Model goal-driven agent workforce governance
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# Custodian Brief — kaizen-agentic
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# Custodian Brief — kaizen-agentic
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**Domain:** infotech
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**Domain:** infotech
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**Last synced:** 2026-08-20 10:06 UTC
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**Last synced:** 2026-08-20 11:03 UTC
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**State Hub:** http://127.0.0.1:8000 *(adjust if running on a remote machine)*
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**State Hub:** http://127.0.0.1:8000 *(adjust if running on a remote machine)*
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## Active Workstreams
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## Active Workstreams
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37
SCOPE.md
37
SCOPE.md
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@ -52,8 +52,9 @@ boundary in `INTENT.md`, not an unfinished runtime hidden in this repository.
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packages, staffed-role lifecycle, bound agent definitions, ramp-up/down,
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packages, staffed-role lifecycle, bound agent definitions, ramp-up/down,
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client-custodied memory, engagement metrics, and reference pilot artifacts
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client-custodied memory, engagement metrics, and reference pilot artifacts
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- **Interoperability contracts and reference patterns** for activity-core,
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- **Interoperability contracts and reference patterns** for activity-core,
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rein-aharness, role-engine, llm-connect, State Hub, artifact-store, Helix
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rein-aharness, role-engine, agentic-resources, human-resources, fin-hub,
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Forge, and Custodian discovery
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resource-control, llm-connect, State Hub, artifact-store, Helix Forge, and
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Custodian discovery
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- **ADRs, workplans, tutorials, and integration handoffs** that make these
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- **ADRs, workplans, tutorials, and integration handoffs** that make these
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conventions human-readable and machine-consumable
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conventions human-readable and machine-consumable
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@ -67,6 +68,8 @@ boundary in `INTENT.md`, not an unfinished runtime hidden in this repository.
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- Holding credentials or granting authentication, authorization, decision
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- Holding credentials or granting authentication, authorization, decision
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rights, or tool permissions
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rights, or tool permissions
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- Live assignment of a person or agent to an organizational role
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- Live assignment of a person or agent to an organizational role
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- Setting organizational goals, granting leadership authority, allocating the
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agent workforce, or owning financial/resource budgets
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- Owning the complete organizational role catalog; role-engine is the current
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- Owning the complete organizational role catalog; role-engine is the current
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definition source, while this repository may consume roles and package
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definition source, while this repository may consume roles and package
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execution-oriented reference Roles
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execution-oriented reference Roles
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@ -89,6 +92,8 @@ boundary in `INTENT.md`, not an unfinished runtime hidden in this repository.
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- Declaring a repo-local agent instance and preparing it for scheduled execution
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- Declaring a repo-local agent instance and preparing it for scheduled execution
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- Designing a staffed digital Role engagement or mapping an organizational role
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- Designing a staffed digital Role engagement or mapping an organizational role
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to an executable agent blueprint
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to an executable agent blueprint
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- Translating leadership-owned goals and budget-constrained assignments into
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measurable blueprint, protocol, schedule, and evidence contracts
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- Integrating Kaizen work with activity-core, rein-aharness, State Hub, Helix
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- Integrating Kaizen work with activity-core, rein-aharness, State Hub, Helix
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Forge, or artifact-store
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Forge, or artifact-store
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- Understanding the KaizenAgentic product and agency operating model
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- Understanding the KaizenAgentic product and agency operating model
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@ -101,6 +106,11 @@ boundary in `INTENT.md`, not an unfinished runtime hidden in this repository.
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- The need is purely schedule/runtime operation; use activity-core and the
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- The need is purely schedule/runtime operation; use activity-core and the
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selected rein/harness
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selected rein/harness
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- The need is organizational role definition only; use role-engine
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- The need is organizational role definition only; use role-engine
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- The need is agent inventory, assignment, capacity planning, portfolio review,
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or retirement; agentic-resources is the intended owner once its boundary is
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ratified and implemented
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- The need is authoritative budget, burn, runway, resource capacity, or
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procurement evidence; use fin-hub and resource-control
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- The need is identity, credentials, or authorization; use the owning identity,
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- The need is identity, credentials, or authorization; use the owning identity,
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OpenBao/credential-routing, and policy systems
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OpenBao/credential-routing, and policy systems
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- The need is repository capability profiling or SCOPE generation at scale; use
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- The need is repository capability profiling or SCOPE generation at scale; use
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@ -124,8 +134,9 @@ boundary in `INTENT.md`, not an unfinished runtime hidden in this repository.
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standardized
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standardized
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- **Repository health:** Forgejo CI, release checks, agent validation, and
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- **Repository health:** Forgejo CI, release checks, agent validation, and
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metadata/workplan conventions are normalized through KAIZEN-WP-0011
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metadata/workplan conventions are normalized through KAIZEN-WP-0011
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- **Open maturity gap:** a canonical role-definition → assignment → agent-instance
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- **Open maturity gap:** canonical goal/leadership/resource-envelope → role →
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contract and an end-to-end role-based pilot remain to be implemented
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assignment → agent-instance contracts and an end-to-end role-based pilot
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remain to be implemented
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---
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---
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@ -133,9 +144,14 @@ boundary in `INTENT.md`, not an unfinished runtime hidden in this repository.
