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Agentic AI Atlas · Orchestration Loop Engineering
skill-area:orchestration-loopa5c.ai
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skill-area:orchestration-loop

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Orchestration Loop Engineering overview

Designing the outer loop of agentic systems — process definitions, task decomposition, journals, breakpoints, resume/replay, and eval-driven iteration. Sibling to agentic-loops with focus on operator-facing orchestration scaffolding.

SkillAreaOutgoing · 4Incoming · 195

Attributes

displayName
Orchestration Loop Engineering
description
Designing the outer loop of agentic systems — process definitions, task decomposition, journals, breakpoints, resume/replay, and eval-driven iteration. Sibling to agentic-loops with focus on operator-facing orchestration scaffolding.
domains
  • specialization:ai-agents-conversational
expertiseLevels
  • intermediate
  • expert

Outgoing edges

applies_to4
  • specialization:ai-agents-conversational·Specialization
  • specialization:maestro·SpecializationMaestro
  • specialization:metaswarm·SpecializationMetaSwarm
  • specialization:bmad-method·SpecializationBMAD Method

Incoming edges

addresses12
  • skill:babysitter-babysit·Skillbabysitter:babysit
  • skill:babysitter-call·Skillbabysitter:call
  • skill:babysitter-plan·Skillbabysitter:plan
  • skill:babysitter-resume·Skillbabysitter:resume
  • skill:babysitter-yolo·Skillbabysitter:yolo
  • skill:babysitter-forever·Skillbabysitter:forever
  • skill:babysitter-cleanup·Skillbabysitter:cleanup
  • skill:babysitter-retrospect·Skillbabysitter:retrospect
  • skill:babysitter-observe·Skillbabysitter:observe
  • skill:babysitter-assimilate·Skillbabysitter:assimilate
  • skill:babysitter-contrib·Skillbabysitter:contrib
  • skill:babysitter-accomplish-status·Skillbabysitter:accomplish-status
lib_requires_skill_area182
  • lib-agent:meta--process-architect·LibraryAgentprocess-architect
  • lib-process:shared--bottom-up·LibraryProcessbottom-up
  • lib-process:shared--ccpm-task-decomposition·LibraryProcessccpm-task-decomposition
  • lib-process:shared--devin·LibraryProcessdevin
  • lib-process:shared--evolutionary·LibraryProcessevolutionary
  • lib-process:shared--gastown-convoy·LibraryProcessgastown-convoy
  • lib-process:shared--add-tests·LibraryProcessadd-tests
  • lib-process:shared--audit-milestone·LibraryProcessaudit-milestone
  • lib-process:shared--execute-phase·LibraryProcessexecute-phase
  • lib-process:shared--ralph·LibraryProcessralph
  • lib-process:shared--executing-plans·LibraryProcessexecuting-plans
  • lib-process:shared--using-git-worktrees·LibraryProcessusing-git-worktrees
  • lib-process:collaboration--pr-lifecycle-router·LibraryProcessspecializations/collaboration/github/pr-lifecycle-router
  • lib-process:common-utilities--index·LibraryProcessspecializations/common-utilities
  • lib-process:common-utilities--parallel-combinator·LibraryProcessspecializations/common-utilities/parallel-combinator
  • lib-process:meta--antigravity·LibraryProcessassimilation/harness/antigravity
  • lib-process:meta--claude-agent-sdk-custom-agent·LibraryProcessassimilation/harness/claude-agent-sdk-custom-agent
  • lib-process:meta--codex·LibraryProcessassimilation/harness/codex
  • lib-process:meta--cursor·LibraryProcessassimilation/harness/cursor
  • lib-process:meta--custom-agent-shared-assimilation·LibraryProcesscustom-agent-shared-assimilation
  • lib-process:meta--gemini-cli·LibraryProcessassimilation/harness/gemini-cli
  • lib-process:meta--generic·LibraryProcessassimilation/harness/generic
  • lib-process:meta--github-copilot·LibraryProcessassimilation/harness/github-copilot
  • lib-process:meta--langchain-langgraph-custom-agent·LibraryProcessassimilation/harness/langchain-langgraph-custom-agent
