Agentic AI Atlas

II.

Domain graph

domain:software-engineering

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Software Engineering graph

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domain:software-engineering Domain

specialization:software-ar… Specialization

specialization:qa-testing-… Specialization

specialization:performance… Specialization

specialization:technical-d… Specialization

specialization:sdk-platfor… Specialization

specialization:cli-mcp-dev… Specialization

specialization:code-migrat… Specialization

specialization:algorithms-… Specialization

specialization:ai-agents-c… Specialization

specialization:go-microser… Specialization

specialization:rust-systems Specialization

topic:adapter-pattern Topic

topic:agent-journal Topic

topic:api-gateway Topic

topic:api-versioning-strat… Topic

topic:auto-discovery Topic

topic:backend-for-frontend Topic

topic:breakpoint-orchestra… Topic

topic:builder-pattern Topic

topic:ci-artifacts Topic

topic:ci-observability Topic

topic:ci-pipeline-design Topic

topic:ci-triggers Topic

topic:claude-code-hooks Topic

topic:claude-code-skills Topic

topic:command-pattern Topic

topic:compensating-transac… Topic

topic:context-aware-retrie… Topic

topic:database-per-service Topic

topic:decorator-pattern Topic

topic:deployment-strategies Topic

topic:event-mesh Topic

topic:event-store Topic

topic:evidence-based-graph Topic

topic:experiment-driven-de… Topic

topic:factory-pattern Topic

topic:fallback-pattern Topic

topic:feature-flags Topic

topic:finite-state-machine Topic

topic:github-actions-workf… Topic

topic:graph-provenance Topic

topic:graph-query-scoping Topic

topic:harness-integration Topic

topic:hook-driven-automation Topic

topic:information-trust-ti… Topic

topic:inversion-of-control Topic

topic:knowledge-graph-navi… Topic

topic:knowledge-provenance Topic

topic:layered-architecture Topic

topic:lazy-loading Topic

topic:memoization Topic

topic:message-driven-archi… Topic

topic:microservices-archit… Topic

topic:monolithic-architect… Topic

topic:monorepo-ci Topic

topic:multi-source-knowled… Topic

topic:mvc Topic

topic:mvp Topic

topic:mvvm Topic

topic:observer-pattern Topic

topic:onion-architecture Topic

topic:pair-programming Topic

topic:provider-pattern Topic

topic:publish-subscribe Topic

topic:publisher-subscriber… Topic

topic:rag-pipeline-design Topic

topic:remote-dispatch Topic

topic:repository-pattern Topic

topic:request-reply Topic

topic:saga-pattern Topic

topic:scheduled-dispatch Topic

topic:service-oriented-arc… Topic

topic:shared-database Topic

topic:singleton-pattern Topic

topic:soap Topic

topic:sparse-retrieval Topic

topic:strategy-pattern Topic

topic:throttling Topic

topic:timeout-pattern Topic

topic:unit-of-work Topic

topic:api-design Topic

topic:architecture-decisions Topic

topic:circuit-breakers Topic

topic:cqrs Topic

topic:clean-architecture Topic

topic:retry-pattern Topic

topic:rest Topic

topic:bulkhead-pattern Topic

topic:data-mapper Topic

topic:active-record Topic

topic:observable-pattern Topic

topic:proxy-pattern Topic

topic:dependency-injection Topic

topic:event-driven-archite… Topic

topic:event-sourcing Topic

topic:graphql-schema-design Topic

topic:microservices Topic

topic:monolith-to-microser… Topic

topic:design-patterns Topic

topic:domain-driven-design Topic

topic:twelve-factor-app Topic

topic:service-mesh Topic

topic:refactoring Topic

topic:technical-debt Topic

topic:code-review-best-pra… Topic

topic:test-driven-developm… Topic

topic:developer-experience Topic

topic:trunk-based-developm… Topic

topic:gitflow Topic

topic:integrations Topic

topic:package-management Topic

topic:documentation Topic

topic:continuous-integration Topic

topic:continuous-deployment Topic

topic:ci-cd Topic

topic:release-management Topic

topic:company-brain-memory Topic

presentation:ai-elements Presentation

presentation:vibe-kanban-web Presentation

benchmark:agentbench Benchmark

benchmark:apps Benchmark

benchmark:appworld Benchmark

benchmark:the-agent-company Benchmark

benchmark:swe-lancer Benchmark

benchmark:aider-polyglot Benchmark

benchmark:repobench Benchmark

benchmark:toolbench Benchmark

benchmark:bigcodebench Benchmark

benchmark:ds1000 Benchmark

benchmark:mbpp-plus Benchmark

benchmark:swe-bench-multim… Benchmark

benchmark:swe-bench Benchmark

definition:ci-pipeline-pr Definition

definition:ci-pipeline-main Definition

definition:ci-pipeline-rel… Definition

definition:ci-pipeline-sch… Definition

definition:ci-pipeline-dis… Definition

definition:dispatch-agent-… Definition

definition:dispatch-ci-to-… Definition

definition:dispatch-cross-… Definition

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deferred:cc-revex-features DeferredNode