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| Concern | Owning system | KaizenAgentic relationship |
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| Concern | Owning system | KaizenAgentic relationship |
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| Organizational goals and leadership mandates | Accountable organization/engagement control source (`binky-control` for Binky) | Consume goal, outcome, decision-right, and escalation references; never invent strategic authority |
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| Organizational role definitions | `role-engine` | Consume stable role references and translate duties/evidence into blueprint inputs |
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| Organizational role definitions | `role-engine` | Consume stable role references and translate duties/evidence into blueprint inputs |
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| Agent workforce inventory, assignment, capacity, and portfolio review | `agentic-resources` (recommended boundary; not yet implemented) | Provide blueprint/metric contracts and receive assignment/performance references |
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| Human workforce planning and mixed-team boundaries | `human-resources` | Align compatible vocabulary without sharing human-sensitive records or treating people as compute |
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| Agent blueprints and improvement | `kaizen-agentic` | Own |
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| Agent blueprints and improvement | `kaizen-agentic` | Own |
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| Repo-local agent instance | Consuming repository | Define through `.kaizen/` contracts owned jointly with runtime extensions |
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| Repo-local agent instance | Consuming repository | Define through `.kaizen/` contracts owned jointly with runtime extensions |
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| Monetary budgets, commitments, burn, runway, and AI-plan booked cost | `fin-hub` | Consume provenance-bearing constraints; publish goal/assignment/duty attribution evidence |
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| Resource demand, capacity, allocation, utilization, and technical economics | `resource-control` | Consume capacity/cost evidence; do not duplicate resource or procurement authority |
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| Scheduling and claimable work | `activity-core` | Supply manifests, definitions, prepare commands, and event contracts |
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| Scheduling and claimable work | `activity-core` | Supply manifests, definitions, prepare commands, and event contracts |
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| Governed unattended execution | `rein-aharness` (selected rein) | Supply blueprint/orientation bundle; receive metrics and improvement evidence |
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| Governed unattended execution | `rein-aharness` (selected rein) | Supply blueprint/orientation bundle; receive metrics and improvement evidence |
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| Model/provider abstraction | `llm-connect` | Runtime dependency outside this repository |
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| Model/provider abstraction | `llm-connect` | Runtime dependency outside this repository |
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@ -144,8 +160,10 @@ boundary in `INTENT.md`, not an unfinished runtime hidden in this repository.
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The workspace currently has `role-engine`, not a component named
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The workspace currently has `role-engine`, not a component named
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`role-manager`. Role-engine explicitly excludes live assignment and execution.
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`role-manager`. Role-engine explicitly excludes live assignment and execution.
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An assignment/binding contract therefore needs an explicit owner before roles
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Agentic-resources is the best-fit existing assignment/workforce owner, but its
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can be automated at scale.
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current implemented scope is session improvement and its root SCOPE is stale;
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that responsibility needs an explicit boundary decision before roles can be
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automated at scale.
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---
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---
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@ -159,7 +177,12 @@ can be automated at scale.
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containing blueprint/protocol/ramp assets; currently not the canonical
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containing blueprint/protocol/ramp assets; currently not the canonical
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organization-wide role catalog
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organization-wide role catalog
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- **Assignment / binding**: a record that selects who or what fills a role in a
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- **Assignment / binding**: a record that selects who or what fills a role in a
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specific context; ownership is not yet standardized
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specific goal/context under a leadership mandate and resource envelope;
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agentic-resources is the recommended owner
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- **Leadership mandate**: explicit delegation of goal decomposition, decision
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rights, review, and escalation; not implied by an agent or role name
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- **Resource envelope**: provenance-bearing financial, token, time, capacity,
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and attention constraints delegated to an assignment
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- **Instance**: consumer-owned declaration binding a blueprint to target,
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- **Instance**: consumer-owned declaration binding a blueprint to target,
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cadence, policy lane, tool profile, budget, memory, and metrics
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cadence, policy lane, tool profile, budget, memory, and metrics
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- **Engagement**: a client-scoped lifecycle and custody boundary for staffed work
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- **Engagement**: a client-scoped lifecycle and custody boundary for staffed work
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@ -20,6 +20,7 @@
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| workplan | KAIZEN-WP-0010 | finished | — | workplans/KAIZEN-WP-0010-forgejo-pypi-migration.md |
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| workplan | KAIZEN-WP-0010 | finished | — | workplans/KAIZEN-WP-0010-forgejo-pypi-migration.md |
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| workplan | KAIZEN-WP-0011 | finished | — | workplans/KAIZEN-WP-0011-repository-health-normalization.md |
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| workplan | KAIZEN-WP-0011 | finished | — | workplans/KAIZEN-WP-0011-repository-health-normalization.md |
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| workplan | KAIZEN-WP-0012 | finished | — | workplans/KAIZEN-WP-0012-scope-intent-role-automation-assessment.md |
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| workplan | KAIZEN-WP-0012 | finished | — | workplans/KAIZEN-WP-0012-scope-intent-role-automation-assessment.md |
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| workplan | KAIZEN-WP-0013 | finished | — | workplans/KAIZEN-WP-0013-agent-workforce-goal-budget-governance.md |
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| task | T01 | done | — | workplans/KAIZEN-WP-0003-measurement-loop.md |
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| task | T01 | done | — | workplans/KAIZEN-WP-0003-measurement-loop.md |
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| task | T02 | done | — | workplans/KAIZEN-WP-0003-measurement-loop.md |
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| task | T02 | done | — | workplans/KAIZEN-WP-0003-measurement-loop.md |
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| task | T03 | done | — | workplans/KAIZEN-WP-0003-measurement-loop.md |
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| task | T03 | done | — | workplans/KAIZEN-WP-0003-measurement-loop.md |
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| task | KAIZEN-WP-0012-T02 | done | — | workplans/KAIZEN-WP-0012-scope-intent-role-automation-assessment.md |
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| task | KAIZEN-WP-0012-T02 | done | — | workplans/KAIZEN-WP-0012-scope-intent-role-automation-assessment.md |
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| task | KAIZEN-WP-0012-T03 | done | — | workplans/KAIZEN-WP-0012-scope-intent-role-automation-assessment.md |
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| task | KAIZEN-WP-0012-T03 | done | — | workplans/KAIZEN-WP-0012-scope-intent-role-automation-assessment.md |
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| task | KAIZEN-WP-0012-T04 | done | — | workplans/KAIZEN-WP-0012-scope-intent-role-automation-assessment.md |
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| task | KAIZEN-WP-0012-T04 | done | — | workplans/KAIZEN-WP-0012-scope-intent-role-automation-assessment.md |
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| task | KAIZEN-WP-0013-T01 | done | — | workplans/KAIZEN-WP-0013-agent-workforce-goal-budget-governance.md |
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| task | KAIZEN-WP-0013-T02 | done | — | workplans/KAIZEN-WP-0013-agent-workforce-goal-budget-governance.md |
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| task | KAIZEN-WP-0013-T03 | done | — | workplans/KAIZEN-WP-0013-agent-workforce-goal-budget-governance.md |
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| task | KAIZEN-WP-0013-T04 | done | — | workplans/KAIZEN-WP-0013-agent-workforce-goal-budget-governance.md |
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evidence.
