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Agent Native

boshu2/agent-native

Operate explicit orchestrator, implementer, validator, and scribe roles through a caller-selected agent runtime. Triggers: "agent-native factory", "role-shaped agent panes", "persistent workers".

927 tokens
context cost
the whole folder, loaded on every use
1
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instructions only
0
copies elsewhere
how many repositories repackaged it
416
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/boshu2/agentops --skill agent-native

The instruction itself

3 sections, as written by the author

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.

Roles

  • Orchestrator: passes explicit packets and reports runtime facts.
  • Implementer: may modify only its packet's declared subject.
  • Validator: receives exact candidate content in a fresh, read-only context.
  • Scribe: records runtime evidence without judging acceptance.

Contract

  • Require an explicit packet, role, workspace, context identity, and evidence

destination before starting a worker.

  • Prove runtime readiness and engagement from observable state; a successful

prompt send is not proof of work.

  • Keep concurrent writers disjoint and isolated. Runtime coordination is not a

claim, lease, queue, or completion state in AgentOps.

  • Record provider state, transcript references, artifacts, and terminal status.
  • Return runtime evidence to the caller. Do not convert provider retries,

reconnects, idle states, or failures into Plan, Candidate, or verdict state.

  • A validator session may supply judgment to Validate, but only Validate writes

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.

How to use it

Copy the folder

Take boshu2/agent-native from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

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.