Operate explicit orchestrator, implementer, validator, and scribe roles through a caller-selected agent runtime. Triggers: "agent-native factory", "role-shaped agent panes", "persistent workers".
npx skills add https://github.com/boshu2/agentops --skill agent-native
Operate caller-selected agent sessions as explicit roles without turning the
runtime into AgentOps lifecycle authority.
For caller-elected multi-model judgment (mixed council, dueling perspectives,
cross-model validate), follow
references/model-dispatch.md: the working
session is the controller; probe codex-exec and ntm at runtime; never
require either; never use Agent Mail for judgment; never invoke claude -p.
Role separation works because each role's authority is checkable from its
packet: a worker that cannot exceed its declared subject cannot corrupt a
sibling's evidence, so factory failures stay local instead of systemic.
When a worker looks stuck, score interventions by evidence and reversibility
before acting: observe more (free, fully reversible), then nudge, then replace
the worker, then restart the runtime — escalate only when observable state,
not impatience, rules out the cheaper step. Stop the observe-nudge cycle once
the worker reaches a terminal status or the caller's observation window ends;
past that point further intervention manufactures noise, not evidence.
Named failure mode — prompt-send optimism: treating a successfully
delivered prompt as a working worker; delivery proves transport, not
engagement.
Anti-pattern: restarting an unresponsive worker as the first move. Corrective:
capture its observable state first — a restart destroys the evidence of why it
stalled, and rescue is usually cheaper than rerun.
destination before starting a worker.
prompt send is not proof of work.
claim, lease, queue, or completion state in AgentOps.
reconnects, idle states, or failures into Plan, Candidate, or verdict state.
verdict.v2.
NTM, Codex exec, native processes, Agent Mail, and Gas City are replaceable
adapters. Use them only when the caller selected that execution shape. A
single local agent pays no factory coordination cost. Model identity, when
recorded, is a declared runtime fact like context identity — see
references/model-dispatch.md.
Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Replace with description of the skill and when Claude should use it.
Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
This skill should be used when the user wants to "create a skill", "add a skill to plugin", "write a new skill", "improve skill description", "organize skill content", or needs guidance on skill structure, progressive disclosure, or skill development best practices for Claude Code plugins.
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.
Use when creating new skills, editing existing skills, or verifying skills work before deployment
Take boshu2/agent-native from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.