deferred:oh-my-pi-features DeferredNode

deferred:guide-generator DeferredNode

deferred:scope-context-model DeferredNode

deferred:canonicalized-to-… DeferredNode

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language:crystal Language

language:erlang Language

language:fsharp Language

language:haskell Language

language:nim Language

language:ocaml Language

language:perl Language

language:protobuf Language

language:zig Language

methodology:behavior-drive… Methodology

methodology:acceptance-tes… Methodology

methodology:mob-programming Methodology

methodology:ensemble-progr… Methodology

methodology:trunk-based-de… Methodology

methodology:GitFlow Methodology

methodology:basecamp-method Methodology

methodology:lean-startup Methodology

methodology:design-thinking Methodology

methodology:RICE-prioritiz… Methodology

methodology:MoSCoW-priorit… Methodology

methodology:DORA-metrics-f… Methodology

methodology:wardley-mapping Methodology

methodology:story-mapping Methodology

methodology:team-topologies Methodology

methodology:continuous-dis… Methodology

methodology:specification-… Methodology

methodology:kanban-method Methodology

methodology:atdd-tdd Methodology

methodology:automaker Methodology

methodology:bdd-specificat… Methodology

methodology:bmad-method Methodology

methodology:cc10x Methodology

methodology:ccpm Methodology

methodology:claudekit Methodology

methodology:cleanroom Methodology

methodology:cog-second-brain Methodology

methodology:domain-driven-… Methodology

methodology:double-diamond Methodology

methodology:event-storming Methodology

methodology:everything-cla… Methodology

methodology:example-mapping Methodology

methodology:extreme-progra… Methodology

methodology:feature-driven… Methodology

methodology:gastown Methodology

methodology:gsd Methodology

methodology:hypothesis-dri… Methodology

methodology:impact-mapping Methodology

methodology:jobs-to-be-done Methodology

methodology:kanban Methodology

methodology:maestro Methodology

methodology:metaswarm Methodology

methodology:ontology-drive… Methodology

methodology:pilot-shell Methodology

methodology:planning-with-… Methodology

methodology:process-harden… Methodology

methodology:rpikit Methodology

methodology:ruflo Methodology

methodology:rup Methodology

methodology:scrum Methodology

methodology:shape-up Methodology

methodology:spec-kit Methodology

methodology:spiral-model Methodology

methodology:superpowers Methodology

methodology:v-model Methodology

methodology:waterfall Methodology

methodology:adversarial-sp… Methodology

methodology:agile Methodology

methodology:base44 Methodology

methodology:bottom-up Methodology

methodology:build-realtime… Methodology

methodology:consensus-and-… Methodology

methodology:deep-research Methodology

methodology:devin Methodology

methodology:evolutionary Methodology

methodology:graph-of-thoug… Methodology

methodology:plan-and-execute Methodology

methodology:quality-gated-… Methodology

methodology:ralph Methodology

methodology:self-assessment Methodology

methodology:spec-driven-de… Methodology

methodology:state-machine-… Methodology

methodology:tdd Methodology

methodology:top-down Methodology

methodology:spec-kit-brown… Methodology

methodology:spec-kit-const… Methodology

methodology:spec-kit-quali… Methodology

topic:kradle-agent-subagent Topic

topic:kradle-agent-tool-pr… Topic

topic:kradle-agent-mcp-ser… Topic

topic:kradle-agent-skill Topic

topic:kradle-agent-context… Topic

topic:kradle-agent-adapter Topic

topic:kradle-agent-provide… Topic

topic:kradle-agent-project Topic

topic:kradle-agent-memory-… Topic

topic:kradle-agent-session Topic

topic:kradle-agent-context… Topic

topic:kradle-agent-artifact Topic

topic:kradle-agent-approval Topic

topic:kradle-agent-capabil… Topic

topic:kradle-agent-session… Topic

topic:kradle-agent-memory-… Topic