  • lib-process:meta--oh-my-pi·LibraryProcessassimilation/harness/oh-my-pi
  • lib-process:meta--openai-agents-sdk-custom-agent·LibraryProcessassimilation/harness/openai-agents-sdk-custom-agent
  • lib-process:meta--openclaw·LibraryProcessassimilation/harness/openclaw
  • lib-process:meta--opencode·LibraryProcessassimilation/harness/opencode
  • lib-process:meta--pi·LibraryProcessassimilation/harness/pi
  • lib-process:meta--shared-assimilation·LibraryProcessshared-assimilation
  • lib-process:meta--vercel-ai-sdk-custom-agent·LibraryProcessassimilation/harness/vercel-ai-sdk-custom-agent
  • lib-process:meta--process-creation·LibraryProcessmeta/process-creation
  • lib-process:meta--specialization-creation·LibraryProcessmeta/specialization-creation
  • lib-process:meta--specialization-validator·LibraryProcessmeta/specialization-validator
  • lib-skill:shared--agent-dispatch·LibrarySkillagent-dispatch
  • lib-skill:shared--code-review-gate·LibrarySkillcode-review-gate
  • lib-skill:shared--feature-intake·LibrarySkillfeature-intake
  • lib-skill:shared--kanban-management·LibrarySkillkanban-management
  • lib-skill:shared--streaming-progress·LibrarySkillstreaming-progress
  • lib-skill:shared--test-automation·LibrarySkilltest-automation
  • lib-skill:shared--worktree-isolation·LibrarySkillworktree-isolation
  • lib-skill:shared--architecture-design·LibrarySkillarchitecture-design
  • lib-skill:shared--code-review·LibrarySkillcode-review
  • lib-skill:shared--prd-creation·LibrarySkillprd-creation
  • lib-skill:shared--product-brief-creation·LibrarySkillproduct-brief-creation
  • lib-skill:shared--project-documentation·LibrarySkillproject-documentation
  • lib-skill:shared--qa-testing·LibrarySkillqa-testing
  • lib-skill:shared--quick-flow·LibrarySkillquick-flow
  • lib-skill:shared--sprint-planning·LibrarySkillsprint-planning
  • lib-skill:shared--story-development·LibrarySkillstory-development
  • lib-skill:shared--ux-design·LibrarySkillux-design
  • lib-skill:shared--architecture-patterns·LibrarySkillarchitecture-patterns
  • lib-skill:shared--code-generation·LibrarySkillcode-generation
  • lib-skill:shared--code-review-patterns·LibrarySkillcode-review-patterns
  • lib-skill:shared--debugging-patterns·LibrarySkilldebugging-patterns
  • lib-skill:shared--planning-patterns·LibrarySkillplanning-patterns
  • lib-skill:shared--session-memory·LibrarySkillsession-memory
  • lib-skill:shared--test-driven-development·LibrarySkilltest-driven-development
  • lib-skill:shared--verification-before-completion·LibrarySkillverification-before-completion
  • lib-skill:shared--audit-trail·LibrarySkillaudit-trail
  • lib-skill:shared--context-management·LibrarySkillcontext-management
  • lib-skill:shared--epic-generation·LibrarySkillepic-generation
  • lib-skill:shared--github-sync·LibrarySkillgithub-sync
  • lib-skill:shared--parallel-orchestration·LibrarySkillparallel-orchestration
  • lib-skill:shared--prd-creation·LibrarySkillprd-creation
  • lib-skill:shared--progress-tracking·LibrarySkillprogress-tracking
  • lib-skill:shared--task-decomposition·LibrarySkilltask-decomposition
  • lib-skill:shared--checkpoint-management·LibrarySkillcheckpoint-management
  • lib-skill:shared--code-review-orchestration·LibrarySkillcode-review-orchestration
  • lib-skill:shared--codebase-mapping·LibrarySkillcodebase-mapping
  • lib-skill:shared--file-guard·LibrarySkillfile-guard
  • lib-skill:shared--hook-management·LibrarySkillhook-management
  • lib-skill:shared--research-orchestration·LibrarySkillresearch-orchestration
  • lib-skill:shared--spec-creation·LibrarySkillspec-creation
  • lib-skill:shared--spec-execution·LibrarySkillspec-execution
  • lib-skill:shared--braindump-capture·LibrarySkillcog-braindump-capture
  • lib-skill:shared--daily-intelligence·LibrarySkillcog-daily-intelligence
