orchestration/parallel-execution
Skill10 starsChanged 2 months agoMITView on GitHub
Use when running multiple independent tasks concurrently across agents, tools, or systems — ensures thread safety, proper result collection, and efficient resource usage. Default skill for Starlight Orchestrator.
1 other project uses a version of this.
Adopted by
Most recently taken up by
- Arcanea-Labs/Starlight-Intelligence-Systemword for word, first seen Nov 8, 2026
Other versions1 project uses a version of this.
Word for word · 1
- Arcanea-Labs/Starlight-Intelligence-System★ 10100% same
Edited · 0
None found.
Wrote their own version · 0
None found.
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository49 other files it gives its agents.
- AGENTS.mdAGENTS.md
- site/AGENTS.mdAGENTS.md
- .claude/hooks/CLAUDE.mdCLAUDE.md
- CLAUDE.mdCLAUDE.md
- site/CLAUDE.mdCLAUDE.md
- .github/copilot-instructions.mdCopilot instructions
- .cursor/rules/editorial.mdcCursor rule
- .cursor/rules/starlight-agents.mdcCursor rule
- .cursor/rules/starlight-core.mdcCursor rule
- .cursor/rules/starlight-memory.mdcCursor rule
- .cursor/rules/starlight-voice.mdcCursor rule
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- intelligence/decision-frameworkSkill
- intelligence/hermes-searchSkill
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The file
We split this skill into the rules it gives an agent
4 rules. About 0 are common, 4 are distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈4
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 15
Default for: Starlight Orchestrator
- Distinctive: line 43
Wait for all parallel tasks to complete
- Distinctive: line 45
Check for conflicts in results
- Distinctive: line 46
If conflicts: resolve using Synthesis Protocol
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Parallel Execution
"Why do one thing when you can do three?"
When This Skill Activates
- Running multiple independent tasks concurrently
- Keywords: "parallel", "concurrent", "simultaneously", "batch"
- Default for: Starlight Orchestrator
What This Skill Does
Manages parallel execution of independent tasks across agents, tools, and systems. Ensures thread safety, proper result collection, and efficient resource usage.
Procedures
Procedure 1: Parallelization Analysis
- List all tasks to be executed
- Build dependency graph
- Identify independent tasks (no dependencies on each other)
- Group independent tasks for parallel execution
- Sequence dependent tasks after their prerequisites
- Calculate resource requirements for parallel batch
Procedure 2: Parallel Dispatch
- Confirm all parallel tasks are truly independent
- Limit concurrent agents to 3 (token budget constraint)
- Dispatch tasks to assigned agents simultaneously
- Monitor all tasks for completion or failure
- Collect results as each task completes
- Handle failures without blocking other parallel tasks
Procedure 3: Result Collection
- Wait for all parallel tasks to complete
- Collect all results
- Check for conflicts in results
- If conflicts: resolve using Synthesis Protocol
- Merge into unified output
- Report any failed tasks separately
Integration Points
- Vault: Operational Vault (execution metrics)
- Agents: Orchestrator (primary), up to 3 concurrent agents
- Engine: Orchestration Engine (parallel pattern)
Quality Criteria
- Were only truly independent tasks run in parallel?
- Were results properly collected and merged?
- Were failures handled gracefully?
- Was the concurrent agent limit respected?
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