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evidence.
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The missing link is a governed, machine-readable chain from a role definition
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The missing link is a governed, machine-readable chain from a role definition
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to a specific agent assignment and executable instance. The runtime path itself
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through an authorized goal and constrained workforce allocation to a specific
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is no longer hypothetical: activity-core's queue and rein-aharness's generic
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agent assignment and executable instance. The runtime path itself is no longer
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`agent-session` approach are implemented. However, the current queue payload
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hypothetical: activity-core's queue and rein-aharness's generic `agent-session`
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and harness intake do not carry an explicit role, assignment, or arbitrary
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approach are implemented. However, the current queue payload and harness intake
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agent-instance reference. Rein-aharness currently infers the agent from a small
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do not carry an explicit goal, leader, role, assignment, budget envelope, or
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fixed definition/label map and otherwise defaults to `coach`.
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arbitrary agent-instance reference. Rein-aharness currently infers the agent
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from a small fixed definition/label map and otherwise defaults to `coach`.
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## Naming and ownership finding
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## Naming and ownership finding
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- machinery should be added only for demonstrated consumer requirements.
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- machinery should be added only for demonstrated consumer requirements.
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Therefore “roles as defined by role-manager” is treated here as “roles defined
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Therefore “roles as defined by role-manager” is treated here as “roles defined
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by role-engine.” A separate **assignment/binding owner** is still required. It
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by role-engine.” `agentic-resources` is the best-fit existing repository to
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could be a deliberately introduced role-manager service, a consumer-owned
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become the **agent workforce and assignment manager**, subject to an explicit
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assignment manifest indexed by State Hub, or an extension of an existing
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INTENT/SCOPE decision there. That preserves role-engine's catalog boundary and
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system—but that ownership decision should be explicit rather than silently
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avoids introducing a role-manager service before a separate runtime service is
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changing role-engine's purpose.
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actually needed. Consumer-owned assignment manifests can remain the durable
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source while agentic-resources indexes, plans, and governs the portfolio.
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## Agentic-resources and human-resources finding
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`agentic-resources` is **not intent-only**, although its root `SCOPE.md` is a
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stale generated placeholder. Its finished AGENTIC-WP-0002 through WP-0011 work
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implements a substantial Helix Forge loop:
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- capture and normalize Claude, Codex, and Grok coding sessions;
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- retain raw/digested memory within storage budgets;
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- detect cost, failure, success, and infrastructure-friction signals;
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- curate evidence-backed solution patterns with human approval;
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- distribute approved patterns into agent environments;
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- measure before/after effectiveness and fleet trends;
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- publish weekly retrospectives and correlate with Kaizen project metrics.
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That is already an **agent performance and development** subsystem. It is a
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natural foundation for agent inventory, selection, assignment, capacity
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planning, performance review, development, reallocation, and retirement. It
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does not currently implement those workforce-management records, nor does its
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current session-memory code understand organizational goals or financial
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budget envelopes.
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`human-resources` is the useful sibling model, but is much earlier: its current
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implementation is a draft workflow registry and assessment loop covering
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current-state inventory, automation potential, human-touch boundaries, and
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readiness. Its INTENT explicitly includes human goal-setting, feedback,
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coaching, compensation, workforce planning, and development. The two resource
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systems should share vocabulary where useful—goal assignment, accountability,
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capacity, performance evidence, development plan, lifecycle—without combining
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human-sensitive records with agent telemetry or pretending humans and agents
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have identical authority and welfare concerns.
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Recommended boundary for agentic-resources:
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- **Own:** agent workforce inventory, fit/selection evidence, assignments,
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capacity allocations, performance/development plans, portfolio reviews, and
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rebalance/retirement recommendations.
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- **Consume:** leadership goals and mandates, role-engine definitions, Kaizen
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blueprints/metrics, fin-hub constraints, resource-control evidence, State Hub
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work/outcomes, and runtime status.
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- **Do not own:** company strategy, the meaning of organizational roles,
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financial truth or spending authority, resource procurement, credentials,
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scheduling, or execution.
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## Assessment against INTENT.md
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## Assessment against INTENT.md
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This means the next work is integration and governance, not building another
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This means the next work is integration and governance, not building another
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scheduler or agent runtime.
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scheduler or agent runtime.
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## Goal, leadership, and budget governance spine
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Role automation needs a control hierarchy above the execution backbone:
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```text
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organizational intent
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↓
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leadership-owned goals and outcome measures
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↓
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financial/resource/attention envelopes
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↓
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agentic-resources workforce plan and RoleAssignment
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↓
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Kaizen blueprint + consumer-owned AgentInstance
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↓
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activity-core scheduled duty → rein-aharness bounded run
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↓
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outcome, cost, evidence, escalation
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↓
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leadership review + workforce rebalance + blueprint improvement
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```
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There is no single generic goal/leadership repository in the current
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workspace. Goal authority is contextual. For Binky Hedgehog GmbH,
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`binky-control` is the ratified company brain: it owns company intent, success
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milestones, autonomy lanes, decision queues, and the founder-attention budget.
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Other organizations or clients need an equivalent accountable control source.
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Agentic-resources may translate a goal into workforce allocation, but it must
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not invent or silently reprioritize strategic goals.
