.md"
            },
            {
              "artifact": "Roadmap entry and bet record",
              "skill": "../../product-roadmapping-and-portfolio/SKILL.md"
            },
            {
              "artifact": "UX contracts and acceptance criteria",
              "skill": "../../product-design-and-ux/SKILL.md"
            },
            {
              "artifact": "Experiment readout and assumptions register",
              "skill": "../../product-experimentation/SKILL.md"
            }
          ],
          "source": "bundles/product-lifecycle/manifest.yaml#/prerequisites"
        },
        "outputs": {
          "value": [
            "lifecycle-evidence-ledger",
            "problem-statement",
            "strategic-assessment",
            "roadmap-entry",
            "interface-contracts",
            "experiment-brief",
            "implementation-plan",
            "readiness-verdict",
            "release-plan",
            "adoption-plan",
            "outcome-measurement",
            "outcome-review",
            "lifecycle-decision"
          ],
          "source": "bundles/product-lifecycle/manifest.yaml#/outputs"
        },
        "handoffs": {
          "value": [
            {
              "to": "production-excellence bundle",
              "artifact": "readiness-verdict",
              "note": "Phase 6 delivery handoff routes the production-readiness verdict to the production-excellence launch gate when that bundle is available."
            },
            {
              "to": "delivery team",
              "artifact": "implementation-plan",
              "note": "Phase 6 hands the implementation plan and release plan to the delivery team (and neckbeard for SDLC change-request work)."
            },
            {
              "to": "next phase (via evidence ledger)",
              "artifact": "lifecycle-evidence-ledger",
              "note": "Every phase reads and writes the shared lifecycle evidence ledger; the next phase never re-derives prior-phase evidence."
            },
            {
              "to": "product-lifecycle-learning",
              "artifact": "lifecycle-decision",
              "note": "Phase 9 records the continue/improve/harvest/pivot/pause/retire decision and retained learning in the learning loop."
            }
          ],
          "source": "bundles/product-lifecycle/manifest.yaml#/handoffs"
        },
        "conflicts": {
          "value": [
            {
              "skill": "../../production-readiness/SKILL.md",
              "with": "production-excellence",
              "guidance": "Both bundles include production-readiness. Use production-excellence for launch-gate decisions; use product-lifecycle for phase 6 delivery handoff routing. Load the bundle matching the active decision context, never both at once."
            },
            {
              "skill": "../../production-readiness/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "agent-production-operations consumes readiness outcomes as authority- gating inputs. Route phase 6 readiness reviews here; runtime authority decisions go to agent-production-operations."
            },
            {
              "skill": "../../release-engineering/SKILL.md",
              "with": "production-excellence",
              "guidance": "Release engineering is shared. Route by context: lifecycle delivery handoff (this bundle) versus gate-entry release evidence (production-excellence)."
            },
            {
              "skill": "../../release-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "Release engineering is shared. Route by context: lifecycle delivery handoff (this bundle) versus agent staged-rollout planning (agent-production-operations)."
            },
            {
              "skill": "../../site-reliability-engineering/SKILL.md",
              "with": "production-excellence",
              "guidance": "SRE is shared. This bundle routes to it for reliability needs in delivery handoff; production-excellence routes to it for gate-entry SLO/error-budget evidence."
            },
            {
              "skill": "../../site-reliability-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "SRE is shared. This bundle uses it for delivery reliability; agent-production-operations uses it for runtime latency/cost budgets and incident handoff."
            },
            {
              "skill": "../../secure-software-engineering/SKILL.md",
              "with": "production-excellence",
              "guidance": "Security engineering is shared. Route by phase/domain: trust-boundary work in lifecycle phases (this bundle) versus security evidence for launch gates (production-excellence)."
            },
            {
              "skill": "../../secure-software-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "Security engineering is shared. Route by context: lifecycle-phase security needs (this bundle) versus agent authority contracts and disablement security (agent-production-operations)."
            },
            {
              "skill": "../../platform-engineering/SKILL.md",
              "with": "production-excellence",
              "guidance": "Platform engineering is shared. Route by context: lifecycle delivery handoff (this bundle) versus gate-entry platform evidence (production-excellence)."
