Go from one API call to the whole operating journey.

Forty-eight real-world recipes bridge source contracts, eight-language code labs, multi-capability application flows, hostile-path reliability, and tested downloadable capstones.

48end-to-end recipes
16industry scenarios
3operating depths
384generated code views
4tested capstones

One scenario. Three implementation truths.

Start with a bounded contract, compose an application experience, or operate a durable journey. The deeper modes add state ownership and recovery instead of hiding them behind more code.

01
stateless

Request/response slice

Prove one bounded contract, identity handoff, failure response, and observable first success.

35–50 min · 2 workflow stages
02
hybrid

Composed application flow

Compose multiple capabilities while the application owns user intent, policy, and continuity.

90–120 min · 4 workflow stages
03
stateful

Durable operating journey

Operate the full lifecycle with versioned state, hostile-path recovery, audit, and release evidence.

2–3 hr · 5 workflow stages

48 matching recipes

Every result keeps planning credential-free and links the exact live-integration gates separately.

Logisticsstateless

Contract slice: A delivery promise customers can trust

Fewer failed deliveries and a live, explainable ETA from checkout to doorstep.

Normalize the destination and retain its Mappls PinOptimize stops against capacity and time windows
Contracts
4
Code
8 languages
Capstone
17 tests
35–50 minOpen complete recipe
Logisticshybrid

Application flow: A delivery promise customers can trust

Fewer failed deliveries and a live, explainable ETA from checkout to doorstep.

Normalize the destination and retain its Mappls PinOptimize stops against capacity and time windowsNavigate with live reroutingStream driver and order state
Contracts
8
Code
8 languages
Capstone
17 tests
90–120 minOpen complete recipe
Logisticsstateful

Operating journey: A delivery promise customers can trust

Fewer failed deliveries and a live, explainable ETA from checkout to doorstep.

Normalize the destination and retain its Mappls PinOptimize stops against capacity and time windowsNavigate with live reroutingStream driver and order stateCapture geotagged proof and reconcile exceptions
Contracts
12
Code
8 languages
Capstone
17 tests
2–3 hrOpen complete recipe
Mobilitystateless

Contract slice: A pickup flow that survives the real world

Shorter pickup times with fewer calls, cancellations, and unsafe rendezvous points.

Bias search to the rider viewportConfirm a precise pickup pin and landmark
Contracts
4
Code
8 languages
Capstone
17 tests
35–50 minOpen complete recipe
Mobilityhybrid

Application flow: A pickup flow that survives the real world

Shorter pickup times with fewer calls, cancellations, and unsafe rendezvous points.

Bias search to the rider viewportConfirm a precise pickup pin and landmarkMatch with network-aware ETATrack approach and reroute
Contracts
8
Code
8 languages
Capstone
17 tests
90–120 minOpen complete recipe
Mobilitystateful

Operating journey: A pickup flow that survives the real world

Shorter pickup times with fewer calls, cancellations, and unsafe rendezvous points.

Bias search to the rider viewportConfirm a precise pickup pin and landmarkMatch with network-aware ETATrack approach and rerouteDetect arrival and close the trip
Contracts
12
Code
8 languages
Capstone
17 tests
2–3 hrOpen complete recipe
Utilitiesstateless

Contract slice: Dispatch the right technician, with the right proof

Higher first-time-fix rates and auditable work from dispatch through customer sign-off.

Geocode and classify the service locationAssign by skills, shift, inventory, and ETA
Contracts
4
Code
8 languages
Capstone
14 tests
35–50 minOpen complete recipe
Utilitieshybrid

Application flow: Dispatch the right technician, with the right proof

Higher first-time-fix rates and auditable work from dispatch through customer sign-off.

Geocode and classify the service locationAssign by skills, shift, inventory, and ETAGuide the technicianCollect checklist, image, and signature proof
Contracts
8
Code
8 languages
Capstone
14 tests
90–120 minOpen complete recipe
Utilitiesstateful

Operating journey: Dispatch the right technician, with the right proof

Higher first-time-fix rates and auditable work from dispatch through customer sign-off.

Geocode and classify the service locationAssign by skills, shift, inventory, and ETAGuide the technicianCollect checklist, image, and signature proofAnalyze repeat faults spatially
Contracts
12
Code
8 languages
Capstone
14 tests
2–3 hrOpen complete recipe
Energystateless

Contract slice: Restore the grid from alarm to verified service

Faster, safer restoration with an explainable view of affected assets, customers, crews, and residual risk.