  • lib-skill:shared--knowledge-consolidation·LibrarySkillcog-knowledge-consolidation
  • lib-skill:shared--meeting-processing·LibrarySkillcog-meeting-processing
  • lib-skill:shared--onboarding·LibrarySkillcog-onboarding
  • lib-skill:shared--team-intelligence·LibrarySkillcog-team-intelligence
  • lib-skill:shared--url-extraction·LibrarySkillcog-url-extraction
  • lib-skill:shared--weekly-reflection·LibrarySkillcog-weekly-reflection
  • lib-skill:shared--code-review-pipeline·LibrarySkillcode-review-pipeline
  • lib-skill:shared--context-engineering·LibrarySkillcontext-engineering
  • lib-skill:shared--continuous-learning·LibrarySkillcontinuous-learning
  • lib-skill:shared--eval-harness·LibrarySkilleval-harness
  • lib-skill:shared--multi-service-orchestration·LibrarySkillmulti-service-orchestration
  • lib-skill:shared--research-first-dev·LibrarySkillresearch-first-dev
  • lib-skill:shared--security-scanning·LibrarySkillsecurity-scanning
  • lib-skill:shared--tdd-enforcement·LibrarySkilltdd-enforcement
  • lib-skill:shared--agent-coordination·LibrarySkillagent-coordination
  • lib-skill:shared--convoy-management·LibrarySkillconvoy-management
  • lib-skill:shared--formula-authoring·LibrarySkillformula-authoring
  • lib-skill:shared--issue-tracking·LibrarySkillissue-tracking
  • lib-skill:shared--merge-queue·LibrarySkillmerge-queue
  • lib-skill:shared--patrol-monitoring·LibrarySkillpatrol-monitoring
  • lib-skill:shared--session-management·LibrarySkillsession-management
  • lib-skill:shared--work-decomposition·LibrarySkillwork-decomposition
  • lib-skill:shared--context-engineering·LibrarySkillcontext-engineering
  • lib-skill:shared--frontmatter-parsing·LibrarySkillfrontmatter-parsing
  • lib-skill:shared--git-integration·LibrarySkillgit-integration
  • lib-skill:shared--gsd-tools·LibrarySkillgsd-tools
  • lib-skill:shared--model-profile-resolution·LibrarySkillmodel-profile-resolution
  • lib-skill:shared--roadmap-management·LibrarySkillroadmap-management
  • lib-skill:shared--state-management·LibrarySkillstate-management
  • lib-skill:shared--template-scaffolding·LibrarySkilltemplate-scaffolding
  • lib-skill:shared--verification-suite·LibrarySkillverification-suite
  • lib-skill:shared--code-review-gate·LibrarySkillcode-review-gate
  • lib-skill:shared--hotfix-triage·LibrarySkillhotfix-triage
  • lib-skill:shared--knowledge-graph-management·LibrarySkillknowledge-graph-management
  • lib-skill:shared--maintenance-orchestration·LibrarySkillmaintenance-orchestration
  • lib-skill:shared--requirements-interview·LibrarySkillrequirements-interview
  • lib-skill:shared--specification-generation·LibrarySkillspecification-generation
  • lib-skill:shared--story-decomposition·LibrarySkillstory-decomposition
  • lib-skill:shared--test-enforcement·LibrarySkilltest-enforcement
  • lib-skill:shared--adversarial-review·LibrarySkilladversarial-review
  • lib-skill:shared--design-review-gate·LibrarySkilldesign-review-gate
  • lib-skill:shared--external-tool-coordination·LibrarySkillexternal-tool-coordination
  • lib-skill:shared--knowledge-curation·LibrarySkillknowledge-curation
  • lib-skill:shared--orchestrated-execution·LibrarySkillorchestrated-execution
  • lib-skill:shared--plan-review-gate·LibrarySkillplan-review-gate
  • lib-skill:shared--pr-shepherding·LibrarySkillpr-shepherding
  • lib-skill:shared--work-unit-decomposition·LibrarySkillwork-unit-decomposition
  • lib-skill:shared--behavior-contract·LibrarySkillbehavior-contract
  • lib-skill:shared--codebase-sync·LibrarySkillcodebase-sync
  • lib-skill:shared--context-preservation·LibrarySkillcontext-preservation
  • lib-skill:shared--persistent-memory·LibrarySkillpersistent-memory
  • lib-skill:shared--quality-hooks·LibrarySkillquality-hooks
  • lib-skill:shared--spec-driven-development·LibrarySkillspec-driven-development
