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Text of the page (random words):
r dynamic orchestration evaluation on changes rag chat agent creating the agent knowledge indexing with a workflow executing rag queries adding ui endpoints shopping cart a simple shopping cart service authenticated user specific lookup additional samples understanding concepts distributed systems architecture deployment model development process background execution delegation with effects memory models multi region operations saga patterns endpoints ai agents inter agent communications ai orchestration patterns access control lists governance the runtime developing spec driven development components agents choosing the prompt calling agents managing session memory structured responses handling failures extending with function tools streaming responses orchestrating multiple agents guardrails llm evaluation testing event sourced entities key value entities http endpoints grpc endpoints mcp endpoints views workflows timers consumers use cases conversational ai autonomous agents multi agent systems memory state rag knowledge streaming ai orchestration durability apis exposure governance compliance enterprise patterns integrations component and service calls ai models data knowledge messaging events apis protocols identity security observability streaming setup and configuration setup and dependency injection serialization errors and failures access control lists acls json web tokens jwt run a service locally ai model provider configuration data sanitization developer best practices using an ai coding assistant running a local cluster operating self managed operations akka automated operations organizations manage users regions billing projects create manage users configure a container registry configure an external container registry configure message brokers google pub sub confluent cloud aws msk kafka aiven for kafka azure event hubs manage secrets manage external secrets services deploy and manage services service configuration overrides invoking akka services viewing data data migration configuring a custom jvm truststore regions multi region setup multi region infrastructure tls certificates observability and monitoring view logs view metrics view traces exporting metrics logs and traces integrating with ci cd tools ci cd with github actions cli install the akka cli using the akka cli enable cli command completion system configuration operator best practices resources reference descriptors reference project descriptor service descriptor route descriptor external secret descriptor observability descriptor service reference configuration hocon glossary of terms security announcements release notes support resources migration guide api documentation view reference view query syntax query select from where as limit offset order by group by join operators comparison operators logical operators in any like is null is not null functions collect count distinct text_search total_count has_more next_page_token page_token_offset view concepts table updaters data types result mapping optional fields array types pagination advanced views json web tokens jwts openid connect specify reference akka analyze akka build akka checklist akka clarify akka constitution akka deploy akka implement akka inspect akka issues akka plan akka review akka setup akka specify akka tasks cli command reference akka akka auth akka auth container registry akka auth container registry clear cached token akka auth container registry configure akka auth container registry credentials akka auth container registry install helper akka auth current login akka auth login akka auth logout akka auth signup akka auth tokens create akka auth tokens list akka auth tokens revoke akka auth tokens akka auth use token akka auth akka code check akka code context update akka code init akka code token akka code akka completion akka config clear cache akka config clear akka config current context akka config delete context akka config get organization akka config get project akka config get akka config list contexts akka config list akka config rename context akka config set akka config use context akka config akka container registry delete image akka container registry list images akka container registry list tags akka container registry list akka container registry print akka container registry push akka container registry akka docker add credentials akka docker list credentials akka docker remove credentials akka docker akka docs akka local cluster akka local console akka local remote add akka local remote list akka local remote remove akka local remote akka local services components get state akka local services components get workflow akka local services components list events akka local services components list ids akka local services components list interactions akka local services components list timers akka local services components list akka local services components akka local services connectivity akka local services list akka local services views describe akka local services views drop akka local services views get state akka local services views list akka local services views query akka local services views akka local services akka local start akka local status akka local stop akka local akka logs akka mcp serve akka mcp akka organizations auth add openid akka organizations auth add akka organizations auth list akka organizations auth remove akka organizations auth show akka organizations auth test akka organizations auth update openid akka organizations auth update akka organizations auth akka organizations get akka organizations invitations cancel akka organizations invitations create akka organizations invitations list akka organizations invitations akka organizations list akka organizations users add binding akka organizations users delete binding akka organizations users list bindings akka organizations users akka organizations akka projects apply akka projects config get broker akka projects config get akka projects config set broker akka projects config set akka projects config unset broker akka projects config unset akka projects config akka projects delete akka projects export akka projects get akka projects hostnames add akka projects hostnames list akka projects hostnames remove akka projects hostnames update akka projects hostnames akka projects list akka projects new akka projects observability add default azure monitor akka projects observability add default google cloud akka projects observability add default otlp http akka projects observability add default otlp akka projects observability add default splunk hec akka projects observability add default akka projects observability add logs azure monitor akka projects observability add logs google cloud akka projects observability add logs otlp http akka projects observability add logs otlp akka projects observability add logs splunk hec akka projects observability add logs akka projects observability add metrics azure monitor akka projects observability add metrics google cloud akka projects observability add metrics otlp http akka projects observability add metrics otlp akka projects observability add metrics prometheus akka projects observability add metrics splunk hec akka projects observability add metrics akka projects observability add traces azure monitor akka projects observability add traces google cloud akka projects observability add traces otlp http akka projects observability add