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peterbamuhigire

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1006 published skills · page 6 of 11

  1. 02 Runbook · peterbamuhigire bundle
    Use when producing or updating service operations runbook for diagnosis, mitigation, recovery, escalation, verification, and evidence. Use deployment-guide for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  2. 02 Business Case · peterbamuhigire bundle
    Use when decision-makers need a go/no-go business case with cost, benefit, risk, timing, assumptions, and sensitivity evidence; use vision-statement for direction, lean-canvas for early hypotheses, and PRD generation only after investment approval.
    0 installs
  3. 01 Prd Generation · peterbamuhigire bundle
    Use when converting approved discovery evidence into a traceable PRD with objectives, prioritised features, success measures, constraints, and release scope; use vision-statement for the strategic north star and lean-canvas while assumptions still need testing.
    0 installs
  4. 02 Test Plan · peterbamuhigire bundle
    Use when producing or updating a detailed test plan with cases, data, environments, schedule, ownership, traceability, and exit evidence. Use test-strategy for programme-level test policy; this skill owns executable test planning.
    0 installs
  5. 01 Sprint Planning · peterbamuhigire bundle
    Use when preparing a sprint goal, evidence-based team capacity, selected backlog, task breakdown, and delivery risks. Use definition-of-ready to admit individual items and definition-of-done to judge completed increments.
    0 installs
  6. 05 System Overview · peterbamuhigire
    Use when every stakeholder needs a plain-language, current view of system purpose, context, major functions, constraints and actors; use vision-statement for strategic intent, PRD generation for product requirements, and high-level-design for technical architecture.
    0 installs
  7. 03 Vision Statement · peterbamuhigire bundle
    Use when a project needs a concise strategic north star defining target users, problem, differentiated value, success and scope boundaries; use lean-canvas to test uncertain assumptions and PRD generation to specify approved product behaviour.
    0 installs
  8. 03 Test Report · peterbamuhigire bundle
    Use when producing or updating evidence-backed test report for executed results, defects, coverage, deviations, residual risk, and release recommendation. Use test-plan for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  9. 06 Ccb Charter · peterbamuhigire
    Use when establishing a Change Control Board's scope, membership, quorum, decision rights, evidence requirements, records, and escalation. Use change-impact-analysis for a specific change and sign-off-ledger for decisions.
    0 installs
  10. 12 AI Model Card · peterbamuhigire bundle
    Use when a production AI feature needs a version-specific model card covering purpose, data, evaluation, limitations, bias, intended use, prohibited use and operational pins; use AI architecture for system design and evaluation artefacts as evidence inputs.
    0 installs
  11. 02 Definition Of Done · peterbamuhigire bundle
    Use when defining observable completion criteria for code, tests, documentation, review, and deployment readiness. Use definition-of-ready for pre-sprint admission and formal-review-gates for lifecycle approvals.
    0 installs
  12. 01 User Manual · peterbamuhigire bundle
    Use when producing role-based, task-oriented operating guidance for an implemented product. Use installation-guide for setup, FAQ for concise recurring answers, and release-notes for version deltas.
    0 installs
  13. 02 Audit Report · peterbamuhigire bundle
    Use when independently assessing controls or delivery evidence and issuing read-only findings, severity, scope limits, and corrective actions. Use risk-assessment for prospective risk analysis and compliance-documentation to author control artefacts.
    0 installs
  14. 28 Anti AI Slop · peterbamuhigire
    Use when producing any SRS, requirement, design, test, ADR, document, or code artefact; apply continuously and at the pre-ship gate to prevent generic, unverified, template-shaped output. Use 29-ai-slop-audit for independent detection and grading.
    0 installs
  15. 01 Test Strategy · peterbamuhigire bundle
    Use when producing or updating project test strategy for risk-based test levels, test types, environments, tooling, entry criteria, and exit criteria. Use test-plan for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  16. 03 Definition Of Ready · peterbamuhigire bundle
    Use when defining the evidence a backlog item needs before sprint commitment, including acceptance criteria, sizing, dependencies, and design clarity. Use definition-of-done for completion criteria and sprint-planning for the sprint commitment.
    0 installs
  17. 29 AI Slop Audit · peterbamuhigire
    Use when independently reviewing a concrete artefact for AI slop after a major iteration, on an audit or critique request, or before release. Produce evidence-backed findings and a grade; use 28-anti-ai-slop during production to prevent defects.