Version the network and hazard contextCorrelate alarms into bounded outage incidents
Contracts
4
Code
8 languages
Capstone
14 tests
35–50 minOpen complete recipe
Energyhybrid

Application flow: Restore the grid from alarm to verified service

Faster, safer restoration with an explainable view of affected assets, customers, crews, and residual risk.

Version the network and hazard contextCorrelate alarms into bounded outage incidentsApprove a switching and crew planGuide crews and capture field evidence
Contracts
8
Code
8 languages
Capstone
14 tests
90–120 minOpen complete recipe
Energystateful

Operating journey: Restore the grid from alarm to verified service

Faster, safer restoration with an explainable view of affected assets, customers, crews, and residual risk.

Version the network and hazard contextCorrelate alarms into bounded outage incidentsApprove a switching and crew planGuide crews and capture field evidenceReconcile telemetry, customer impact, and restoration
Contracts
12
Code
8 languages
Capstone
14 tests
2–3 hrOpen complete recipe
Retailstateless

Contract slice: Choose the next store with evidence

Faster site screening and investment decisions grounded in a reusable spatial model.

Publish candidate sites and performance dataGenerate drive-time catchments
Contracts
4
Code
8 languages
Capstone
22 tests
35–50 minOpen complete recipe
Retailhybrid

Application flow: Choose the next store with evidence

Faster site screening and investment decisions grounded in a reusable spatial model.

Publish candidate sites and performance dataGenerate drive-time catchmentsJoin demand and competition signalsScore and compare candidates
Contracts
8
Code
8 languages
Capstone
22 tests
90–120 minOpen complete recipe
Retailstateful

Operating journey: Choose the next store with evidence

Faster site screening and investment decisions grounded in a reusable spatial model.

Publish candidate sites and performance dataGenerate drive-time catchmentsJoin demand and competition signalsScore and compare candidatesShare an executive decision map
Contracts
11
Code
8 languages
Capstone
22 tests
2–3 hrOpen complete recipe
Financial servicesstateless

Contract slice: Make address risk explainable

More straight-through approvals with a clear audit trail for ambiguous or high-risk addresses.

Normalize the entered addressCompare declared and captured locations
Contracts
4
Code
8 languages
Capstone
17 tests
35–50 minOpen complete recipe
Financial serviceshybrid

Application flow: Make address risk explainable

More straight-through approvals with a clear audit trail for ambiguous or high-risk addresses.

Normalize the entered addressCompare declared and captured locationsJoin serviceability and risk zonesScore confidence with reasons
Contracts
8
Code
8 languages
Capstone
17 tests
90–120 minOpen complete recipe
Financial servicesstateful

Operating journey: Make address risk explainable

More straight-through approvals with a clear audit trail for ambiguous or high-risk addresses.

Normalize the entered addressCompare declared and captured locationsJoin serviceability and risk zonesScore confidence with reasonsEscalate only unresolved cases
Contracts
8
Code
8 languages
Capstone
17 tests
2–3 hrOpen complete recipe
Insurancestateless

Contract slice: Evidence-led claims from incident to settlement

Faster, more consistent claims decisions with tamper-aware spatial evidence.

Record consented incident locationCapture guided photo evidence
Contracts
4
Code
8 languages
Capstone
14 tests
35–50 minOpen complete recipe
Insurancehybrid

Application flow: Evidence-led claims from incident to settlement

Faster, more consistent claims decisions with tamper-aware spatial evidence.

Record consented incident locationCapture guided photo evidenceRun model-locked vision triage with human review bandsDispatch an assessor when needed
Contracts
8
Code
8 languages
Capstone
14 tests
90–120 minOpen complete recipe
Insurancestateful

Operating journey: Evidence-led claims from incident to settlement

Faster, more consistent claims decisions with tamper-aware spatial evidence.

Record consented incident locationCapture guided photo evidenceRun model-locked vision triage with human review bandsDispatch an assessor when neededOverlay hazard and policy context
Contracts
12
Code
8 languages
Capstone
14 tests
2–3 hrOpen complete recipe
Healthcarestateless

Contract slice: Coordinate time-critical care without losing custody

Shorter transfer and specimen journeys with fewer missed hand-offs and a complete chain of operational custody.

Resolve the correct facility, campus, and entranceSelect an eligible vehicle and bounded route
Contracts
4
Code
8 languages
Capstone
17 tests
35–50 minOpen complete recipe
Healthcarehybrid

Application flow: Coordinate time-critical care without losing custody

Shorter transfer and specimen journeys with fewer missed hand-offs and a complete chain of operational custody.