traces otlp akka projects observability add traces akka projects observability add akka projects observability apply akka projects observability config traces akka projects observability config akka projects observability edit akka projects observability export akka projects observability get akka projects observability remove default azure monitor akka projects observability remove default google cloud akka projects observability remove default otlp http akka projects observability remove default otlp akka projects observability remove default splunk hec akka projects observability remove default akka projects observability remove logs azure monitor akka projects observability remove logs google cloud akka projects observability remove logs otlp http akka projects observability remove logs otlp akka projects observability remove logs splunk hec akka projects observability remove logs akka projects observability remove metrics azure monitor akka projects observability remove metrics google cloud akka projects observability remove metrics otlp http akka projects observability remove metrics otlp akka projects observability remove metrics prometheus akka projects observability remove metrics splunk hec akka projects observability remove metrics akka projects observability remove traces azure monitor akka projects observability remove traces google cloud akka projects observability remove traces otlp http akka projects observability remove traces otlp akka projects observability remove traces akka projects observability remove akka projects observability set default akka console akka projects observability set default azure monitor akka projects observability set default google cloud akka projects observability set default otlp http akka projects observability set default otlp akka projects observability set default splunk hec akka projects observability set default akka projects observability set logs azure monitor akka projects observability set logs google cloud akka projects observability set logs otlp http akka projects observability set logs otlp akka projects observability set logs splunk hec akka projects observability set logs akka projects observability set metrics azure monitor akka projects observability set metrics google cloud akka projects observability set metrics otlp http akka projects observability set metrics otlp akka projects observability set metrics prometheus akka projects observability set metrics splunk hec akka projects observability set metrics akka projects observability set traces azure monitor akka projects observability set traces google cloud akka projects observability set traces otlp http akka projects observability set traces otlp akka projects observability set traces akka projects observability set akka projects observability unset default akka projects observability unset logs akka projects observability unset metrics akka projects observability unset traces akka projects observability unset akka projects observability akka projects open akka projects regions add akka projects regions list akka projects regions remove akka projects regions set primary akka projects regions akka projects settings bring up region akka projects settings down region akka projects settings akka projects tokens create akka projects tokens list akka projects tokens revoke akka projects tokens akka projects update akka projects akka regions list akka regions akka roles add binding akka roles delete binding akka roles invitations delete akka roles invitations invite user akka roles invitations list akka roles invitations akka roles list bindings akka roles list akka roles akka routes create akka routes delete akka routes edit akka routes export akka routes get akka routes list akka routes update akka routes akka secrets create asymmetric akka secrets create generic akka secrets create symmetric akka secrets create tls ca akka secrets create tls akka secrets create akka secrets delete akka secrets external create aws akka secrets external create azure akka secrets external create gcp akka secrets external create akka secrets external delete akka secrets external get akka secrets external info akka secrets external list akka secrets external update aws akka secrets external update azure akka secrets external update gcp akka secrets external update akka secrets external akka secrets get akka secrets list akka secrets akka service configs create akka service configs delete akka service configs get akka service configs list akka service configs akka services apply akka services components get state akka services components get workflow akka services components list events akka services components list ids akka services components list interactions akka services components list timers akka services components list akka services components akka services connectivity akka services data cancel task akka services data export akka services data get task akka services data import akka services data list tasks akka services data watch task akka services data akka services delete akka services deploy akka services edit akka services export akka services expose akka services get akka services jwts add akka services jwts generate akka services jwts list algorithms akka services jwts list akka services jwts remove akka services jwts update akka services jwts akka services list akka services logging list akka services logging set level akka services logging unset level akka services logging akka services pause akka services proxy akka services remove config akka services restart akka services restore akka services resume akka services set config akka services unexpose akka services views describe akka services views drop akka services views get state akka services views list akka services views query akka services views akka services akka specify init akka specify akka version akka telemetry reference metrics reference akka libraries akka default akka akka akka documentation akka documentation akka is the agentic systems platform built for reliability risk control and repeatability at enterprise scale the only full stack platform for agentic ai developer experience runtime and governance in one integrated system why akka three barriers stand between ai prototypes and production the production gap liability and the specialist trap learn how akka solves them what is akka akka is the only full stack platform for agentic ai developer experience runtime and governance in one integrated system learn about what akka provides or find the docs for your role tutorials start here hands on introduction to building with akka spec first greeting agent build your first agent with spec driven development hello world agent classic hands on tutorial build an ai multi agent planner explore other sample applications developing build with akka spec driven development sdk components use cases and integrations spec driven development agents orchestration memory streaming understanding foundational topics on how akka services are designed and behave ai agents governance the runtime architecture distributed systems multi region operations operating deploy observe and manage akka services in production akka automated operations deploy and manage services view metrics install the akka cli ci cd with github actions reference technical reference for releases apis tooling and terminology release notes api documentation cli command reference glossary resources blogs demos webinars customer stories foundational works training and communi...