    0 installs
  18. 04 Database Design · peterbamuhigire bundle
    Use when approved requirements and access patterns need an entity model, normalised schema, keys, constraints, indexes, tenancy, retention and migration plan; use HLD for ownership and accounting-engine-design for ledger invariants.
    0 installs
  19. 04 Release Notes · peterbamuhigire bundle
    Use when communicating a verified version delta, including features, fixes, breaking changes, migration steps, compatibility, and known issues. Use user-manual for durable product operation and baseline-delta for controlled document changes.
    0 installs
  20. 07 Baseline Delta · peterbamuhigire
    Use when recording the exact approved differences between controlled baselines, including affected artefacts, rationale, evidence, migration, and rollback. Use change-impact-analysis before approval and release-notes for customer-facing changes.
    0 installs
  21. 10 Saas Mvp Scoping Doc · peterbamuhigire bundle
    Use when an early-stage or new SaaS product line needs a tightly bounded v1, one acquisition channel, explicit cuts, escape-velocity measures and a feature-triage log; use lean-canvas while the customer problem is still untested and PRD generation for the approved v1.
    0 installs
  22. 02 Low Level Design · peterbamuhigire bundle
    Use when an approved HLD needs implementation-ready module, class, sequence, state, algorithm and error contracts; use high-level-design for system boundaries, api-specification for external APIs, and database-design for persistence structures.
    0 installs
  23. 05 UX Specification · peterbamuhigire bundle
    Use when approved user journeys need testable information architecture, interaction patterns, states, accessibility, design-system rules, usability evidence and handoff specifications; use UX content and form specification for copy and validation detail.
    0 installs
  24. 12 AI Cost Runbook · peterbamuhigire bundle
    Use when producing or updating AI cost operations runbook for cost signals, budgets, attribution, anomaly response, containment, and current price evidence. Use slo-and-error-budget for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  25. 04 Risk Assessment · peterbamuhigire bundle
    Use when identifying, analysing, treating, and accepting project or system risks with evidence-backed likelihood and impact. Use change-impact-analysis for a proposed change and audit-report for retrospective control findings.
    0 installs
  26. 09 Sign Off Ledger · peterbamuhigire
    Use when maintaining an immutable, attributable record of review, approval, rejection, conditions, scope, and date. Use formal-review-gates to define gate criteria and waiver-management for exceptions.
    0 installs
  27. 14 AI Agent Strategy Doc · peterbamuhigire bundle
    Use when a product may ship tool-using AI agents and needs to decide agent versus workflow, autonomy levels, tiered capabilities, action-catalogue advantage and sequencing; use AI feature strategy for the wider AI portfolio and agent architecture after approval.
    0 installs
  28. 01 High Level Design · peterbamuhigire bundle
    Use when approved requirements need a system-level architecture with boundaries, components, critical flows, deployment topology and ADRs; use system-overview for stakeholder orientation, low-level-design for module internals, and infrastructure-design for scored infrastructure depth.
    0 installs
  29. 03 API Specification · peterbamuhigire bundle
    Use when approved behaviours must become a versioned external or service API contract with operations, schemas, authentication, errors, idempotency and OpenAPI evidence; use HLD for service boundaries and LLD for internal implementation.
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  30. 07 Iot System Design · peterbamuhigire bundle
    Use when approved requirements involve devices, sensors, gateways, edge processing or operational technology and need end-to-end connectivity, identity, lifecycle, safety and fleet operations; use HLD for the wider system context.
    0 installs
  31. 01 Deployment Guide · peterbamuhigire bundle
    Use when producing or updating deployment guide for release prerequisites, migration choreography, verification, rollback, and ownership. Use runbook for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  32. 03 Monitoring Setup · peterbamuhigire bundle
    Use when producing or updating monitoring and alerting specification for service indicators, dashboards, alerts, ownership, and runbook links. Use slo-and-error-budget for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  33. 13 AI Agent Slo Doc · peterbamuhigire bundle
    Use when defining AI agent SLOs for task success, safe action completion, intervention, budget, latency, abandonment, and recovery; use ai-hallucination-slo-doc for answer factuality and citation quality.
    0 installs
  34. 14 AI Agent Runbook · peterbamuhigire bundle
    Use when producing or updating AI-agent operations runbook for agent health, pauses, retries, replay, tool failures, containment, and operator authority. Use incident-response-runbook for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  35. 04 Retrospective Template · peterbamuhigire bundle
    Use when facilitating a sprint retrospective that turns evidence into owned, time-bound improvement actions. Use sprint-planning for forward commitment and audit-report for an independent compliance review.