  • lib-skill:shared--strict-tdd·LibrarySkillstrict-tdd
  • lib-skill:shared--worktree-isolation·LibrarySkillworktree-isolation
  • lib-skill:shared--completion-verification·LibrarySkillcompletion-verification
  • lib-skill:shared--error-logging·LibrarySkillerror-logging
  • lib-skill:shared--findings-capture·LibrarySkillfindings-capture
  • lib-skill:shared--plan-creation·LibrarySkillplan-creation
  • lib-skill:shared--progress-tracking·LibrarySkillprogress-tracking
  • lib-skill:shared--session-recovery·LibrarySkillsession-recovery
  • lib-skill:shared--brainstorming·LibrarySkillbrainstorming
  • lib-skill:shared--code-review·LibrarySkillcode-review
  • lib-skill:shared--codebase-research·LibrarySkillcodebase-research
  • lib-skill:shared--decision-documentation·LibrarySkilldecision-documentation
  • lib-skill:shared--finishing-work·LibrarySkillfinishing-work
  • lib-skill:shared--plan-implementation·LibrarySkillplan-implementation
  • lib-skill:shared--plan-writing·LibrarySkillplan-writing
  • lib-skill:shared--security-review·LibrarySkillsecurity-review
  • lib-skill:shared--systematic-debugging·LibrarySkillsystematic-debugging
  • lib-skill:shared--test-driven-development·LibrarySkilltest-driven-development
  • lib-skill:shared--verification·LibrarySkillverification
  • lib-skill:shared--agent-booster·LibrarySkillagent-booster
  • lib-skill:shared--anti-drift·LibrarySkillanti-drift
  • lib-skill:shared--consensus-mechanisms·LibrarySkillconsensus-mechanisms
  • lib-skill:shared--security-hardening·LibrarySkillsecurity-hardening
  • lib-skill:shared--self-optimization·LibrarySkillself-optimization
  • lib-skill:shared--smart-routing·LibrarySkillsmart-routing
  • lib-skill:shared--swarm-orchestration·LibrarySkillswarm-orchestration
  • lib-skill:shared--vector-memory·LibrarySkillvector-memory
  • lib-skill:shared--constitution-creation·LibrarySkillconstitution-creation
  • lib-skill:shared--cross-artifact-analysis·LibrarySkillcross-artifact-analysis
  • lib-skill:shared--implementation-execution·LibrarySkillimplementation-execution
  • lib-skill:shared--planning-design·LibrarySkillplanning-design
  • lib-skill:shared--quality-checklist·LibrarySkillquality-checklist
  • lib-skill:shared--specification-writing·LibrarySkillspecification-writing
  • lib-skill:shared--task-decomposition·LibrarySkilltask-decomposition
  • lib-skill:shared--brainstorming·LibrarySkillbrainstorming
  • lib-skill:shared--dispatching-parallel-agents·LibrarySkilldispatching-parallel-agents
  • lib-skill:shared--executing-plans·LibrarySkillexecuting-plans
  • lib-skill:shared--finishing-a-development-branch·LibrarySkillfinishing-a-development-branch
  • lib-skill:shared--receiving-code-review·LibrarySkillreceiving-code-review
  • lib-skill:shared--requesting-code-review·LibrarySkillrequesting-code-review
  • lib-skill:shared--subagent-driven-development·LibrarySkillsubagent-driven-development
  • lib-skill:shared--systematic-debugging·LibrarySkillsystematic-debugging
  • lib-skill:shared--test-driven-development·LibrarySkilltest-driven-development
  • lib-skill:shared--using-git-worktrees·LibrarySkillusing-git-worktrees
  • lib-skill:shared--using-superpowers·LibrarySkillusing-superpowers
  • lib-skill:shared--verification-before-completion·LibrarySkillverification-before-completion
  • lib-skill:shared--writing-plans·LibrarySkillwriting-plans
  • lib-skill:shared--writing-skills·LibrarySkillwriting-skills
  • lib-skill:meta--process-analyzer·LibrarySkillprocess-analyzer
  • lib-skill:meta--process-generator·LibrarySkillprocess-generator
  • lib-skill:meta--process-integrator·LibrarySkillprocess-integrator
  • lib-skill:meta--process-validator·LibrarySkillprocess-validator
prerequisite_for_learning1
  • skill-area:ai-agent-development·SkillAreaAI Agent Development

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