            },
            {
              "skill": "../../platform-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "Platform engineering is shared. Route by context: lifecycle delivery handoff (this bundle) versus agent sandboxing and tool-execution isolation (agent-production-operations)."
            },
            {
              "skill": "../../privacy-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "Privacy engineering is shared. This bundle routes to it for PII, consent, retention, and data flows in any phase; agent-production-operations routes to it for trace scrubbing and user-data-access grants."
            },
            {
              "skill": "../../qa-methodology/SKILL.md",
              "with": "production-excellence",
              "guidance": "QA methodology is shared. Route by context: lifecycle phase 6 quality gates (this bundle) versus launch verification evidence (production-excellence)."
            },
            {
              "skill": "../../verification-methodology/SKILL.md",
              "with": "production-excellence",
              "guidance": "Verification methodology is shared. This bundle uses it at every phase gate for evidence; production-excellence uses it for boundary labeling of launch evidence."
            }
          ],
          "source": "bundles/product-lifecycle/manifest.yaml#/conflicts"
        },
        "eval_suite": {
          "value": [
            "evals/evals.json"
          ],
          "source": "bundles/product-lifecycle/manifest.yaml#/eval_suite"
        }
      }
    },
    {
      "name": "production-excellence",
      "derivation": "manifest",
      "source": "bundles/production-excellence/manifest.yaml",
      "fields": {
        "purpose": {
          "value": "Route cross-domain production evidence (readiness, migration, recovery, capacity/cost, incident-learning) into a launch or operational decision — go, no-go, defer, exception, or escalation — with an accountable owner and a post-launch learning path.",
          "source": "bundles/production-excellence/manifest.yaml#/purpose"
        },
        "audience": {
          "value": "Service owners, SRE, release, platform, security, data, and QA teams coordinating a production change; agents assembling cross-domain production evidence into a defensible launch decision without re-deriving specialist runbooks.",
          "source": "bundles/production-excellence/manifest.yaml#/audience"
        },
        "stages": {
          "value": [
            {
              "name": "Cross-domain evidence assembly",
              "skills": [
                "../../production-readiness/SKILL.md",
                "../../migration-engineering/SKILL.md",
                "../../resilience-and-recovery/SKILL.md",
                "../../capacity-and-cost-engineering/SKILL.md",
                "../../incident-learning/SKILL.md"
              ]
            },
            {
              "name": "Gate evaluation",
              "skills": [
                "../../production-readiness/SKILL.md",
                "../../site-reliability-engineering/SKILL.md",
                "../../verification-methodology/SKILL.md",
                "../../qa-methodology/SKILL.md"
              ]
            },
            {
              "name": "Operational handoff",
              "skills": [
                "../../release-engineering/SKILL.md",
                "../../platform-engineering/SKILL.md",
                "../../secure-software-engineering/SKILL.md",
                "../../data-engineering/SKILL.md"
              ]
            },
            {
              "name": "Post-launch learning",
              "skills": [
                "../../incident-learning/SKILL.md"
              ]
            }
          ],
          "source": "bundles/production-excellence/manifest.yaml#/stages"
        },
        "included_skills": {
          "value": [
            "../../production-readiness/SKILL.md",
            "../../migration-engineering/SKILL.md",
            "../../resilience-and-recovery/SKILL.md",
            "../../capacity-and-cost-engineering/SKILL.md",
            "../../incident-learning/SKILL.md",
            "../../site-reliability-engineering/SKILL.md",
            "../../release-engineering/SKILL.md",
            "../../platform-engineering/SKILL.md",
            "../../secure-software-engineering/SKILL.md",
            "../../data-engineering/SKILL.md",
            "../../qa-methodology/SKILL.md",
            "../../verification-methodology/SKILL.md"
          ],
          "source": "bundles/production-excellence/manifest.yaml#/included_skills"
        },
        "prerequisites": {
          "value": [
            {
              "artifact": "Readiness review evidence packet (risk-scaled, 11 categories)",
              "skill": "../../production-readiness/SKILL.md"
            },
            {
              "artifact": "Migration plan, compatibility windows, and reconciliation evidence",
              "skill": "../../migration-engineering/SKILL.md"
            },