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Leadership is an accountable relationship, not a prompt adjective. A
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`LeadershipMandate` should identify:
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- the organization/engagement and accountable leader or leadership agent;
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- the goal(s) the leader may decompose and the outcomes it must preserve;
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- decision rights, delegation depth, and prohibited commitments;
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- who may approve, pause, reallocate, or terminate work;
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- reporting/review cadence and the escalation chain;
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- conflict-resolution order when goals or constraints compete;
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- the time/attention budget expected from human reviewers.
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An agent may lead other agents only inside this mandate. Role wording alone
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must never create authority, and a leadership agent cannot widen its own budget
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or tool grants.
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### Budget layers and enforcement
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“Budget” must not collapse into one token integer:
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| Constraint | Authority/source | Allocation/control | Hard enforcement |
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| Monetary budget, commitments, burn, runway | `fin-hub` | Leadership plus agentic-resources consume bounded constraint signals | Financial/approval systems; no autonomous spend outside an approved envelope |
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| Infrastructure/model capacity and technical economics | `resource-control` | Agentic-resources uses forecasts, allocations, and optimization evidence | Platform/provider quotas and owning operators |
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| AI-plan entitlement and booked effectiveness | `fin-hub`, joined to State Hub token evidence | Portfolio review and model/profile selection | Provider entitlement plus runtime policy |
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| Per-run tokens and wall time | Delegated `ResourceEnvelope` | Agent instance/duty allocation | rein-aharness / llm-connect budget tracker and timeout |
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| Concurrent agents and duty capacity | Agentic-resources workforce plan | Assignment allocator | activity-core eligibility plus harness worker/profile limits |
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||||||
|
| Human attention and decision load | Organization leadership source; Binky example in `binky-control` | Decision batching and escalation policy | Approval queues and office-hour/autonomy lanes |
|
||||||
|
|
||||||
|
Fin-hub already exposes provenance-bearing budget-ceiling, commitment,
|
||||||
|
burn-pressure, and runway-pressure signals and owns booked AI-plan cost and
|
||||||
|
entitlements. Resource-control explicitly defers budget authority to fin-hub
|
||||||
|
and owns resource demand, capacity, utilization, allocation, and technical cost
|
||||||
|
evidence. Agentic-resources should consume both and allocate agent capacity
|
||||||
|
within them; it should not create a parallel money ledger or procurement
|
||||||
|
authority.
|
||||||
|
|
||||||
|
The shared `ResourceEnvelope` should support:
|
||||||
|
|
||||||
|
- stable ID, authority/source reference, period, scope, and currency/unit;
|
||||||
|
- hard ceiling, soft target, warning thresholds, and reserve;
|
||||||
|
- financial, token, wall-time, concurrency, and human-attention dimensions;
|
||||||
|
- amount allocated, committed, consumed, forecast, and remaining, with unknown
|
||||||
|
distinct from zero;
|
||||||
|
- allowed reallocation authority and approval threshold;
|
||||||
|
- cost-attribution key and goal/assignment/duty correlation;
|
||||||
|
- exhaustion behavior: refuse, degrade, defer, or prepare an approval package;
|
||||||
|
- evidence timestamps and supersession/version links.
|
||||||
|
|
||||||
|
Activity-core should schedule only eligible allocations, while rein-aharness
|
||||||
|
enforces the per-run slice. Agentic-resources controls the period/portfolio
|
||||||
|
allocation and proposes rebalancing. Leadership decides goal priority and any
|
||||||
|
material budget or authority change.
|
||||||
|
|
||||||
## The missing role-to-run contract
|
## The missing role-to-run contract
|
||||||
|
|
||||||
Four distinct records must remain separate:
|
The following records must remain distinct even when one manifest references
|
||||||
|
several of them:
|
||||||
|
|
||||||
| Record | Question answered | Recommended owner |
|
| Record | Question answered | Recommended owner |
|
||||||
|---|---|---|
|
|---|---|---|
|
||||||
| `RoleDefinition` | What outcomes, duties, authority, interfaces, and evidence define the role? | role-engine |
|
| `RoleDefinition` | What outcomes, duties, authority, interfaces, and evidence define the role? | role-engine |
|
||||||
| `AgentBlueprint` / executable Role package | How can an agent perform a safe subset of those duties? | kaizen-agentic |
|
| `AgentBlueprint` / executable Role package | How can an agent perform a safe subset of those duties? | kaizen-agentic |
|
||||||
| `RoleAssignment` | Which agent instance fills which role, for whom, on what targets and dates? | Explicit new owner or consumer-owned manifest indexed centrally |
|
| `StrategicGoal` | What outcome matters, why, by when, and how will success be judged? | Accountable organization/engagement leadership source |
|
||||||
|
| `LeadershipMandate` | Who may decompose the goal, direct work, decide, and escalate? | Accountable organization/engagement leadership source |
|
||||||
|
| `ResourceEnvelope` | Which financial, token, time, capacity, and attention constraints apply? | Fin-hub/resource-control/leadership facts composed into a delegated envelope |
|
||||||
|
| `RoleAssignment` | Which agent instance fills which role, for which goals, within which mandate and envelope? | Recommended: agentic-resources, with consumer-owned manifest as source |
|
||||||
| `AgentInstance` | Which blueprint, cadence, lane, profile, budget, memory, and runtime pin apply? | Consuming repository, validated by kaizen-agentic and the selected rein |
|
| `AgentInstance` | Which blueprint, cadence, lane, profile, budget, memory, and runtime pin apply? | Consuming repository, validated by kaizen-agentic and the selected rein |
|
||||||
|
|
||||||
The first implementation should define a versioned `RoleAssignment` contract
|
The first implementation should define a versioned `RoleAssignment` contract
|
||||||
with at least:
|
with at least:
|
||||||
|
|
||||||
- stable assignment ID and lifecycle state;
|
- stable assignment ID and lifecycle state;
|
||||||
|
- `goal_refs`, accountable outcome owner, and leadership-mandate reference;
|
||||||
- `role_ref` containing role ID plus immutable revision/version;
|
- `role_ref` containing role ID plus immutable revision/version;
|
||||||
- `blueprint_ref` containing agent name plus package/version or content digest;
|
- `blueprint_ref` containing agent name plus package/version or content digest;
|
||||||
- client/tenant and one or more target references;
|
- client/tenant and one or more target references;
|
||||||
|
|
@ -152,6 +285,7 @@ with at least:
|
||||||
- expected outputs and evidence for each duty;
|
- expected outputs and evidence for each duty;
|
||||||
- cadence/event trigger references and timezone;
|
- cadence/event trigger references and timezone;
|
||||||
- autonomy lane, named tool profile, token/time budget, and harness-major pin;
|
- autonomy lane, named tool profile, token/time budget, and harness-major pin;
|
||||||
|
- resource-envelope references plus duty-level allocation and exhaustion policy;
|
||||||
- credential-route **references**, never secret values;
|
- credential-route **references**, never secret values;
|
||||||
- approval and escalation rules derived from role decision rights;
|
- approval and escalation rules derived from role decision rights;
|
||||||
- memory/metrics custody location and retention classification;
|
- memory/metrics custody location and retention classification;
|
||||||
|
|
@ -159,6 +293,42 @@ with at least:
|
||||||
|
|
||||||
## Required changes by repository
|
## Required changes by repository
|
||||||
|
|
||||||
|
### Organization leadership/control source
|
||||||
|
|
||||||
|
1. Publish stable goal and leadership-mandate records with accountable owners,
|
||||||
|
outcomes, measures, priority, horizon, decision rights, and escalation.