Resolve the correct facility, campus, and entranceSelect an eligible vehicle and bounded routeTrack custody and freshness through every hand-offEscalate delay or temperature exceptions
Contracts
8
Code
8 languages
Capstone
17 tests
90–120 minOpen complete recipe
Healthcarestateful

Operating journey: Coordinate time-critical care without losing custody

Shorter transfer and specimen journeys with fewer missed hand-offs and a complete chain of operational custody.

Resolve the correct facility, campus, and entranceSelect an eligible vehicle and bounded routeTrack custody and freshness through every hand-offEscalate delay or temperature exceptionsReconcile arrival, acceptance, and retained evidence
Contracts
12
Code
8 languages
Capstone
17 tests
2–3 hrOpen complete recipe
Public safetystateless

Contract slice: Route coordinated response under pressure

Reduced time to scene and safer decisions across dispatch, responders, and command.

Resolve location from address, pin, or deviceFind eligible nearby responders
Contracts
4
Code
8 languages
Capstone
17 tests
35–50 minOpen complete recipe
Public safetyhybrid

Application flow: Route coordinated response under pressure

Reduced time to scene and safer decisions across dispatch, responders, and command.

Resolve location from address, pin, or deviceFind eligible nearby respondersRoute with vehicle constraintsTrack units and changing hazards
Contracts
8
Code
8 languages
Capstone
17 tests
90–120 minOpen complete recipe
Public safetystateful

Operating journey: Route coordinated response under pressure

Reduced time to scene and safer decisions across dispatch, responders, and command.

Resolve location from address, pin, or deviceFind eligible nearby respondersRoute with vehicle constraintsTrack units and changing hazardsReplay the incident for review
Contracts
12
Code
8 languages
Capstone
17 tests
2–3 hrOpen complete recipe
Governmentstateless

Contract slice: A living operations map for the city

One governed view from daily operations to infrastructure investment planning.

Catalog authoritative layersIngest live assets and citizen reports
Contracts
4
Code
8 languages
Capstone
22 tests
35–50 minOpen complete recipe
Governmenthybrid

Application flow: A living operations map for the city

One governed view from daily operations to infrastructure investment planning.

Catalog authoritative layersIngest live assets and citizen reportsDispatch and monitor workPublish role-specific dashboards
Contracts
8
Code
8 languages
Capstone
22 tests
90–120 minOpen complete recipe
Governmentstateful

Operating journey: A living operations map for the city

One governed view from daily operations to infrastructure investment planning.

Catalog authoritative layersIngest live assets and citizen reportsDispatch and monitor workPublish role-specific dashboardsAnalyze hotspots and service equity
Contracts
12
Code
8 languages
Capstone
22 tests
2–3 hrOpen complete recipe
Automotivestateless

Contract slice: Navigation built for intermittent connectivity

Reliable guidance across coverage gaps without giving up traffic, search freshness, or safety.

Activate the head unitInstall compatible signed regional data
Contracts
4
Code
8 languages
Capstone
17 tests
35–50 minOpen complete recipe
Automotivehybrid

Application flow: Navigation built for intermittent connectivity

Reliable guidance across coverage gaps without giving up traffic, search freshness, or safety.

Activate the head unitInstall compatible signed regional dataPlan and guide offlineBlend online traffic and search when available
Contracts
8
Code
8 languages
Capstone
17 tests
90–120 minOpen complete recipe
Automotivestateful

Operating journey: Navigation built for intermittent connectivity

Reliable guidance across coverage gaps without giving up traffic, search freshness, or safety.

Activate the head unitInstall compatible signed regional dataPlan and guide offlineBlend online traffic and search when availableStage atomic map and runtime updates
Contracts
12
Code
8 languages
Capstone
17 tests
2–3 hrOpen complete recipe
Aviationstateless

Contract slice: Run a safe, punctual airport turnaround

More predictable departures with safer vehicle movement and attributable hand-offs across airport and airline teams.

Publish the approved airside network and restricted zonesCreate one versioned turnaround plan
Contracts
4
Code
8 languages
Capstone
22 tests
35–50 minOpen complete recipe
Aviationhybrid

Application flow: Run a safe, punctual airport turnaround

More predictable departures with safer vehicle movement and attributable hand-offs across airport and airline teams.

Publish the approved airside network and restricted zonesCreate one versioned turnaround planTrack eligible vehicles and milestone hand-offsCapture inspection and exception evidence
Contracts
8
Code
8 languages
Capstone
22 tests
90–120 minOpen complete recipe
Aviationstateful

Operating journey: Run a safe, punctual airport turnaround

More predictable departures with safer vehicle movement and attributable hand-offs across airport and airline teams.