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  36. 17 AI Adr Catalogue · peterbamuhigire bundle
    Use when maintaining a catalogue of consequential AI architecture, model, data, evaluation, safety, and provider decisions. Use architecture-decision-records for general ADRs and ai-agent-adr-catalogue for autonomous-agent decisions.
    0 installs
  37. 02 Coding Guidelines · peterbamuhigire bundle
    Use when producing or updating project coding guidelines for language and framework conventions, enforceable checks, examples, and exceptions. Use technical-specification for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  38. 05 Go Live Readiness · peterbamuhigire bundle
    Use when producing or updating go-live readiness assessment for evidence-based release gates, owners, waivers, rollback readiness, and launch decision. Use deployment-guide for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  39. 08 Waiver Management · peterbamuhigire
    Use when documenting, approving, monitoring, expiring, or closing a time-bound exception to a requirement or control. Use risk-assessment to evaluate exposure and sign-off-ledger to record the accountable decision.
    0 installs
  40. 06 AI Economic Value Brief · peterbamuhigire bundle
    Use when an AI feature, agent, RAG workflow, predictive product or automation proposal needs business outcomes, data readiness, evaluation, operating cost, risk and delivery evidence before PRD or architecture work; use AI feature strategy for portfolio sequencing.
    0 installs
  41. 13 AI Feature Strategy Doc · peterbamuhigire bundle
    Use when a SaaS or digital product needs to choose, tier and sequence AI features, separate table stakes from differentiation, decide build versus buy, and define an AI moat; use AI economic value brief for a single initiative's value proof and AI architecture spec for implementation.
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  42. 04 Contribution Guide · peterbamuhigire bundle
    Use when producing or updating repository contribution guide for branching, commits, pull requests, review gates, CI expectations, and exception handling. Use coding-guidelines for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  43. 06 AI Agent Eval Spec · peterbamuhigire bundle
    Use when evaluating a multi-step AI agent for task success, tool selection, budgets, intervention, recovery, and side-effect evidence; use ai-eval-harness-spec for single-call or non-agentic AI feature evaluation.
    0 installs
  44. 11 AI Architecture Spec · peterbamuhigire bundle
    Use when approved AI features need architecture decisions for direct calls, RAG, fine-tuning or agents, plus model gateway, knowledge stores, evaluation, observability and tenant security; use HLD for the whole system and agent architecture for tool-using runtimes.
    0 installs
  45. 04 Infrastructure Docs · peterbamuhigire bundle
    Use when producing or updating infrastructure documentation for topology, environments, dependencies, configuration ownership, recovery, and change controls. Use deployment-guide for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  46. 15 AI Rca Taxonomy Doc · peterbamuhigire bundle
    Use when producing or updating AI root-cause taxonomy for stable failure families, tags, examples, detection links, and mitigation pointers. Use incident-postmortem for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  47. 02 Installation Guide · peterbamuhigire bundle
    Use when documenting verified prerequisites, installation, configuration, validation, upgrade, and uninstall procedures. Use user-manual for post-install operation and release-notes for version-specific migration changes.
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  48. 01 Traceability Matrix · peterbamuhigire bundle
    Use when mapping requirements to designs, tests, evidence, releases, and approvals so gaps and orphan artefacts are visible. Use baseline-delta for version-to-version changes and evidence-pack-builder to package proof.
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  49. 05 Formal Review Gates · peterbamuhigire bundle
    Use when defining or operating evidence-based lifecycle review gates, entry criteria, decision rights, outcomes, and remediation. Use sign-off-ledger to record approvals and waiver-management for time-bound exceptions.
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  50. 06 Infrastructure Design · peterbamuhigire bundle
    Use when a scored decision gate shows that availability, scale, distributed deployment, security or recovery needs infrastructure design beyond the HLD; use HLD for logical architecture and deployment planning for release execution.
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  51. 04 AI Eval Harness Spec · peterbamuhigire bundle
    Use when specifying a reusable AI feature evaluation harness with datasets, graders, thresholds, calibration, regression gates, and run evidence; use ai-agent-eval-spec for multi-step tool-using agent evaluation.