|
||||||
|
2. Delegate bounded financial, capacity, token, time, and attention envelopes;
|
||||||
|
do not express “use judgment” as unlimited authority.
|
||||||
|
3. Resolve cross-goal priority and approve material reallocation, spending,
|
||||||
|
external commitments, or expansion of autonomy.
|
||||||
|
4. For the Binky company context, reuse `binky-control` intent, milestones,
|
||||||
|
autonomy lanes, decision packages, and founder-attention policy instead of
|
||||||
|
creating parallel company governance in an agent repository.
|
||||||
|
|
||||||
|
### agentic-resources
|
||||||
|
|
||||||
|
1. Deliberately refine INTENT/SCOPE from the implemented Helix Forge
|
||||||
|
session-improvement subsystem into an agent-workforce control boundary.
|
||||||
|
2. Define agent inventory, `RoleAssignment`, capacity allocation,
|
||||||
|
performance/development plan, portfolio review, and retirement contracts.
|
||||||
|
3. Match roles and blueprints to delegated goals using evidence; record why an
|
||||||
|
assignment is suitable and which role duties remain unstaffed.
|
||||||
|
4. Consume fin-hub constraint signals and resource-control evidence to allocate
|
||||||
|
period budgets without copying financial or resource ledgers.
|
||||||
|
5. Aggregate run outcomes/costs by goal, role, assignment, and duty; recommend
|
||||||
|
continue, coach/refine, reallocate, pause, or retire.
|
||||||
|
6. Require leadership approval for goal reprioritization, material envelope
|
||||||
|
changes, and authority expansion.
|
||||||
|
|
||||||
|
### human-resources
|
||||||
|
|
||||||
|
1. Reuse compatible goal, accountability, capacity, review, and development
|
||||||
|
vocabulary where it helps human/agent collaboration.
|
||||||
|
2. Keep human-sensitive records, compensation, welfare, employment, and
|
||||||
|
relational judgment separate from agent telemetry and automated scoring.
|
||||||
|
3. Represent mixed human-agent teams and handoffs without treating people as
|
||||||
|
interchangeable compute resources.
|
||||||
|
|
||||||
### role-engine
|
### role-engine
|
||||||
|
|
||||||
1. Add stable revision metadata or a small machine-readable companion format
|
1. Add stable revision metadata or a small machine-readable companion format
|
||||||
|
|
@ -176,14 +346,15 @@ with at least:
|
||||||
former should be a derived execution package, not a competing organizational
|
former should be a derived execution package, not a competing organizational
|
||||||
role source.
|
role source.
|
||||||
3. Add a compiler/scaffolder that consumes a pinned role definition plus an
|
3. Add a compiler/scaffolder that consumes a pinned role definition plus an
|
||||||
assignment and produces:
|
assignment, goal, mandate, and resource-envelope references and produces:
|
||||||
- a bound agent blueprint;
|
- a bound agent blueprint;
|
||||||
- protocols and success metrics;
|
- protocols and success metrics;
|
||||||
- `.kaizen/schedule.yml` base/runtime fields;
|
- `.kaizen/schedule.yml` base/runtime fields;
|
||||||
- activity-core definition/rule fragments;
|
- activity-core definition/rule fragments;
|
||||||
- validation evidence showing which role duties are covered or excluded.
|
- validation evidence showing which role duties are covered or excluded.
|
||||||
4. Add schema validation for blueprint version, role revision, idempotency,
|
4. Add schema validation for blueprint version, role revision, idempotency,
|
||||||
expected output, evidence, and escalation metadata.
|
expected output, evidence, goal traceability, budget/refusal behavior, and
|
||||||
|
escalation metadata.
|
||||||
5. Close the improvement promotion loop: evidence → proposed blueprint change →
|
5. Close the improvement promotion loop: evidence → proposed blueprint change →
|
||||||
tests/evaluation → human approval → versioned canary → rollback or promote.
|
tests/evaluation → human approval → versioned canary → rollback or promote.
|
||||||
|
|
||||||
|
|
@ -192,8 +363,9 @@ with at least:
|
||||||
1. Keep schedule and queue ownership.
|
1. Keep schedule and queue ownership.
|
||||||
2. Extend the task/`ops_run` contract with structured execution metadata instead
|
2. Extend the task/`ops_run` contract with structured execution metadata instead
|
||||||
of encoding it only in labels or prose. Minimum useful fields are
|
of encoding it only in labels or prose. Minimum useful fields are
|
||||||
|
`goal_refs`, `leadership_mandate_ref`, `resource_envelope_ref`,
|
||||||
`assignment_id`, `role_id`, `duty_id`, `agent_instance`, `blueprint_ref`,
|
`assignment_id`, `role_id`, `duty_id`, `agent_instance`, `blueprint_ref`,
|
||||||
`expected_output`, and a correlation/run key.
