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Business operations: vendor management, runbooks, process docs, risk assessment, capacity planning, change management, compliance tracking.

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Source SKILL.md: https://github.com/notque/vexjoy-agent/blob/HEAD/skills/business/operations/SKILL.md

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Operations

Umbrella skill for business operations: vendor management, runbooks, process documentation, risk assessment, capacity planning, change management, compliance tracking, status reporting, and process optimization. Each mode loads its own reference files on demand.

Scope: Operational workflows that keep the business running. Use csuite for strategic decisions, finance for budgeting/forecasting, and hr for people operations.


Mode Detection

Classify the request into exactly one mode. If it spans multiple, choose the primary and note the secondary.

ModeSignal PhrasesReference
RUNBOOKrunbook, procedure, on-call, playbook, step-by-step, ops taskreferences/runbook-authoring.md
RISKrisk assessment, risk register, what could go wrong, risk matrixreferences/risk-assessment.md
VENDORvendor review, vendor evaluation, contract review, procurementreferences/vendor-management.md
PROCESSprocess doc, SOP, RACI, workflow documentation, process mapreferences/process-documentation.md
CHANGEchange request, change management, CAB, rollout, deployment changereferences/change-management.md
CAPACITYcapacity plan, resource allocation, utilization, headcount planningreferences/process-documentation.md
COMPLIANCEcompliance, audit prep, SOC 2, ISO 27001, GDPR, regulatoryreferences/risk-assessment.md
STATUSstatus report, weekly update, project health, KPIs(no deep reference needed)
OPTIMIZEprocess improvement, bottleneck, streamline, too many stepsreferences/process-documentation.md

Always load references/llm-ops-failure-modes.md regardless of mode. It contains the failure patterns that apply across all operations work.


Instructions

Mode: RUNBOOK

Framework: SCOPE -> AUTHOR -> VERIFY

Phase 1: SCOPE -- Define what the runbook covers.

  • Name the task, its frequency, and who runs it
  • List prerequisites: access, tools, credentials, prior state
  • Identify the trigger: scheduled, event-driven, or manual invocation
  • Ask: "If a new hire ran this at 3am during an incident, what would they need?"

Gate: Task named. Prerequisites listed. Trigger defined.

Phase 2: AUTHOR -- Write the procedure with painful specificity.

Load references/runbook-authoring.md.

Critical rules:

  • Every step has: exact command/action, expected result, failure handling
  • "Run the script" is NOT a step. python sync.py --prod --dry-run from /opt/ops/ as deploy-user IS a step
  • Include verification after every state-changing step
  • Rollback procedure for the entire runbook AND per-step rollback where applicable
  • Escalation paths with names, contact methods, and when-to-escalate triggers
Step ComponentRequiredExample
ActionYeskubectl rollout restart deployment/api -n production
Expected resultYes"Pods restart within 60s. kubectl get pods shows 3/3 Running."
Failure handlingYes"If pods stay in CrashLoopBackOff >2min, proceed to Rollback."
VerificationYes`curl -s https://api.example.com/health
RollbackPer-stepkubectl rollout undo deployment/api -n production

Gate: Every step has all five components. Rollback procedure exists. Escalation path defined.

Phase 3: VERIFY -- Validate the runbook is actually usable.

  • Walk through the runbook as if you have never seen the system
  • Flag any step that requires unstated knowledge
  • Confirm the troubleshooting table covers symptoms from each step's failure mode
  • Check: could someone follow this at 3am with no prior context?

Gate: All steps self-contained. No implicit knowledge. Troubleshooting table complete.


Mode: RISK

Framework: IDENTIFY -> ASSESS -> MITIGATE

Phase 1: IDENTIFY -- Enumerate risks systematically by category.

Load references/risk-assessment.md.