responsibility:repository-… Responsibility

responsibility:agent-dispa… Responsibility

responsibility:company-bra… Responsibility

platform:kradle Platform

topic:kubernetes-native-fo… Topic

topic:aggregated-api-server Topic

topic:org-scoped-tenancy Topic

topic:agent-dispatch-as-ci Topic

topic:declarative-ui-state Topic

tool-server:kradle-agent-d… ToolServer

definition:kradle-aggregat… Definition

definition:kradle-forge-mo… Definition

definition:kradle-agent-mo… Definition

definition:kradle-memory-m… Definition

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role:game-developer Role

role:documentation-engineer Role

role:desktop-developer Role

role:media-engineer Role

role:compliance-engineer Role

role:site-reliability-engi… Role

role:software-engineer Role

role:project-manager Role

role:scrum-master Role

role:business-analyst Role

role:sales-engineer Role

role:customer-success-mana… Role

role:account-executive Role

role:partnerships-manager Role

role:privacy-engineer Role

role:backend-engineer Role

role:fullstack-engineer Role

role:qa-engineer Role

role:mobile-engineer Role

role:engineering-manager Role

role:tech-lead Role

role:vp-engineering Role

role:cto Role

role:architect Role

role:principal-engineer Role

role:support-engineer Role

role:solutions-architect Role

role:product-manager Role

role:technical-writer Role

role:product-ops Role

role:research-engineer Role

role:biomedical-engineer Role

role:systems-integration-e… Role

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role:quality-analyst Role

role:developer-advocate Role

role:technical-artist Role

role:solution-architect Role

skill-area:configuration-m… SkillArea

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skill-area:background-job-… SkillArea

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skill-area:editor-fluency SkillArea

skill-area:cli-tooling SkillArea

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skill-area:vision-extraction SkillArea

skill-area:internationaliz… SkillArea

skill-area:typescript-gene… SkillArea

specialization:production-… Specialization

specialization:desktop-dev… Specialization

specialization:collaboration Specialization

specialization:communication Specialization

specialization:meta Specialization

specialization:common-util… Specialization

specialization:authoring Specialization

specialization:business Specialization

specialization:sourcing Specialization

specialization:atdd-tdd Specialization

specialization:automaker Specialization

specialization:bdd-specifi… Specialization

specialization:bmad-method Specialization

specialization:cc10x Specialization

specialization:claudekit Specialization

specialization:cleanroom Specialization

specialization:cog-second-… Specialization

specialization:domain-driv… Specialization

specialization:double-diam… Specialization

specialization:event-storm… Specialization

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specialization:example-map… Specialization

specialization:extreme-pro… Specialization

specialization:feature-dri… Specialization

specialization:gastown Specialization

specialization:gsd Specialization

specialization:hypothesis-… Specialization

specialization:maestro Specialization

specialization:metaswarm Specialization

specialization:ontology-dr… Specialization

specialization:pilot-shell Specialization

specialization:planning-wi… Specialization

specialization:ruflo Specialization

specialization:rup Specialization

specialization:spec-kit Specialization

specialization:spiral-model Specialization

specialization:superpowers Specialization

specialization:v-model Specialization

specialization:waterfall Specialization

stack-profile:multi-agent-… StackProfile

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stack-profile:react-native… StackProfile