|
`expected_output`, allocated run budget, and a correlation/run key.
|
||||||
3. Emit `labels: [automated, agent-session]` and
|
3. Emit `labels: [automated, agent-session]` and
|
||||||
`approach_hint: agent-session` for governed agent sessions.
|
`approach_hint: agent-session` for governed agent sessions.
|
||||||
4. Resolve only active, enabled assignments and generate a unique run for each
|
4. Resolve only active, enabled assignments and generate a unique run for each
|
||||||
|
|
@ -206,25 +378,37 @@ with at least:
|
||||||
2. Replace fixed label-to-agent inference for role sessions with an explicit
|
2. Replace fixed label-to-agent inference for role sessions with an explicit
|
||||||
validated `agent_instance`/blueprint reference from the run contract.
|
validated `agent_instance`/blueprint reference from the run contract.
|
||||||
3. Verify the run's assignment is active and its role/blueprint/runtime versions
|
3. Verify the run's assignment is active and its role/blueprint/runtime versions
|
||||||
match the repo manifest.
|
match the repo manifest; refuse expired mandates or envelopes.
|
||||||
4. Enforce duty-level tool profile, target allow-list, budget, timeout,
|
4. Enforce duty-level tool profile, target allow-list, budget, timeout,
|
||||||
concurrency, and escalation policy.
|
concurrency, and escalation policy.
|
||||||
5. Return compact structured evidence: outcome, artifact path, commit, target,
|
5. Return compact structured evidence: outcome, artifact path, commit, target,
|
||||||
blueprint/role/assignment revisions, metrics, and refusal/escalation reason.
|
goal/blueprint/role/assignment revisions, allocated/consumed budget,
|
||||||
|
metrics, and refusal/escalation reason.
|
||||||
6. Separate deterministic connectors from the LLM session. For example,
|
6. Separate deterministic connectors from the LLM session. For example,
|
||||||
Telegram collection or publishing should be bounded adapters; the model
|
Telegram collection or publishing should be bounded adapters; the model
|
||||||
should receive prepared data and should not gain arbitrary network access.
|
should receive prepared data and should not gain arbitrary network access.
|
||||||
|
|
||||||
### State Hub and policy/identity systems
|
### State Hub and policy/identity systems
|
||||||
|
|
||||||
1. Index assignments and correlation IDs without becoming the role source or
|
1. Index goals, mandates, envelopes, assignments, and correlation IDs without
|
||||||
runtime.
|
becoming their authoritative source or the runtime.
|
||||||
2. Connect `activity_run → ops_run → harness execution → artifact/commit →
|
2. Connect `goal → assignment → activity_run → ops_run → harness execution →
|
||||||
kaizen metrics` for review and audit.
|
artifact/commit → kaizen metrics → workforce review` for audit.
|
||||||
3. Represent human-needed/refused/escalated outcomes explicitly.
|
3. Represent human-needed/refused/escalated outcomes explicitly.
|
||||||
4. Route credential needs through the catalog/OpenBao path and enforce technical
|
4. Route credential needs through the catalog/OpenBao path and enforce technical
|
||||||
authorization independently of role wording.
|
authorization independently of role wording.
|
||||||
|
|
||||||
|
### fin-hub and resource-control
|
||||||
|
|
||||||
|
1. Fin-hub remains authoritative for monetary budgets, commitments, burn,
|
||||||
|
runway, AI-plan booked cost, entitlement, and viability signals.
|
||||||
|
2. Resource-control remains authoritative for resource identity, demand,
|
||||||
|
capacity, utilization, allocation evidence, and technical economics.
|
||||||
|
3. Expose provenance-bearing constraints with stable period/scope keys so
|
||||||
|
agentic-resources can allocate without guessing or treating unknown as zero.
|
||||||
|
4. Accept goal/assignment/duty attribution on usage and outcome evidence while
|
||||||
|
keeping allocation evidence distinct from booked spend.
|
||||||
|
|
||||||
## Proposed instance shape
|
## Proposed instance shape
|
||||||
|
|
||||||
This is a **target contract**, not the current kaizen schedule schema:
|
This is a **target contract**, not the current kaizen schedule schema:
|
||||||
|
|
@ -235,6 +419,10 @@ timezone: Europe/Berlin
|
||||||
harness: 0
|
harness: 0
|
||||||
assignments:
|
assignments:
|
||||||
community-manager-coulomb:
|
community-manager-coulomb:
|
||||||
|
goal_refs:
|
||||||
|
- binky-control:goal:coulomb-community-health
|
||||||
|
leadership_mandate_ref: binky-control:mandate:community-operations
|
||||||
|
accountable_outcome_owner: founder
|
||||||
role_ref:
|
role_ref:
|
||||||
repository: role-engine
|
repository: role-engine
|
||||||
id: community-manager
|
id: community-manager
|
||||||
|
|
@ -243,15 +431,22 @@ assignments:
|
||||||
name: community-manager
|
name: community-manager
|
||||||
package_version: "<kaizen-agentic-version>"
|
package_version: "<kaizen-agentic-version>"
|
||||||
target: coulomb-society-operations
|
target: coulomb-society-operations
|
||||||
|
resource_envelopes:
|
||||||
|
financial: fin-hub:budget:coulomb-community:2026-Q3
|
||||||
|
capacity: agentic-resources:envelope:community-ops:2026-W34
|
||||||
|
attention: binky-control:attention:founder:2026-W34
|
||||||
duties:
|
duties:
|
||||||
weekly-community-health:
|
weekly-community-health:
|
||||||
|
goal_ref: binky-control:goal:coulomb-community-health
|
||||||
cadence: weekly
|
cadence: weekly
|
||||||
cron: "0 9 * * 1"
|
cron: "0 9 * * 1"
|
||||||
enabled: true
|
enabled: true
|
||||||
expected_output: reports/community-health/YYYY-MM-DD.md
|
expected_output: reports/community-health/YYYY-MM-DD.md
|
||||||
lane: green
|
lane: green
|
||||||
tool_profile: community-observe-report
|
tool_profile: community-observe-report
|
||||||
budget: 40000
|
run_budget_tokens: 40000
|
||||||
|
run_timeout_seconds: 900
|
||||||
|
exhaustion: defer-and-report
|
||||||
approval: none
|
approval: none
|
||||||
publication-draft:
|
publication-draft:
|
||||||
cadence: weekly
|
cadence: weekly
|
||||||
|
|
@ -259,6 +454,7 @@ assignments:
|
||||||
expected_output: outbox/community-update-YYYY-MM-DD.md
|
expected_output: outbox/community-update-YYYY-MM-DD.md
|
||||||
lane: green
|
lane: green
|
||||||
tool_profile: community-draft-only
|
tool_profile: community-draft-only
|
||||||
|
run_budget_tokens: 30000
|
||||||
approval: human-before-publish
|
approval: human-before-publish
|
||||||
```
|
```
|
||||||
|
|
||||||
|
|
@ -283,18 +479,24 @@ Pilot sequence:
|
||||||
|
|
||||||
1. Pin the role-engine revision and identify which Community Manager success
|
1. Pin the role-engine revision and identify which Community Manager success
|
||||||
criteria the brief measures.