CategoryWhat to Look For
OperationalProcess failures, staffing gaps, system outages, single points of failure
FinancialBudget overruns, vendor cost increases, revenue impact, currency exposure
ComplianceRegulatory violations, audit findings, policy breaches, certification gaps
StrategicMarket changes, competitive threats, technology shifts, dependency risks
ReputationalCustomer impact, public perception, partner relationships, data incidents
SecurityData breaches, access control failures, third-party vulnerabilities
  • Extend risk identification beyond obvious items. Ask: "What kills us if it happens, even if it seems unlikely?"
  • Separate risks from issues. A risk might happen. An issue already has.

Gate: Risks enumerated across all applicable categories. Each risk has a clear description.

Phase 2: ASSESS -- Score each risk on probability and impact.

Apply the probability x impact matrix:

Low ImpactMedium ImpactHigh Impact
High ProbabilityMediumHighCritical
Medium ProbabilityLowMediumHigh
Low ProbabilityLowLowMedium

For each risk:

  • Probability: base on evidence, not optimism. "It hasn't happened yet" is not "low probability"
  • Impact: quantify in dollars, hours, or affected users where possible
  • Risk level: derived from matrix, not gut feel

Gate: Every risk scored. No unquantified "High" without supporting rationale.

Phase 3: MITIGATE -- Plan mitigations and track residual risk.

For each High/Critical risk:

  • Mitigation action (specific, not "monitor the situation")
  • Owner (named person, not "the team")
  • Timeline (date, not "soon")
  • Residual risk after mitigation
  • Acceptance criteria: what makes the residual risk acceptable?

Gate: All High/Critical risks have mitigations with owners and dates. Residual risk documented.


Mode: VENDOR

Framework: EVALUATE -> SCORE -> RECOMMEND

Phase 1: EVALUATE -- Gather structured information.

Load references/vendor-management.md.

Required inputs:

  • Vendor name and what they provide
  • Context: new evaluation, renewal, or comparison
  • Available data: proposal, contract, performance history, pricing

Due diligence checklist (minimum):

  • Financial stability signals
  • Security posture (SOC 2, penetration testing, incident history)
  • Customer references (ask for churned customers too)
  • Contract terms: auto-renewal, termination notice, price escalation clauses
  • Data portability: export format, migration support, data deletion

Gate: Due diligence complete. Contract terms reviewed. Red flags documented.

Phase 2: SCORE -- Apply the vendor scorecard.

DimensionWeightScore (1-10)
Functional fit5x
Total cost of ownership4x
Integration complexity4x
Support quality3x
Security/compliance3x
Data portability3x
Company stability2x
Contract flexibility2x

TCO must include: license, implementation, training, support, ongoing maintenance, exit costs. License price alone is not TCO.

Gate: All dimensions scored with rationale. TCO calculated for Year 1 and Year 3.

Phase 3: RECOMMEND -- Deliver verdict with negotiation points.

  • Verdict: Proceed / Negotiate / Pass
  • Key strengths and concerns
  • Negotiation leverage points
  • Contract review triggers (price escalation >X%, SLA misses, acquisition)
  • Performance monitoring plan post-contract

Gate: Recommendation stated. Negotiation points listed. Monitoring plan defined.


Mode: PROCESS

Framework: MAP -> DOCUMENT -> OPTIMIZE

Phase 1: MAP -- Capture how the process actually works today.

Load references/process-documentation.md.

  • Map the real process, not the idealized version. "We're supposed to do X but actually we do Y" is the most valuable input.
  • Capture every step, decision point, handoff, and exception
  • Identify: who does it (role, not name), what triggers it, what it produces, how long it takes
  • Document exceptions and edge cases — these are where processes actually break

Gate: Current state mapped. All steps, handoffs, and exceptions documented.

Phase 2: DOCUMENT -- Produce the SOP.

Structure:

  • Purpose and scope
  • RACI matrix (Responsible, Accountable, Consulted, Informed for each step)
  • Step-by-step procedure with inputs, actions, outputs, and exception handling
  • Metrics: what to measure, target values, how to measure

RACI rules:

  • Exactly one A (Accountable) per step. Multiple As = no one is accountable.
  • R (Responsible) is who does the work. A is who owns the outcome.
  • If a step has no R, it doesn't get done. If it has no A, no one notices when it doesn't.