            {
              "artifact": "Resilience and recovery evidence (RTO/RPO, restore tests, game days)",
              "skill": "../../resilience-and-recovery/SKILL.md"
            },
            {
              "artifact": "Capacity and cost model evidence (demand, scaling, unit cost)",
              "skill": "../../capacity-and-cost-engineering/SKILL.md"
            },
            {
              "artifact": "Incident history, causal hypotheses, and verified-closure records",
              "skill": "../../incident-learning/SKILL.md"
            },
            {
              "artifact": "SLO and error-budget status",
              "skill": "../../site-reliability-engineering/SKILL.md"
            },
            {
              "artifact": "Release plan and rollback strategy",
              "skill": "../../release-engineering/SKILL.md"
            }
          ],
          "source": "bundles/production-excellence/manifest.yaml#/prerequisites"
        },
        "outputs": {
          "value": [
            "gate-decision",
            "operational-handoff-record",
            "accountable-owner-record",
            "evidence-gap-register"
          ],
          "source": "bundles/production-excellence/manifest.yaml#/outputs"
        },
        "handoffs": {
          "value": [
            {
              "to": "incident-learning",
              "artifact": "operational-handoff-record",
              "note": "Post-launch incidents (SLO degradations, unexpected failures, capacity breaches) route back to incident-learning with launch context; verified closure is required for follow-up items."
            },
            {
              "to": "product-lifecycle-learning",
              "artifact": "operational-handoff-record",
              "note": "Expected outcomes recorded in the handoff (SLO targets, capacity assumptions, cost projections) feed expected-vs-observed comparison at the handoff review cadence."
            },
            {
              "to": "agent-production-operations",
              "artifact": "gate-decision",
              "note": "Readiness outcomes (go/no-go/defer/exception) gate agent authority expansion when the runtime control plane is in use."
            },
            {
              "to": "service owner",
              "artifact": "accountable-owner-record",
              "note": "Every gate outcome names an accountable owner and records the evidence supporting it; no gate passes on a bare checklist."
            }
          ],
          "source": "bundles/production-excellence/manifest.yaml#/handoffs"
        },
        "conflicts": {
          "value": [
            {
              "skill": "../../production-readiness/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "Both bundles include production-readiness. This bundle owns the launch gate decision; product-lifecycle routes phase 6 delivery handoff. Load the bundle matching the active decision context, never both at once."
            },
            {
              "skill": "../../production-readiness/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "agent-production-operations consumes readiness outcomes as authority- gating inputs. Readiness reviews and go/no-go/defer/exception outcomes are produced here and consumed there."
            },
            {
              "skill": "../../release-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "Release engineering is shared. Route by context: gate-entry release evidence (this bundle) versus lifecycle delivery handoff (product-lifecycle)."
            },
            {
              "skill": "../../release-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "Release engineering is shared. Route by context: launch-gate release plans (this bundle) versus agent staged-rollout planning (agent-production-operations)."
            },
            {
              "skill": "../../site-reliability-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "SRE is shared. This bundle routes to it for gate-entry SLO/error-budget evidence; product-lifecycle routes to it for delivery reliability."
            },
            {
              "skill": "../../site-reliability-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "SRE is shared. This bundle uses it for gate-entry reliability evidence; agent-production-operations uses it for runtime latency/cost budgets and incident handoff. Incident command stays with SRE in both cases."
            },
            {
              "skill": "../../secure-software-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "Security engineering is shared. Route by context: security evidence for launch gates (this bundle) versus trust-boundary work in lifecycle phases (product-lifecycle)."
            },
            {
              "skill": "../../secure-software-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "Security engineering is shared. Route by context: launch-gate security evidence (this bundle) versus agent authority contracts and disablement security (agent-production-operations)."