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stack-profile:ai-agent-stack StackProfile

claim:atlas-build-under-60s TestableClaim

claim:babysitter-run-itera… TestableClaim

claim:session-binding-via-… TestableClaim

claim:run-completion-emits… TestableClaim

claim:define-task-returns-… TestableClaim

claim:run-create-generates… TestableClaim

claim:task-post-writes-res… TestableClaim

claim:graph-metadata-survi… TestableClaim

claim:atlas-indexer-all-yaml TestableClaim

claim:generator-empty-on-m… TestableClaim

claim:edge-weights-in-index TestableClaim

claim:breakpoint-rejection… TestableClaim

claim:no-hooks-in-turn-loop TestableClaim

claim:process-esm-loading TestableClaim

claim:generator-handles-5k… TestableClaim

claim:multi-doc-yaml-parsing TestableClaim

claim:tsc-runtime-json-loa… TestableClaim

tool:n8n Tool

topic:accessibility Topic

topic:serverless-architect… Topic

topic:micro-frontend-archi… Topic

topic:component-based-arch… Topic

topic:composition-pattern Topic

topic:cache-aside-pattern Topic

topic:permission-based-acc… Topic

topic:claude-code-mcp Topic

topic:agent-context-manage… Topic

topic:agent-tool-use Topic

topic:multi-agent-orchestr… Topic

topic:vibe-kanban Topic

topic:agent-run-lifecycle Topic

topic:parallel-agent-execu… Topic

topic:agent-process-library Topic

topic:agent-effect-system Topic

topic:agent-plugin-system Topic

topic:a2a-protocol Topic

topic:agent-dispatch Topic

topic:event-driven-dispatch Topic

topic:human-in-the-loop Topic

topic:agent-session-manage… Topic

topic:code-complexity Topic

topic:dependency-hell Topic

topic:monolith-vs-microser… Topic

topic:REST-vs-GraphQL Topic

topic:synchronous-vs-async… Topic

topic:build-vs-buy Topic

topic:open-source-licensing Topic

topic:semantic-versioning-… Topic

topic:API-first-design Topic

topic:documentation-as-code Topic

topic:tool-use-patterns Topic

topic:company-brain Topic

topic:knowledge-fabric-arc… Topic

topic:knowledge-graph-cons… Topic

topic:organizational-memory Topic

topic:semantic-chunking Topic

topic:chunking-strategies Topic

topic:embedding-pipeline Topic

topic:dense-retrieval Topic

topic:hybrid-retrieval Topic

topic:re-ranking Topic

topic:graph-rag Topic

topic:multi-agent-knowledg… Topic

topic:knowledge-freshness Topic

topic:knowledge-access-con… Topic

topic:knowledge-feedback-l… Topic

topic:agentic-rag Topic

topic:memory-to-knowledge-… Topic

topic:context-to-fabric-sync Topic

topic:auto-memory Topic

topic:memory-consolidation Topic

topic:memory-scoping Topic

topic:memory-security Topic

topic:memory-deduplication Topic

topic:instruction-file-sta… Topic

topic:unified-agent-memory Topic

topic:cloud-agent-memory Topic

topic:memory-type-taxonomy Topic

topic:quality-assurance Topic

topic:agent-orchestration-… Topic

workflow:code-review Workflow

workflow:pull-request-life… Workflow

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skill:api-testing Skill

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skill:json-transformation Skill

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skill:database-migrations Skill

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skill:qwen-memory-leak-debug Skill

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skill:babysitter-contrib Skill

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subagent:i18n-extractor Subagent

subagent:license-auditor Subagent

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subagent:refactor-bot Subagent

subagent:rust-systems-expert Subagent

subagent:swag-explorer Subagent

subagent:test-writer Subagent

subagent:typo-fixer Subagent

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tool-server:mcp-gitlab ToolServer

tool-server:mcp-perplexity ToolServer

tool-server:mcp-tavily ToolServer

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tool-server:mcp-jupyter ToolServer

