CommunityRedacción y edicióngithub.com

Jamie-BitFlight/parallel-work

Shapes for running many sub-agents at once — fan-out with a barrier, maker/checker, generate-and-filter, tournaments for ranking, hypothesis fan-out for root cause, and loops that stop on a condition with a cap. Use when a phase has several independent targets, when a task is too large or too repetitive for one window, when the same edit applies across many files, when ranking or judging a large set, when several hypotheses compete, or when work must repeat until a signal says stop. Does not apply when units depend on each other's results or the cause is still unknown — investigate first, then parallelize.

¿Qué es parallel-work?

parallel-work is a Claude Code agent skill that shapes for running many sub-agents at once — fan-out with a barrier, maker/checker, generate-and-filter, tournaments for ranking, hypothesis fan-out for root cause, and loops that stop on a condition with a cap. Use when a phase has several independent targets, when a task is too large or too repetitive for one window, when the same edit applies across many files, when ranking or judging a large set, when several hypotheses compete, or when work must repeat until a signal says stop. Does not apply when units depend on each other's results or the cause is still unknown — investigate first, then parallelize.

Compatible conClaude Code~Codex CLI~Cursor
npx skills add https://github.com/Jamie-BitFlight/claude_skills/tree/main/plugins/agent-orchestration/skills/parallel-work

Installed? Explore more Redacción y edición skills: steipete/notion, obra/writing-skills, obra/executing-plans · View all 6 →

Preguntar en tu IA favorita

Abre un nuevo chat con esta habilidad de agente ya precargada.

Documentación

Parallel work

Parallelism buys fresh context per unit and speed. It costs coordination: a fan-in that must wait, a merge that must not collide, a judge that must not be the maker. Use it where the units are genuinely independent, and pay the coordination cost explicitly.

Preconditions

  • The units are independent: none needs another's result to start.
  • You know what the units are. Unknown cause → one investigation dispatch first.
  • Writes are isolated: each unit writes different files, or each unit runs in its own worktree and commits only the files that unit touched (mechanics: delegate/references/harness-notes/claude-code.md's Isolation section).

Missing any one → serialize, or investigate first.

Shapes

Fan-out, fan-in. N dispatches of the same phase, one per unit, sent together. A single consolidating dispatch waits for all of them — that wait is the barrier — and merges their delivery files into one. Keep each unit's output in a file; the consolidator reads paths, not your context.

Mechanical fan-out. One process dispatch decides the exact change once. N generic dispatches apply it verbatim, each to its own targets. One review dispatch checks the whole set. The orchestrator never applies the edit itself, however small the set.

Maker/checker. Whoever produced a result never judges it. Route review to a different agent — a reviewer-typed agent for the domain where one exists, otherwise a specialist in a different role — with the success criteria and the artifact path, and nothing from the maker's reasoning.

Generate and filter. Fan out to produce candidates; one dispatch dedupes and scores them against a written rubric; only survivors continue. Write the rubric before generating.

Tournament. For ranking a set too large to judge in one window: pairwise comparison dispatches, each holding two items, with a bracket held in a file. Comparative judgments are more reliable than absolute scores.

Hypothesis fan-out. For root cause: one dispatch per disjoint evidence source (logs, code, data) forms a hypothesis from its source alone. Then one dispatch per hypothesis tries to refute it. What survives refutation is the finding.

Loop until stop. For work of unknown size: repeat a dispatch until an observable condition holds — no new findings, zero errors in the gate output, the checklist file has no unchecked items. Set the cap before the first iteration (default 5). At the cap, report PARTIAL with what remains.

Checklist fan-out

A markdown file of - [ ] items is a ready-made unit list: one dispatch per unchecked item, each told to tick its own line on DONE, then loop-until-stop on "no unchecked items remain." Serialize items that name the same file.

Caps and stop conditions

Every loop and every fan-in has a number written down before it starts: iterations, re-dispatches, or units. Hitting the cap is a PARTIAL or BLOCKED report to the user, never a silent retry.

Persistent teams

Some harnesses offer long-lived agent teams with shared task lists and messaging. They add instruction and communication overhead that agents follow inconsistently, and they are not portable across harnesses. The shapes above need none of it. Reach for a team only when agents must exchange messages mid-task, and then consult the harness notes.

Pointers

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

Jamie-BitFlight/agentskill-kaizen-meta-docs

Agentskill kaizen plugin documentation index. Load when needing to read about cross-platform notes, improvement plans, or DuckDB integration.

Jamie-BitFlight/bash-51-features

Bash 5.1 release features and improvements with practical examples. Use when working with Bash 5.1 features, epoch time variables, redirection enhancements, or when user asks about Bash 5.1 changes, new features, or version-specific capabilities.

Jamie-BitFlight/bash-52-features

Bash 5.2 release features and improvements with practical examples. Use when working with Bash 5.2 features, variable handling enhancements, readline improvements, or when user asks about Bash 5.2 changes, new features, or version-specific capabilities.