            },
            {
              "skill": "../../platform-engineering/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "Platform engineering is shared. Route by context: gate-entry platform evidence (this bundle) versus lifecycle delivery handoff (product-lifecycle)."
            },
            {
              "skill": "../../platform-engineering/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "Platform engineering is shared. Route by context: launch-gate platform evidence (this bundle) versus agent sandboxing and tool-execution isolation (agent-production-operations)."
            },
            {
              "skill": "../../incident-learning/SKILL.md",
              "with": "agent-production-operations",
              "guidance": "Both bundles consume incident-learning records. This bundle uses incident history as gate-entry evidence; agent-production-operations consumes verified-closure records as escalation and disablement inputs."
            },
            {
              "skill": "../../qa-methodology/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "QA methodology is shared. Route by context: launch verification evidence (this bundle) versus lifecycle phase 6 quality gates (product-lifecycle)."
            },
            {
              "skill": "../../verification-methodology/SKILL.md",
              "with": "product-lifecycle",
              "guidance": "Verification methodology is shared. This bundle uses it for boundary labeling of launch evidence; product-lifecycle uses it at every phase gate."
            }
          ],
          "source": "bundles/production-excellence/manifest.yaml#/conflicts"
        },
        "eval_suite": {
          "value": [
            "evals/evals.json"
          ],
          "source": "bundles/production-excellence/manifest.yaml#/eval_suite"
        }
      }
    },
    {
      "name": "research-and-vault",
      "derivation": "manifest",
      "source": "bundles/research-and-vault/manifest.yaml",
      "fields": {
        "purpose": {
          "value": "Chain web research, atomic extraction, and durable knowledge capture into a repeatable research-to-note workflow: capture source URLs and dates before interpretation, extract independent atomic claims before synthesis, and write the durable note only after source coverage and gaps are explicit.",
          "source": "bundles/research-and-vault/manifest.yaml#/purpose"
        },
        "audience": {
          "value": "Agents and knowledge workers that repeatedly need the full research-to-note sequence (web research, atomic extraction, durable capture) and want a stable order of operations with a clear handoff artifact instead of ad-hoc steps; not for single lookups or single notes, which route to the domain skill directly.",
          "source": "bundles/research-and-vault/manifest.yaml#/audience"
        },
        "stages": {
          "value": [
            {
              "name": "Web research",
              "skills": [
                "../../research-methodology/SKILL.md"
              ]
            },
            {
              "name": "Source capture",
              "skills": [
                "../../research-methodology/SKILL.md"
              ]
            },
            {
              "name": "Atomic extraction",
              "skills": [
                "../../research-methodology/SKILL.md"
              ]
            },
            {
              "name": "Synthesis and durable capture",
              "skills": [
                "../../research-methodology/SKILL.md"
              ]
            }
          ],
          "source": "bundles/research-and-vault/manifest.yaml#/stages"
        },
        "included_skills": {
          "value": [
            "../../research-methodology/SKILL.md"
          ],
          "source": "bundles/research-and-vault/manifest.yaml#/included_skills"
        },
        "prerequisites": {
          "value": [
            {
              "artifact": "A research question or topic and access to web-research tooling",
              "skill": "../../research-methodology/SKILL.md"
            }
          ],
          "source": "bundles/research-and-vault/manifest.yaml#/prerequisites"
        },
        "outputs": {
          "value": [
            "source-capture-record",
            "atomic-claim-extract",
            "durable-note"
          ],
          "source": "bundles/research-and-vault/manifest.yaml#/outputs"
        },
        "handoffs": {
          "value": [
            {
              "to": "research-methodology",
              "artifact": "source-capture-record",
              "note": "Source URLs and dates are captured before interpretation and carried into extraction and synthesis; never interpret a source before its URL and date are recorded."
            },
            {
              "to": "research-methodology",
              "artifact": "atomic-claim-extract",
              "note": "Independent atomic claims are extracted before synthesis so the durable note can trace each claim to its source."
            },
            {
              "to": "user",
              "artifact": "durable-note",
              "note": "The finished durable note reports its output path and any unresolved gaps in source coverage."