|
criteria the brief measures.
|
||||||
2. Create a Kaizen blueprint/protocol and tests for evidence quality,
|
2. Record the leadership-owned goal, accountable outcome owner, review cadence,
|
||||||
|
and bounded financial/capacity/attention envelopes.
|
||||||
|
3. Have agentic-resources create the assignment and allocate a weekly duty/run
|
||||||
|
budget without copying the authoritative budget ledger.
|
||||||
|
4. Create a Kaizen blueprint/protocol and tests for evidence quality,
|
||||||
provenance, privacy handling, and “insufficient evidence” refusal.
|
provenance, privacy handling, and “insufficient evidence” refusal.
|
||||||
3. Create a consumer-owned assignment and strict read/report-only instance.
|
5. Create a consumer-owned assignment and strict read/report-only instance.
|
||||||
4. Have a deterministic adapter place a sanitized activity snapshot in the
|
6. Have a deterministic adapter place a sanitized activity snapshot in the
|
||||||
target repo or artifact input; do not expose general Telegram credentials to
|
target repo or artifact input; do not expose general Telegram credentials to
|
||||||
the model session.
|
the model session.
|
||||||
5. Register an activity-core weekly definition that emits an `agent-session`
|
7. Register an activity-core weekly definition that emits an `agent-session`
|
||||||
run with explicit assignment and duty identity.
|
run with explicit assignment and duty identity.
|
||||||
6. Run through rein-aharness, producing only a local report commit.
|
8. Run through rein-aharness, producing only a local report commit.
|
||||||
7. Require human review and measure correctness, provenance, usefulness,
|
9. Require human review and measure correctness, provenance, usefulness,
|
||||||
false assertions, runtime, tokens, and escalation quality.
|
false assertions, runtime, tokens, and escalation quality.
|
||||||
8. Complete five clean scheduled/forced cycles before removing any manual
|
10. Review goal progress and envelope burn through agentic-resources; reallocate
|
||||||
|
or pause if marginal value is poor or leadership priorities change.
|
||||||
|
11. Complete five clean scheduled/forced cycles before removing any manual
|
||||||
fallback or considering a write-capable duty.
|
fallback or considering a write-capable duty.
|
||||||
|
|
||||||
Only after the observation/reporting pilot is stable should the system add
|
Only after the observation/reporting pilot is stable should the system add
|
||||||
|
|
@ -310,6 +512,10 @@ For this system, fully automated should mean:
|
||||||
- work is emitted once, claimed safely, and retried within policy;
|
- work is emitted once, claimed safely, and retried within policy;
|
||||||
- the exact role, duty, blueprint, target, runtime, and policy versions are
|
- the exact role, duty, blueprint, target, runtime, and policy versions are
|
||||||
known before execution;
|
known before execution;
|
||||||
|
- the run traces to a leadership-owned goal, accountable owner, active mandate,
|
||||||
|
and unexpired resource envelope;
|
||||||
|
- portfolio and per-run financial/token/time/attention constraints are checked,
|
||||||
|
with unknown never treated as unlimited or zero;
|
||||||
- the agent receives bounded context and tools;
|
- the agent receives bounded context and tools;
|
||||||
- success is verified against an explicit output/evidence contract;
|
- success is verified against an explicit output/evidence contract;
|
||||||
- results and costs are correlated and reviewable;
|
- results and costs are correlated and reviewable;
|
||||||
|
|
@ -322,19 +528,26 @@ while only its safe, explicitly assigned duties are automated.
|
||||||
|
|
||||||
## Recommended implementation order
|
## Recommended implementation order
|
||||||
|
|
||||||
1. **Ownership decision:** confirm role-engine as definition source and choose
|
1. **Ownership decisions:** confirm role-engine as definition source,
|
||||||
the assignment/binding owner and canonical name.
|
agentic-resources as agent-workforce/assignment owner, and the contextual
|
||||||
2. **Contracts:** role revision metadata, RoleAssignment v1, role-to-blueprint
|
leadership source for goals and mandates.
|
||||||
coverage, and structured `ops_run` execution context.
|
2. **Governance contracts:** StrategicGoal, LeadershipMandate,
|
||||||
3. **Adapters and validation:** kaizen compiler/scaffolder plus explicit
|
ResourceEnvelope, RoleAssignment, role-to-blueprint coverage, and structured
|
||||||
role-agent intake in rein-aharness.