    0 installs
  52. 05 Saas Growth Experiment Doc · peterbamuhigire bundle
    Use when specifying a SaaS product, pricing, onboarding, or lifecycle experiment with a hypothesis, primary metric, sample logic, guardrails, stop rule, instrumentation, and decision rule. Use retrospective-template for team process learning.
    0 installs
  53. 03 Dev Environment Setup · peterbamuhigire bundle
    Use when producing or updating development environment setup guide for repeatable prerequisites, installation, configuration, build, and verification steps. Use deployment-guide for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  54. 05 AI Red Team Test Plan · peterbamuhigire bundle
    Use when red-teaming an AI feature or model for prompt injection, unsafe output, privacy, bias, and abuse with deterministic safety oracles; use ai-agent-red-team-test-plan for tool actions and autonomous side effects.
    0 installs
  55. 10 Evidence Pack Builder · peterbamuhigire
    Use when assembling indexed, traceable, integrity-checked evidence for a review, audit, release, or acceptance decision. Use traceability-matrix to expose coverage and audit-report to assess the assembled evidence.
    0 installs
  56. 16 AI Data Flow And Dpia · peterbamuhigire bundle
    Use when mapping AI data flows and assessing privacy necessity, lawful basis, risks, controls, residual risk, and consultation triggers. Use DPA/privacy-doc-set for contractual documents and responsible-ai-declaration for broader AI governance.
    0 installs
  57. 07 Premium Product Positioning · peterbamuhigire bundle
    Use when a commercial product, client-facing system, SaaS, app or executive workflow must justify premium pricing through buyer trust, proof, service quality and materially better experience; use vision-statement for broad direction and UX specification for interface detail.
    0 installs
  58. 14 AI Feature Prd Spec · peterbamuhigire bundle
    Use when converting an approved AI feature strategy into testable PRD requirements for quality, latency, cost, abstention, citations, consent, and evaluation; use ai-feature-strategy-doc for portfolio choices.
    0 installs
  59. 03 Story Mapping · peterbamuhigire bundle
    Use when arranging an existing backlog into user activities, a walking skeleton, and release slices; use backlog-prioritization for economic ordering after the map exists.
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  60. 06 Change Impact Analysis · peterbamuhigire
    Use when assessing a proposed change against baselines, requirements, architecture, security, privacy, tests, operations, schedule, and cost before authorisation. Use baseline-delta to record the approved delta and CCB-charter for governance.
    0 installs
  61. 19 AI Agent Adr Catalogue · peterbamuhigire bundle
    Use when recording agent-specific decisions about autonomy levels, planners, tools, approvals, memory, supervision, reversibility, and audit logs. Use ai-adr-catalogue for non-agent AI decisions and architecture-decision-records for general architecture.
    0 installs
  62. 16 Accounting Engine Design · peterbamuhigire
    Use when approved money-flow requirements need SDS/HLD/LLD for an embedded accounting engine with append-only journals, posting service, periods, reversals, idempotency, subledgers, rebuilds and audit trail; consult the finance doctrine and use database-design for general persistence.
    0 installs
  63. 01 Technical Specification · peterbamuhigire bundle
    Use when producing or updating implementation-ready technical specification for module contracts, interfaces, data schemas, dependencies, and requirement traceability. Use coding-guidelines for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  64. 10 AI Hallucination Slo Doc · peterbamuhigire bundle
    Use when defining an AI hallucination SLO for factuality, citation validity, abstention, severity, sampling, error budget, and release response; use saas-slo-and-error-budget-doc for ordinary service reliability.
    0 installs
  65. 15 AI Agent Rollout Runbook · peterbamuhigire bundle
    Use when promoting an AI agent from shadow through supervised to bounded autonomy with action gates, evidence, kill switches, bake periods, and rollback authority; use ai-feature-rollout-runbook for non-agentic AI features.
    0 installs
  66. 03 Compliance Documentation · peterbamuhigire bundle
    Use when producing a governed compliance document set from verified obligations, controls, owners, evidence, review cadence, and approvals. Use audit-report for independent findings and regulator-overlap-mapping for cross-regime reuse.
    0 installs
  67. 08 Engineering Strategy Brief · peterbamuhigire bundle
    Use when major HLD, platform, SaaS, AI, public-sector or modernisation work needs a concise diagnosis, guiding policies, operating mechanisms, ADR agenda and implementation sequence; use HLD after strategy choices are approved.