            }
          ],
          "source": "bundles/research-and-vault/manifest.yaml#/handoffs"
        },
        "conflicts": {
          "value": [

          ],
          "source": "bundles/research-and-vault/manifest.yaml#/conflicts"
        },
        "eval_suite": {
          "value": [
            "evals/evals.json"
          ],
          "source": "bundles/research-and-vault/manifest.yaml#/eval_suite"
        }
      }
    },
    {
      "name": "tailscale",
      "derivation": "manifest",
      "source": "bundles/tailscale/manifest.yaml",
      "fields": {
        "purpose": {
          "value": "Operate a self-hosted Tailscale/Headscale ecosystem end to end: deploy and manage a Headscale control server, configure Tailscale clients, define ACL policy, manage node lifecycle, advertise subnet routes and exit nodes, operate DERP relays, and back up, restore, or migrate the control plane.",
          "source": "bundles/tailscale/manifest.yaml#/purpose"
        },
        "audience": {
          "value": "Platform and homelab operators running self-hosted Tailscale/Headscale infrastructure; agents that need to know which sub-skill to load for deploy, policy, client, node, routing, DERP, or backup tasks in a WireGuard mesh.",
          "source": "bundles/tailscale/manifest.yaml#/audience"
        },
        "stages": {
          "value": [
            {
              "name": "Deploy control server",
              "skills": [
                "skills/headscale-deploy/SKILL.md"
              ]
            },
            {
              "name": "Policy",
              "skills": [
                "skills/tailnet-policy/SKILL.md"
              ]
            },
            {
              "name": "Client connectivity",
              "skills": [
                "skills/tailscale-client/SKILL.md"
              ]
            },
            {
              "name": "Node lifecycle",
              "skills": [
                "skills/headscale-node-lifecycle/SKILL.md"
              ]
            },
            {
              "name": "Routing",
              "skills": [
                "skills/headscale-routing/SKILL.md"
              ]
            },
            {
              "name": "DERP relays",
              "skills": [
                "skills/headscale-derp/SKILL.md"
              ]
            },
            {
              "name": "Backup and restore",
              "skills": [
                "skills/headscale-backup/SKILL.md"
              ]
            }
          ],
          "source": "bundles/tailscale/manifest.yaml#/stages"
        },
        "included_skills": {
          "value": [
            "skills/headscale-deploy/SKILL.md",
            "skills/tailnet-policy/SKILL.md",
            "skills/tailscale-client/SKILL.md",
            "skills/headscale-node-lifecycle/SKILL.md",
            "skills/headscale-routing/SKILL.md",
            "skills/headscale-derp/SKILL.md",
            "skills/headscale-backup/SKILL.md"
          ],
          "source": "bundles/tailscale/manifest.yaml#/included_skills"
        },
        "prerequisites": {
          "value": [
            {
              "artifact": "A Linux host and install target for the Headscale control server",
              "skill": "skills/headscale-deploy/SKILL.md"
            },
            {
              "artifact": "HEADSCALE_URL and HEADSCALE_API_KEY credentials",
              "skill": "skills/headscale-deploy/SKILL.md"
            },
            {
              "artifact": "A running Headscale instance with the headscale CLI available",
              "skill": "skills/headscale-deploy/SKILL.md"
            }
          ],
          "source": "bundles/tailscale/manifest.yaml#/prerequisites"
        },
        "outputs": {
          "value": [
            "headscale-server",
            "tailnet-policy",
            "registered-nodes",
            "routed-networks",
            "derp-map",
            "backup-archive",
            "restored-instance"
          ],
          "source": "bundles/tailscale/manifest.yaml#/outputs"
        },
        "handoffs": {
          "value": [
            {
              "to": "tailnet-policy",
              "artifact": "headscale-server",
              "note": "A running control server is required before ACL policy is applied and before the tailnet opens to other users."
            },
            {
              "to": "headscale-node-lifecycle",
              "artifact": "headscale-server",
              "note": "Nodes are registered, approved, tagged, and decommissioned against the running control server."