Gate: SOP complete. RACI has exactly one A per step. Exceptions documented.

Phase 3: OPTIMIZE -- Identify improvement opportunities.

  • Identify waste: waiting, rework, unnecessary handoffs, over-processing, manual work that could be automated
  • Bottleneck analysis: which step constrains throughput?
  • Recommendations: eliminate, automate, parallelize, simplify
  • Before/after comparison with estimated impact

Gate: Bottlenecks identified. Recommendations specific and measurable.


Mode: CHANGE

Framework: ASSESS -> PLAN -> EXECUTE

Phase 1: ASSESS -- Define the change and its impact.

Load references/change-management.md.

  • What is changing and why (business justification, not just "improvement")
  • Who is affected: users, systems, processes, teams
  • Impact assessment by area (users, systems, processes, cost) rated High/Medium/Low
  • Risk assessment: what could go wrong, likelihood, mitigation
  • Resistance forecast: who will resist and why

Gate: Change defined. Impact assessed by area. Risks identified.

Phase 2: PLAN -- Build the implementation and communication plan.

Plan ComponentRequired Elements
ImplementationSteps, owners, timeline, dependencies
CommunicationAudience, message, channel, timing
TrainingWhat skills needed, delivery method, timeline
RollbackTrigger criteria, steps, verification
ApprovalWho approves, role, current status

Communication rules:

  • Explain WHY before WHAT
  • Communicate early. Surprises create resistance; previews create buy-in.
  • Acknowledge what is being lost, not just what is being gained
  • "Everyone" is not a stakeholder. "200 users in the billing team" is.

Gate: All plan components complete. Rollback plan has trigger criteria. Approvals identified.

Phase 3: EXECUTE -- Monitor adoption and sustain.

  • Track adoption metrics
  • Address resistance (specific actions, not "manage change")
  • Reinforce new behaviors
  • Document lessons learned
  • Define success criteria and measurement timeline

Gate: Adoption metrics defined. Lessons captured. Success criteria measurable.


Mode: CAPACITY

Framework: INVENTORY -> FORECAST -> DECIDE

Phase 1: INVENTORY -- Map current capacity.

  • List team members, roles, and current allocation
  • Calculate actual available hours (subtract meetings, PTO, on-call, admin)
  • Map current work to people
Role TypeTarget UtilizationRationale
IC / Specialist75-80%Buffer for reactive work and growth
Manager60-70%Management overhead, 1:1s, meetings
On-call / Support50-60%Interrupt-driven work is unpredictable

Gate: Current capacity mapped. Utilization calculated. Overallocations identified.

Phase 2: FORECAST -- Model upcoming demand.

  • List upcoming projects with resource requirements and timelines
  • Identify skill bottlenecks (the constraint is usually a specific skill, not generic headcount)
  • Model scenarios: do nothing, hire X, deprioritize Y, contract Z

Gate: Demand mapped. Bottlenecks identified. Scenarios modeled.

Phase 3: DECIDE -- Recommend action.

  • Compare scenarios: outcome, cost, timeline, risk
  • Recommend: hire, contract, reprioritize, delay, or split
  • Preserve buffer capacity for unplanned work (target 75-80%). 100% means no buffer for surprises.

Gate: Recommendation stated. Trade-offs explicit. Buffer preserved.


Mode: COMPLIANCE

Framework: MAP -> GAP -> REMEDIATE

Phase 1: MAP -- Identify applicable frameworks and current state.

FrameworkFocusKey Requirements
SOC 2Service organizationsSecurity, availability, processing integrity, confidentiality, privacy
ISO 27001Information securityRisk assessment, security controls, continuous improvement
GDPRData privacy (EU)Consent, data rights, breach notification, DPO
HIPAAHealthcare (US)PHI protection, access controls, audit trails
PCI DSSPayment card dataEncryption, access control, vulnerability management
  • Inventory controls mapped to framework requirements
  • Document control owners and evidence locations

Gate: Frameworks identified. Controls inventoried.

