boshu2/agentops

agent-native

Dispatch independent tasks to parallel workers or selected persistent roles. Use when: delegation is authorized with disjoint scopes; execution does not validate output.

agent-native

Dispatch independent tasks to parallel workers or selected persistent roles. Use when: delegation is authorized with disjoint scopes; execution does not validate output.

validate

Freshly judge exact subject content against bead or caller acceptance, optionally persist verdict.v2 for a declared consumer, and stop. Triggers: "validate", "independently validate", "vibe".

doc

Write grounded docs, READMEs, repo instructions or continuity handoffs. Use when: these documents are requested; no reports as a routine completion ritual.

implement

Implement changes, repairs or waves; return per-lane evidence. Use when: coding, service operations, reliability, delivery, incident recovery, resilience or toil is authorized.

using-gc

Operate Gas City through its Mayor, registry packs and native run state. Use when: the caller explicitly selects Gas City; factory completion does not replace independent judgment.

doc

Write grounded docs, READMEs, repo instructions or continuity handoffs. Use when: these documents are requested; no reports as a routine completion ritual.

implement

Implement changes, repairs or waves; return per-lane evidence. Use when: coding, service operations, reliability, delivery, incident recovery, resilience or toil is authorized.

using-gc

Operate Gas City through its Mayor, registry packs and native run state. Use when: the caller explicitly selects Gas City; factory completion does not replace independent judgment.

council

Compare model perspectives for brainstorming, planning, validation, idea duels or interviews. Use when: independent proposals or judgments need optional bounded debate.

skill-builder

Create, adapt, consolidate or repair skill packages and projections. Use when: authoring guidance, descriptions or structure; Skill Eval measures behavioral benefit.

validate

Freshly judge a finished change and its claims against original acceptance. Use when: acceptance verdict or independent proof is sought. Clarify generic checks or readiness first.

council

Compare model perspectives for brainstorming, planning, validation, idea duels or interviews. Use when: independent proposals or judgments need optional bounded debate.

skill-builder

Create, adapt, consolidate or repair skill packages and projections. Use when: authoring guidance, descriptions or structure; Skill Eval measures behavioral benefit.

validate

Freshly judge a finished change and its claims against original acceptance. Use when: acceptance verdict or independent proof is sought. Clarify generic checks or readiness first.

idea-genie

Generate evidenced options or challenge an idea. Use when: deciding what to build or comparing alternatives; exploration does not authorize implementation.

interview

Interview the caller one question at a time to settle a big outcome before agents work alone. Use when: shaping a goal or large RPI. Not for one question on one slice; use Plan.

idea-genie

Generate evidenced options or challenge an idea. Use when: deciding what to build or comparing alternatives; exploration does not authorize implementation.

interview

Interview the caller one question at a time to settle a big outcome before agents work alone. Use when: shaping a goal or large RPI. Not for one question on one slice; use Plan.

craft-goal

Draft or lint a bounded persistent goal above a bead graph of RPI experiments. Use when: this goal workflow is explicitly selected; shaping a single change belongs to Plan.

navigate

Pick the next wave on a bead graph and keep the graph honest toward frozen acceptance. Use when: a goal starts a wave, or you ask what is next on an epic.

orchestrate

Coordinate authorized workers, prerequisites, isolated scopes and review capacity. Use when: dispatching, recovering or routing feedback. Not for implementation or judgment.

plan

Define intended behavior, review write scope and assess reversible decisions. Use when: discovery needs clarification or resumption before one complete slice; stop once actionable.

rpi

Apply the outcome-to-judgment charter. Use when: the caller explicitly selects RPI; ordinary coding, delegation and native goals do not require this workflow.

craft-goal

Draft or lint a bounded persistent goal above a bead graph of RPI experiments. Use when: this goal workflow is explicitly selected; shaping a single change belongs to Plan.

navigate

Pick the next wave on a bead graph and keep the graph honest toward frozen acceptance. Use when: a goal starts a wave, or you ask what is next on an epic.

orchestrate

Coordinate authorized workers, prerequisites, isolated scopes and review capacity. Use when: dispatching, recovering or routing feedback. Not for implementation or judgment.

plan

Define intended behavior, review write scope and assess reversible decisions. Use when: discovery needs clarification or resumption before one complete slice; stop once actionable.

rpi

Apply the outcome-to-judgment charter. Use when: the caller explicitly selects RPI; ordinary coding, delegation and native goals do not require this workflow.

good-skill

A planted fixture that satisfies every blocking skill-eval rule so the gate passes cleanly.

reality-check

Audit claimed state, goals or native status. Use when: a claim audit or snapshot is requested. Clarify advice versus acceptance for ambiguous checking or readiness requests.

review

Give advisory feedback on a plan, design or code. Use when: suggestions, tradeoffs or a second look are wanted. Not for acceptance or write scope; use Validate or Plan.

reality-check

Audit claimed state, goals or native status. Use when: a claim audit or snapshot is requested. Clarify advice versus acceptance for ambiguous checking or readiness requests.

review

Give advisory feedback on a plan, design or code. Use when: suggestions, tradeoffs or a second look are wanted. Not for acceptance or write scope; use Validate or Plan.

test

Write behavioral tests, practice TDD or inspect important coverage gaps. Use when: test design or missing proof needs work; running an existing suite needs no skill.

test

Write behavioral tests, practice TDD or inspect important coverage gaps. Use when: test design or missing proof needs work; running an existing suite needs no skill.

domain

Clarify domain terms, bounded contexts and repository conventions. Use when: naming, rule ownership or Go and other language standards are unclear; avoid a broad survey.

premortem

Challenge a rollout plan with one fresh judge before implementation; identify what could make it fail. Not for finished-code judgment. Triggers: "one judge", "challenge this plan".

research

Trace code or test a recurring pattern to answer one cited question. Use when: uncertainty needs evidence. Not for external feature teardowns; use reverse-engineer.

domain

Clarify domain terms, bounded contexts and repository conventions. Use when: naming, rule ownership or Go and other language standards are unclear; avoid a broad survey.