            },
            {
              "to": "headscale-backup",
              "artifact": "headscale-server",
              "note": "Backups (sqlite + config + policy + certs) run regularly against the production control server; restore re-creates the instance from the archive."
            },
            {
              "to": "user",
              "artifact": "backup-archive",
              "note": "The backup archive is the disaster-recovery artifact for the tailnet; keep it off the control server host."
            }
          ],
          "source": "bundles/tailscale/manifest.yaml#/handoffs"
        },
        "conflicts": {
          "value": [

          ],
          "source": "bundles/tailscale/manifest.yaml#/conflicts"
        },
        "eval_suite": {
          "value": [
            "evals/evals.json"
          ],
          "source": "bundles/tailscale/manifest.yaml#/eval_suite"
        }
      }
    },
    {
      "name": "workflow-architect",
      "derivation": "manifest",
      "source": "bundles/workflow-architect/manifest.yaml",
      "fields": {
        "purpose": {
          "value": "Discover a user's actual workflow through active interrogation or passive observation, then generate a tailored Agent Skills bundle that encodes it as loadable skills with trigger conditions, a decision map, a manifest, and an optional kanban board — turning a session that feels aimless into structure.",
          "source": "bundles/workflow-architect/manifest.yaml#/purpose"
        },
        "audience": {
          "value": "Users and agents that want to formalize how they work — understand their own process, encode it as trigger-driven skills they can reuse, or share it with collaborators. Not for single factual questions or tasks already owned by a more specific skill.",
          "source": "bundles/workflow-architect/manifest.yaml#/audience"
        },
        "stages": {
          "value": [
            {
              "name": "Active interview",
              "skills": [
                "skills/interviewer/SKILL.md"
              ]
            },
            {
              "name": "Passive observation",
              "skills": [
                "skills/observer/SKILL.md"
              ]
            },
            {
              "name": "Synthesis and generation",
              "skills": [
                "skills/bundle-builder/SKILL.md"
              ]
            }
          ],
          "source": "bundles/workflow-architect/manifest.yaml#/stages"
        },
        "included_skills": {
          "value": [
            "skills/interviewer/SKILL.md",
            "skills/observer/SKILL.md",
            "skills/bundle-builder/SKILL.md"
          ],
          "source": "bundles/workflow-architect/manifest.yaml#/included_skills"
        },
        "prerequisites": {
          "value": [
            {
              "artifact": "Session context with enough turns for observation (or user answers for interview)",
              "skill": "skills/observer/SKILL.md"
            },
            {
              "artifact": "Convergence on workflow phases, branching signals, and tool preferences",
              "skill": "skills/interviewer/SKILL.md"
            }
          ],
          "source": "bundles/workflow-architect/manifest.yaml#/prerequisites"
        },
        "outputs": {
          "value": [
            "skills-bundle",
            "decision-map",
            "manifest",
            "kanban-board"
          ],
          "source": "bundles/workflow-architect/manifest.yaml#/outputs"
        },
        "handoffs": {
          "value": [
            {
              "to": "user",
              "artifact": "skills-bundle",
              "note": "The generated bundle is written to the host skill directory and registered so the umbrella and sub-skills load on trigger phrases."
            },
            {
              "to": "user",
              "artifact": "decision-map",
              "note": "The Mermaid decision map visualizes workflow phases and branching signals for review and sharing."
            },
            {
              "to": "user",
              "artifact": "manifest",
              "note": "The generated manifest maps skill names to trigger conditions, entry points, and transition signals for the bundle."
            },
            {
              "to": "user",
              "artifact": "kanban-board",
              "note": "The kanban board is included only when the workflow follows a predictable linear path where WIP limits and lane transitions add value."
            }
          ],
          "source": "bundles/workflow-architect/manifest.yaml#/handoffs"
        },
        "conflicts": {
          "value": [

          ],
          "source": "bundles/workflow-architect/manifest.yaml#/conflicts"
        },
        "eval_suite": {
          "value": [
            "evals/evals.json"
          ],
          "source": "bundles/workflow-architect/manifest.yaml#/eval_suite"
        }
      }
    }
  ]
}