    0 installs
  68. 14 AI Agent Architecture Spec · peterbamuhigire bundle
    Use when an approved tool-using AI agent needs a runtime loop, state machine, memory tiers, planner, dispatcher, durability, kill switch and tenant isolation; use AI architecture for non-agent AI services and multi-agent coordination only when several agents share a task.
    0 installs
  69. 12 Saas Pricing And Packaging Spec · peterbamuhigire bundle
    Use when a SaaS product needs testable tiers, a value metric, feature gates, expansion mechanics, freemium decision, grandfathering and price-change policy; use business-case for investment viability and PRD generation for feature requirements.
    0 installs
  70. Retail Operating Model Srs · peterbamuhigire
    Use when specifying retail, omnichannel, POS, merchandising, pricing, promotions, fulfilment, returns, shrink, loyalty, vendor funding, or store operations; use embedded-accounting-engine-srs for the shared ledger core.
    0 installs
  71. 10 Full Coverage Saas Seeding · peterbamuhigire bundle
    Use when specifying, planning, tracing, or reviewing realistic synthetic SaaS demo data and application-workflow test coverage for an SRS, PRD, test plan, release gate, or go-live evidence pack.
    0 installs
  72. 11 AI Feature Rollout Runbook · peterbamuhigire bundle
    Use when rolling out a non-agentic AI feature through offline, shadow, limited, and wider exposure with evaluation gates, bake periods, rollback triggers, and owners; use ai-agent-rollout-runbook for autonomy changes.
    0 installs
  73. 20 AI Agent Soc2 Control Pack · peterbamuhigire bundle
    Use when mapping an L1+ AI agent to SOC 2 trust-services controls, implementation evidence, sampling, testing, exceptions, and owners. Use ISO 27001 or HIPAA control packs for those frameworks and evidence-pack-spec for collection rules.
    0 installs
  74. 11 Saas Moat And Defensibility Plan · peterbamuhigire bundle
    Use when a SaaS product needs an evidence-based defensibility plan covering integrations, owned channels, switching costs, proprietary data, brand or network effects; use competitive discovery for market facts and MVP scoping for initial release boundaries.
    0 installs
  75. 01 Initialize Srs · peterbamuhigire bundle
    Use when creating the Waterfall SRS workspace, selecting the specification structure, and establishing identifiers and source context; use context-engineering after initialisation to model boundaries and actors.
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  76. 06 Logic Modeling · peterbamuhigire bundle
    Use when formalising decisions, calculations, state transitions, constraints, and exception logic for Waterfall requirements; use descriptive-modeling for narrative flows and views.
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  77. 07 AI Agent Red Team Test Plan · peterbamuhigire bundle
    Use when red-teaming a tool-using AI agent for action abuse, privilege escalation, memory poisoning, runaway loops, irreversible effects, and kill-switch failure; use ai-red-team-test-plan for non-agentic model behaviour.
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  78. 08 Accounting Engine Test Plan · peterbamuhigire
    Use when producing or updating accounting-engine test plan for ledger invariants, posting, reversal, period control, reconciliation, migration, and audit evidence. Use test-plan for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  79. 13 AI Incident Severity Matrix · peterbamuhigire bundle
    Use when producing or updating AI incident severity matrix for severity criteria, impact dimensions, escalation, containment, notification, and downgrade rules. Use incident-response-runbook for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  80. 20 AI Agent Compliance Runbook · peterbamuhigire bundle
    Use when producing or updating AI-agent compliance operations runbook for control testing, evidence collection, drills, audit-window operations, and remediation. Use agent-runbook for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  81. 22 AI Agent Hipaa Control Pack · peterbamuhigire bundle
    Use when mapping a PHI-touching AI agent to HIPAA Security Rule safeguards, minimum-necessary access, BAA duties, evidence, testing, and breach handling. Use ISO 27001 or SOC 2 packs for those frameworks.
    0 installs
  82. 25 AI Agent Evidence Pack Spec · peterbamuhigire bundle
    Use when defining AI-agent compliance evidence items, sources, collection, sampling, integrity, chain of custody, retention, redaction, presentation, and auditor access. Use evidence-pack-builder to assemble a specific pack and control packs to define obligations.
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  83. 15 Game Product And Production Brief · peterbamuhigire bundle
    Use when defining a game's player promise, product hypotheses, platform options, production model, vertical-slice evidence, commercial boundaries, or greenlight decision before detailed requirements.