Jamie-BitFlight/bash-53-features

Bash 5.3 release features and improvements with practical examples. Use when working with Bash 5.3 features, new command substitution, GLOBSORT, loadable builtins, or when user asks about Bash 5.3 changes, new features, or version-specific capabilities.

Jamie-BitFlight/bash-development

This skill should be used when the user asks to "write a bash script", "create a shell script", "implement bash function", "parse arguments in bash", "handle errors in bash", or mentions bash development, shell scripting, script templates, or modern bash patterns.

Jamie-BitFlight/bash-lint

This skill should be used when the user asks to "lint bash script", "run shellcheck", "format shell script", "use shfmt", "fix shellcheck errors", or mentions shell script linting, formatting, code quality, or pre-commit hooks for bash.

Jamie-BitFlight/bash-logging

This skill should be used when the user asks to "add logging to bash script", "colorize output", "implement log levels", "CI/CD sections", "terminal colors in bash", or mentions logging functions, emoji output, collapsible CI sections, or shlocksmith.

Jamie-BitFlight/bash-portability

This skill should be used when the user asks about "POSIX compatibility", "portable shell scripts", "cross-shell compatibility", "bashisms", "shebang selection", or mentions writing scripts that work on different shells (bash, sh, dash, zsh) or different systems.

Jamie-BitFlight/bash-testing

This skill should be used when the user asks to "test bash script", "write shell tests", "use shunit2", "use shellspec", "create test suite for bash", or mentions unit testing, test frameworks, mocking, or test-driven development for shell scripts.

Jamie-BitFlight/brainstorming-skill

You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or when users request help with ideation, marketing, and strategic planning. Explores user intent, requirements, and design before implementation using research-validated prompt patterns.

Jamie-BitFlight/clang-format

Configure clang-format code formatting. Use when: user mentions clang-format or .clang-format, analyzing code style/patterns, creating/modifying formatting config, troubleshooting formatting, brace styles/indentation/spacing/alignment/pointer alignment, or codifying conventions.

Jamie-BitFlight/commitlint

When setting up commit message validation for a project. When project has commitlint.config.js or .commitlintrc files. When configuring CI/CD to enforce commit format. When extracting commit rules for LLM prompt generation. When debugging commit message rejection errors.

Jamie-BitFlight/conventional-commits

When writing a git commit message. When task completes and changes need committing. When project uses semantic-release, commitizen, git-cliff. When choosing between feat/fix/chore/docs types. When indicating breaking changes. When generating changelogs from commit history.

Jamie-BitFlight/dasel-reference

Use when querying, modifying, or converting JSON, YAML, TOML, XML, CSV, HCL, or INI with dasel v3. Complete reference for selectors, functions, conditionals, variables, spread operator, type casting, and format-specific patterns.

Jamie-BitFlight/data-exploration

Use when exploring unknown structured data files with dasel v3 — discover schema, list keys, find nested values, sample arrays, identify data types across JSON, YAML, TOML, XML, CSV, HCL, INI formats

Jamie-BitFlight/data-transformation

Use when modifying, converting, or transforming structured data with dasel v3 — in-place mutations, format conversion, batch operations, array manipulation, object construction, and merge patterns across JSON, YAML, TOML, XML, CSV, HCL, INI

Jamie-BitFlight/delegate

Decompose substantive work into phases, dispatch each phase to a sub-agent, and adjudicate what comes back. Use whenever a request asks for implementation, investigation, a fix, a review, or any change to files — including small ones — and whenever you are about to read source or run a diagnostic yourself instead of handing it off. Also use when a report from a sub-agent needs judging, when a phase needs re-dispatching, or when a user names one instance of a pattern. Does not apply when your own prompt begins "Your ROLE_TYPE is sub-agent." — then follow references/sub-agent-contract.md instead.

Jamie-BitFlight/enterprise-hibernate-hbm

Dasel v3 query patterns for Hibernate .hbm.xml mapping files — entity-table binding, Java property-to-column extraction, one-to-many set/list/bag relationship tracing, many-to-one foreign key discovery, batch scanning across 60+ HBM files. Use when querying Hibernate ORM class mappings, extracting schema metadata from Java persistence layer, or auditing entity-column relationships in enterprise legacy codebases.

Jamie-BitFlight/enterprise-installanywhere

Dasel v3 query patterns for InstallAnywhere .iap_xml installer definitions — use when querying action sequences, discovering variables, resolving platform conditions, navigating panels, or comparing installer variants. Files are 2.5+ MB, 65,000+ lines — too large for context reads, requires structural dasel queries.

Jamie-BitFlight/enterprise-maven-pom

Dasel v3 selector patterns for Maven POM XML files — use when querying dependency versions, filtering by groupId or scope, extracting module hierarchy from parent POMs, or detecting version conflicts across enterprise multi-module Java projects. Load this skill when working with pom.xml files using dasel.

Skills relacionados