Phase 2: GAP -- Find what is missing or deficient.

Load references/risk-assessment.md for risk-based prioritization of gaps.

  • Requirements vs. current state for each control
  • Evidence gaps: what evidence is needed but not collected
  • Priority: compliance risk x remediation effort

Gate: Gaps identified and prioritized. Evidence gaps documented.

Phase 3: REMEDIATE -- Plan and track closure.

  • Remediation plan with owner, timeline, and verification method
  • Audit calendar with evidence collection deadlines
  • Monitoring: control effectiveness tracking

Gate: Remediation plan complete. Audit calendar set. Owners assigned.


Mode: STATUS

Framework: GATHER -> SYNTHESIZE -> DELIVER

Produce a status report covering:

SectionContent
Executive Summary3-4 sentences. What is on track, what needs attention, key wins.
Overall StatusOn Track / At Risk / Off Track with justification
Key MetricsKPI, target, actual, trend, status
AccomplishmentsWhat got done this period
In ProgressItem, owner, status, ETA
Risks and IssuesRisk, impact, mitigation, owner
Decisions NeededDecision, context, deadline, recommendation
Next PrioritiesTop 3 for next period

Rules:

  • Lead with the headline. Leadership reads the first 3 lines.
  • Be honest about risks. Surfacing issues early builds trust. Surprises erode it.
  • For each decision needed, provide context AND a recommendation. Include a recommendation with every decision request.

Mode: OPTIMIZE

Framework: MAP -> ANALYZE -> REDESIGN

Phase 1: MAP -- Document current state with timing.

Load references/process-documentation.md.

  • Every step, decision point, and handoff with time estimates
  • Identify: who, what, how long, what triggers, what blocks

Phase 2: ANALYZE -- Identify waste.

Waste TypeWhat to Look For
WaitingTime in queues, waiting for approvals
ReworkSteps that fail and repeat
HandoffsEach handoff = potential failure/delay point
Over-processingSteps that add no value
Manual workTasks that could be automated

Phase 3: REDESIGN -- Propose improvements.

  • Eliminate unnecessary steps
  • Automate where deterministic
  • Reduce handoffs
  • Parallelize independent steps
  • Before/after comparison with: time saved, error rate reduction, cost savings

Error Handling

ErrorCauseSolution
Vague runbook stepsLLM defaults to abstract languageForce each step through the 5-component template. Reject steps without exact commands.
Underestimated riskOptimism bias in probability scoringChallenge every "Low" probability. Ask: "What evidence supports Low, not Medium?"
Generic process docsTemplate fill without reality checkAsk how the process actually works today, not how it should work.
Missing rollbackAssumed success path onlyRequire rollback before marking any change/runbook complete.
Scorecard inflationAll vendors score 7+Force relative scoring. At least one dimension per vendor must be below 5.
RACI with multiple AsAccountability diffusionEnforce exactly one A per step. Multiple As = no one accountable.
Compliance checkbox theaterControls documented but not testedRequire evidence of control effectiveness, not just existence.

Reference Loading Table

ModeReferenceContent
RUNBOOKreferences/runbook-authoring.mdStep structure, verification checklists, rollback procedures, escalation paths
RISK, COMPLIANCEreferences/risk-assessment.mdProbability x impact matrix, risk categories, mitigation planning, residual risk tracking
VENDORreferences/vendor-management.mdVendor scorecard, due diligence checklist, contract review triggers, performance monitoring
PROCESS, CAPACITY, OPTIMIZEreferences/process-documentation.mdProcess mapping, RACI matrices, bottleneck analysis, optimization methodology
CHANGEreferences/change-management.mdChange request workflows, impact assessment, stakeholder communication, rollback criteria
ALLreferences/llm-ops-failure-modes.mdLLM failure patterns in operations: vague procedures, underestimated risks, generic templates