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  84. 16 AI Agent Feature Prd Spec · peterbamuhigire bundle
    Use when defining testable product requirements for an agent's task scope, autonomy, budgets, intervention, success, and irreversible-action gates; use ai-agent-strategy-doc for portfolio strategy.
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  85. 02 Acceptance Criteria · peterbamuhigire bundle
    Use when formalising deterministic Given-When-Then acceptance criteria for existing user stories; use user-story-generation when the backlog or personas have not yet been defined.
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  86. 14 AI Incident Response Runbook · peterbamuhigire bundle
    Use when producing or updating AI incident response runbook for detection, classification, containment, evidence preservation, recovery, and communication. Use incident-postmortem for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  87. 13 Saas Dpa And Privacy Doc Set · peterbamuhigire bundle
    Use when drafting a SaaS privacy notice, DPA, processing schedule, subprocessor disclosure, retention terms, and data-subject procedures from verified flows and legal review. Use trust-center-document-pack for public assurance material.
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  88. Hybrid Synchronization · peterbamuhigire bundle
    Use when synchronising a Water-Scrum-Fall project so Agile backlog items, DoR/DoD, and delivery evidence remain tied to the approved baseline; use requirements-management for baseline change control itself.
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  89. 07 Saas Tenant Lifecycle Runbook · peterbamuhigire bundle
    Use when producing or updating SaaS tenant-lifecycle runbook for provisioning, suspension, reactivation, export, deletion, isolation, and evidence. Use runbook for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
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  90. 08 Saas Slo And Error Budget Doc · peterbamuhigire bundle
    Use when defining SaaS availability, latency, tenant-impact SLIs, error budgets, burn alerts, exclusions, and response policy; use monitoring-setup to specify collection, dashboards, and alert implementation.
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  91. 21 Accounting Operations Runbook · peterbamuhigire
    Use when producing or updating accounting operations runbook for opening balances, close, ledger integrity, reconciliation incidents, rebuilds, controls, and audit evidence. Use runbook for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
    0 installs
  92. 06 Saas Onboarding Journey Spec · peterbamuhigire bundle
    Use when specifying a SaaS aha event, activation milestones, segmented paths, nudges, measurement sources, and drop-off interventions. Use customer-success-playbook for ongoing intervention and user-manual for product procedures.
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  93. 05 Architecture Decision Records · peterbamuhigire bundle
    Use when recording a consequential architecture choice, context, options, rationale, consequences, owner, and supersession path. Use ai-adr-catalogue for AI-system decisions and formal-review-gates for approval checkpoints.
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  94. 14 AI Responsible AI Declaration · peterbamuhigire bundle
    Use when documenting an AI feature's intended use, limits, human oversight, evaluation, data, safety, fairness, transparency, and accountability. Use ai-data-flow-and-dpia for privacy risk and responsible-ai-addendum for agent-specific controls.
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  95. 01 User Story Generation · peterbamuhigire bundle
    Use when decomposing approved features into INVEST user stories, epics, story points, and initial acceptance criteria; use acceptance-criteria when stories already exist and only test oracles are needed.
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  96. 07 Attribute Mapping · peterbamuhigire bundle
    Use when assigning priority, source, rationale, risk, stability, verification method, owner, and other governed attributes to requirements; use traceability-engineering for lifecycle links.
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  97. 08 Semantic Auditing · peterbamuhigire bundle
    Use when performing a read-only semantic audit for ambiguity, contradiction, undefined terms, weak modals, and inconsistent requirement language; use requirements-validation for the full multidisciplinary gate.
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  98. 09 Use Case Modeling · peterbamuhigire bundle
    Use when specifying actor-goal use cases with preconditions, main flow, alternatives, exceptions, postconditions, and trace links; use user-story-generation for Agile backlog items.
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  99. 17 AI Incident Evidence Pack Spec · peterbamuhigire bundle
    Use when producing or updating AI incident evidence-pack specification for capture, chain of custody, retention, redaction, reproducibility, and handover. Use incident-response-runbook for the neighbouring concern; this skill owns the named document contract and its acceptance evidence.
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  100. 09 AI Agent User Disclosure Pack · peterbamuhigire bundle
    Use when preparing user-facing disclosures for an AI agent's capabilities, limits, data use, autonomy, approvals, escalation, and incident contact. Use responsible-ai-addendum for internal governance and DPA language for contractual processing terms.
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