Publish the approved airside network and restricted zonesCreate one versioned turnaround planTrack eligible vehicles and milestone hand-offsCapture inspection and exception evidenceReconcile departure readiness across authorities
Contracts
12
Code
8 languages
Capstone
22 tests
2–3 hrOpen complete recipe
Travelstateless

Contract slice: Turn inspiration into an itinerary

More confident trip planning and higher conversion from discovery to booking.

Discover places by theme and proximityBuild a time-aware itinerary
Contracts
4
Code
8 languages
Capstone
6 tests
35–50 minOpen complete recipe
Travelhybrid

Application flow: Turn inspiration into an itinerary

More confident trip planning and higher conversion from discovery to booking.

Discover places by theme and proximityBuild a time-aware itineraryVisualize routes and neighborhoodsEmbed 3D or RealView context
Contracts
8
Code
8 languages
Capstone
6 tests
90–120 minOpen complete recipe
Travelstateful

Operating journey: Turn inspiration into an itinerary

More confident trip planning and higher conversion from discovery to booking.

Discover places by theme and proximityBuild a time-aware itineraryVisualize routes and neighborhoodsEmbed 3D or RealView contextHand off to navigation
Contracts
12
Code
8 languages
Capstone
6 tests
2–3 hrOpen complete recipe
Agriculturestateless

Contract slice: Coordinate field operations across every plot

Less travel and better traceability for inspection, inputs, harvest, and compliance.

Publish parcel boundariesCreate seasonal field tasks
Contracts
4
Code
8 languages
Capstone
22 tests
35–50 minOpen complete recipe
Agriculturehybrid

Application flow: Coordinate field operations across every plot

Less travel and better traceability for inspection, inputs, harvest, and compliance.

Publish parcel boundariesCreate seasonal field tasksOptimize crews and equipmentCapture geotagged observations
Contracts
8
Code
8 languages
Capstone
22 tests
90–120 minOpen complete recipe
Agriculturestateful

Operating journey: Coordinate field operations across every plot

Less travel and better traceability for inspection, inputs, harvest, and compliance.

Publish parcel boundariesCreate seasonal field tasksOptimize crews and equipmentCapture geotagged observationsAnalyze yield and issue patterns
Contracts
12
Code
8 languages
Capstone
22 tests
2–3 hrOpen complete recipe
Miningstateless

Contract slice: Move material safely across a changing mine

Higher productive haulage with fewer route conflicts, stale-map movements, and unexplained cycle losses.

Publish the approved pit, road, and exclusion-zone versionAssign compatible equipment and operators
Contracts
4
Code
8 languages
Capstone
22 tests
35–50 minOpen complete recipe
Mininghybrid

Application flow: Move material safely across a changing mine

Higher productive haulage with fewer route conflicts, stale-map movements, and unexplained cycle losses.

Publish the approved pit, road, and exclusion-zone versionAssign compatible equipment and operatorsGuide and observe offline-capable haul cyclesStop and review safety or geofence exceptions
Contracts
8
Code
8 languages
Capstone
22 tests
90–120 minOpen complete recipe
Miningstateful

Operating journey: Move material safely across a changing mine

Higher productive haulage with fewer route conflicts, stale-map movements, and unexplained cycle losses.

Publish the approved pit, road, and exclusion-zone versionAssign compatible equipment and operatorsGuide and observe offline-capable haul cyclesStop and review safety or geofence exceptionsReconcile tonnes, cycles, maintenance, and shift closure
Contracts
12
Code
8 languages
Capstone
22 tests
2–3 hrOpen complete recipe
Telecommunicationsstateless

Contract slice: Operate the network from tower to doorstep

Faster restoration with better prioritization and fewer repeat dispatches.

Model towers, links, cabinets, and service areasCorrelate alarms with impacted customers
Contracts
4
Code
8 languages
Capstone
14 tests
35–50 minOpen complete recipe
Telecommunicationshybrid

Application flow: Operate the network from tower to doorstep

Faster restoration with better prioritization and fewer repeat dispatches.

Model towers, links, cabinets, and service areasCorrelate alarms with impacted customersCreate skill-aware repair tasksNavigate and capture repair proof
Contracts
8
Code
8 languages
Capstone
14 tests
90–120 minOpen complete recipe
Telecommunicationsstateful

Operating journey: Operate the network from tower to doorstep

Faster restoration with better prioritization and fewer repeat dispatches.

Model towers, links, cabinets, and service areasCorrelate alarms with impacted customersCreate skill-aware repair tasksNavigate and capture repair proofAnalyze chronic failure clusters
Contracts
12
Code
8 languages
Capstone
14 tests
2–3 hrOpen complete recipe