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term:expertise-level Term

term:extension-interface Term

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term:gap Term

term:hook-mapping Term

term:hook-merge-diagnostic Term

term:hook-surface Term

term:hook Term

term:hybrid-agentic-system Term

term:two-loops-control-plane Term

term:symbolic-orchestrator Term

term:symbolic-logic-surface Term

term:install-method Term

term:integrated-developmen… Term

term:interaction-pattern Term

term:interaction-primitive… Term

term:interaction-primitive Term

term:invocation Term

term:language Term

term:launch-config Term

term:layer Term

term:lifecycle-semantics Term

term:lifecycle-state Term

term:lspserver Term

term:marketplace Term

term:mcp Term

term:mcptransport Term

term:merge-policy Term

term:modality Term

term:model-transport-proto… Term

term:open-question Term

term:org-unit Term

term:out-of-scope-reason Term

term:package-surface Term

term:path-descriptor Term

term:phase-machine Term

term:phase-transition Term

term:phase Term

term:plugin-artifact Term

term:plugin-target Term

term:plugin Term

term:presentation Term

term:provider Term

term:remote-procedure-call Term

term:responsibility Term

term:role Term

term:run-journal-event Term

term:run Term

term:sandbox Term

term:scope-boundary Term

term:server-sent-events Term

term:session-model Term

term:session-semantics Term

term:session Term

term:settings-template Term

term:shared-context-spec Term

term:skill Term

term:software-development-… Term

term:source-ref Term

term:specialization Term

term:stack-profile Term

term:state-machine Term

term:subagent Term

term:transfer-learning Term

term:fine-tuning-models Term

term:active-learning Term

term:federated-learning Term

term:continual-learning Term

term:ab-testing-models Term

term:performance-metrics-m… Term

term:logging-metrics-aggre… Term

term:anomaly-detection-pre… Term

term:model-rollback-strate… Term

term:dag-pipelines Term

term:workflow-orchestratio… Term

term:automl-pipelines Term

term:hyperparameter-tuning Term

term:model-registry-patterns Term

term:ci-cd-machine-learning Term

term:multi-agent-systems Term

term:memory-based-agents Term

term:chain-of-thought-orch… Term

term:tool-driven-agent Term

term:agent-environment-loop Term

term:hierarchical-agent-ar… Term

term:instruction-tuned-llms Term

term:chain-of-thought-prom… Term

term:fine-tuning-full-lora… Term

term:system-user-prompting… Term

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term:routing Term

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term:backend-unit-testing Term

term:backend-integration-t… Term

term:frontend-e2e-testing Term

term:state-management-test… Term

term:rest-representational… Term

term:event-driven-architec… Term

term:domain-driven-design-… Term

term:cqrs-command-query-re… Term

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term:mvc-model-view-contro… Term

term:mvp-model-view-presen… Term

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term:progressive-web-appli… Term

term:client-side-rendering… Term

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term:incremental-static-re… Term

term:finite-state-machine-… Term

term:grpc-google-remote-pr… Term

term:server-sent-events-sse Term

term:jwt-json-web-tokens Term

term:circuit-breaker Term

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term:behavior-driven-devel… Term

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term:adapters-run Term

term:agent-to-agent Term

term:anthropic-skill Term

term:model-context-protocol Term

term:evidence-source Term

term:gemini-generate-content Term

term:terminal-user-interface Term

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term:bmad-method Term

term:ccpm Term

term:gsd Term

term:cc10x Term

term:everything-claude-code Term

term:superpowers-methodology Term

term:spec-kit Term

term:shape-up Term

term:domain-driven-design Term

term:event-storming Term

term:scrum Term

term:kanban Term

term:waterfall Term

term:spiral-model Term

term:v-model Term

term:rup Term

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term:feature-driven-develo… Term

term:hypothesis-driven-dev… Term

term:double-diamond Term

term:jobs-to-be-done Term

term:impact-mapping Term

term:example-mapping Term

term:cleanroom Term

term:adversarial-spec-deba… Term

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term:graph-of-thoughts Term

term:plan-and-execute Term

term:state-machine-orchest… Term

term:self-assessment-loop Term

term:deep-research Term

term:evolutionary-prototyp… Term

term:bottom-up-decomposition Term

term:top-down-decomposition Term

term:quality-gated-six-phase Term

term:process-hardening Term

term:test-driven-development Term

term:test-set Term

term:tool-descriptor Term

term:tool-server Term

term:topic Term

term:transport-proxy Term

term:trust-chain Term

term:trust-level Term

term:workspace Term

term:worktree Term

workflow:multi-agent-orche… Workflow

workflow:ai-agent-adoption… Workflow

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workflow:anr-analysis Workflow

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workflow:api-changelog-rev… Workflow

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workflow:certification-pro… Workflow

workflow:technical-skills-… Workflow

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