|
`ops_run` execution context.
|
||||||
4. **Read-only pilot:** Community Manager weekly health brief, human-reviewed,
|
3. **Constraint integration:** consume fin-hub budget/viability signals,
|
||||||
five clean cycles.
|
resource-control capacity evidence, and organization attention/autonomy
|
||||||
5. **Production controls:** dashboards, alerts, retry/dead-letter policy,
|
policy without duplicating their authority.
|
||||||
|
4. **Adapters and validation:** Kaizen compiler/scaffolder, agentic-resources
|
||||||
|
allocator, and explicit role-agent intake in rein-aharness.
|
||||||
|
5. **Read-only pilot:** Community Manager weekly health brief, human-reviewed,
|
||||||
|
goal- and budget-correlated, for five clean cycles.
|
||||||
|
6. **Production controls:** dashboards, alerts, retry/dead-letter policy,
|
||||||
pause/rollback, version canary, secret-route/policy audit.
|
pause/rollback, version canary, secret-route/policy audit.
|
||||||
6. **Improvement closure:** use measured pilot evidence to version and canary a
|
7. **Improvement closure:** use measured pilot evidence to rebalance the agent
|
||||||
blueprint refinement without rewriting the source role contract.
|
portfolio and version/canary a blueprint refinement without rewriting the
|
||||||
|
leadership goal or source role contract.
|
||||||
|
|
||||||
This route reuses the platform that is already live, preserves each
|
This route reuses the platform that is already live, preserves each
|
||||||
repository's stated intent, and concentrates new work on the one genuinely
|
repository's stated intent, and concentrates new work on the genuinely missing
|
||||||
missing capability: governed role assignment and binding.
|
capability: goal-directed, leadership-accountable, budget-constrained agent
|
||||||
|
workforce allocation.
|
||||||
|
|
|
||||||
|
|
@ -0,0 +1,81 @@
|
||||||
|
---
|
||||||
|
id: KAIZEN-WP-0013
|
||||||
|
type: workplan
|
||||||
|
title: "Agent workforce, goal, leadership, and budget governance"
|
||||||
|
domain: agents
|
||||||
|
repo: kaizen-agentic
|
||||||
|
status: finished
|
||||||
|
owner: codex
|
||||||
|
topic_slug: custodian
|
||||||
|
created: "2026-08-20"
|
||||||
|
updated: "2026-08-20"
|
||||||
|
---
|
||||||
|
|
||||||
|
# KAIZEN-WP-0013 — Agent workforce, goal, leadership, and budget governance
|
||||||
|
|
||||||
|
## Assess sibling resource-management repositories
|
||||||
|
|
||||||
|
```task
|
||||||
|
id: KAIZEN-WP-0013-T01
|
||||||
|
status: done
|
||||||
|
priority: high
|
||||||
|
```
|
||||||
|
|
||||||
|
Review agentic-resources and human-resources intent, scope, workplans, and
|
||||||
|
implementation evidence, plus authoritative budget and resource-control
|
||||||
|
boundaries.
|
||||||
|
|
||||||
|
**Result:** agentic-resources is not intent-only: it implements a tested
|
||||||
|
multi-agent session capture, pattern curation/distribution, measurement, and
|
||||||
|
retrospective loop. Its root SCOPE is stale and it does not yet implement agent
|
||||||
|
assignments, goal allocation, or portfolio budgets. Human-resources remains a
|
||||||
|
planning/workflow-registry scaffold. Fin-hub owns budgets and viability signals;
|
||||||
|
resource-control owns technical resource and cost evidence.
|
||||||
|
|
||||||
|
## Define goals, leadership, and constrained allocation model
|
||||||
|
|
||||||
|
```task
|
||||||
|
id: KAIZEN-WP-0013-T02
|
||||||
|
status: done
|
||||||
|
priority: high
|
||||||
|
```
|
||||||
|
|
||||||
|
Extend the role-agent readiness architecture with explicit organizational
|
||||||
|
goals, leadership/accountability, agent-workforce allocation, and layered
|
||||||
|
financial, resource, token, time, and attention constraints.
|
||||||
|
|
||||||
|
**Result:** the assessment now defines a leadership-to-workforce control spine,
|
||||||
|
StrategicGoal, LeadershipMandate, ResourceEnvelope, RoleAssignment, and
|
||||||
|
AgentInstance separation, layered constraint authority/enforcement, and a
|
||||||
|
goal/budget-correlated pilot path.
|
||||||
|
|
||||||
|
## Reconcile KaizenAgentic ecosystem scope
|
||||||
|
|
||||||
|
```task
|
||||||
|
id: KAIZEN-WP-0013-T03
|
||||||
|
status: done
|
||||||
|
priority: medium
|
||||||
|
```
|
||||||
|
|
||||||
|
Update SCOPE ownership mappings so agentic-resources, human-resources, fin-hub,
|
||||||
|
resource-control, and organization-specific leadership sources are represented
|
||||||
|
without moving their responsibilities into kaizen-agentic.
|
||||||
|
|
||||||
|
**Result:** SCOPE now maps organization leadership, role-engine,
|
||||||
|
agentic-resources, human-resources, fin-hub, resource-control, activity-core,
|
||||||
|
and rein-aharness to distinct ownership concerns.
|
||||||
|
|
||||||
|
## Validate and close out
|
||||||
|
|
||||||
|
```task
|
||||||
|
id: KAIZEN-WP-0013-T04
|
||||||
|
status: done
|
||||||
|
priority: medium
|
||||||
|
```
|
||||||
|
|
||||||
|
Run repository checks, synchronize generated work records and State Hub, record
|
||||||
|
the findings, and close the workplan.
|
||||||
|
|
||||||
|
**Result:** full pytest, `make release-check`, `make agents-validate`, and
|
||||||
|
`git diff --check` pass. State Hub consistency and production UUID registration
|
||||||
|
are handled through the normal closeout path.
|
||||||
Loading…
Add table
Add a link
Reference in a new issue