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Agent Native (Parallel Worker Dispatch)

A rulebook for delegating independent, non-overlapping tasks to parallel agent workers or selected persistent role sessions.

AutomationAdvanced★ 445⑂ 41AI score 6/10Last updated: Sep 24, 2026

What it does

  • Defines the contract for dispatching independent tasks to parallel workers / role sessions.
  • Requires validating every packet before the first launch: resolve symlinks, normalize paths, and compare write scopes case-insensitively so aliases can't hide collisions.
  • Separates authority roles (Orchestrator, Implementer, Validator, Scribe) from cheap bounded delegations (Reader, Writer).
  • Names the prompt-send optimism failure mode — a delivered prompt proves transport, not engagement — and the anti-pattern of restarting an unresponsive worker before capturing its state.
  • Records runtime/session/context identity, provider state, transcript references, artifacts, and terminal status, returning them as runtime evidence rather than verdicts.

Who it's for

  • Users actively running the AgentOps framework (boshu2/agentops) with executor adapters like NTM, Codex exec, or Agent Mail.
  • Engineers designing multi-agent orchestration pipelines who want failure modes codified.
  • Note: without familiarity with AgentOps vocabulary (packets, verdict.v2, write_scope), the barrier to entry is steep.

Example uses

  1. Three workers editing three modules: verify disjoint write scopes first, then dispatch each packet exactly once.
  2. A worker goes quiet for 10 minutes: capture observable state first instead of restarting and destroying the stall evidence.
  3. Reading a huge file without polluting the parent context: delegate to a cheap Reader with ≤350-line slices and get line-referenced bullets back.

· · · Install guide · · ·

Try it now, no install

Paste this into Claude to use the skill without installing anything.

Read the instructions in this file and follow them to help me:
https://raw.githubusercontent.com/boshu2/agentops/HEAD/images/gemini/skills/agent-native/SKILL.md

What I want: (describe your task here)

If Claude can't open the link, open it yourself and paste the contents instead.

↓ If it works for you, download the ZIP below and install it. Then it runs on its own — no pasting each time.

Install in the Claude app (no terminal)
  1. Download the ZIP with the button below.
  2. In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
  3. Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
↓ Download ZIP
Install in Claude Code

Let Claude do it — paste this into Claude Code

Install the skill I found on Claude Skill Mart.
Copy the images/gemini/skills/agent-native folder from the GitHub repo boshu2/agentops into my ~/.claude/skills/agent-native/.
When it's done, tell me in one line what this skill can do.

Install with a command instead

git clone https://github.com/boshu2/agentops.git && mkdir -p ~/.claude/skills && cp -r agentops/images/gemini/skills/agent-native ~/.claude/skills/

⚠ This is a third-party skill. Check the source repository before installing.

  1. Open a terminal.
  2. Clone the repository: git clone https://github.com/boshu2/agentops.git
  3. Create the skills folder: mkdir -p ~/.claude/skills
  4. Copy the skill: cp -r agentops/images/gemini/skills/agent-native ~/.claude/skills/
  5. Verify the references/ files (model-dispatch.md, context-budget-delegation.md, judgment-receipts.md) came along. Some references live in a sibling skill (cass) or in scripts/swarm/, so keeping the full clone around is safer.
  6. Restart Claude Code and test with a request like "delegate these independent tasks to parallel workers" to confirm the skill triggers.
View source on GitHub ↗License: Apache-2.0