MWMS MCR

MWMS AI Agent Operations Core Page Registry

System: MWMS
Document Type: Registry
Authority Level: MCR Source Of Truth
Status: Active
Primary Location: MCR
Future Operational Destination: HeadOffice Brain, MWMS Brain, Brain Room, AI Manager, AI Employee Router, Task Executor Systems, Newsletter Intelligence, Course Absorption System, Opportunity System, AI Business Systems Brain
Parent Page: HeadOffice
Owner: Martyn
Developer Boundary: Do Not Touch M’s Active Build Areas Unless Specifically Assigned
Source Of Truth: MCR

Purpose

The purpose of this document is to maintain the official registry of all pages belonging to the MWMS AI Agent Operations Core.

The AI Agent Operations Core defines how MWMS governs, structures, validates, deploys, measures, improves, and controls AI Employees, AI workflows, agentic work units, skills, plugin/tool orchestration, documentation pipelines, tool permissions, handoffs, reporting, failure handling, context management, and future AIBS client AI systems.

This registry prevents:

  • duplicate page creation
  • missing operational templates
  • unclear page ownership
  • confusion between frameworks and practical records
  • confusion between MCR governance and future operational copies
  • accidental developer build pressure
  • AI Agent Operations pages becoming scattered across MCR
  • premature automation before manual proof
  • tool/plugin expansion without governance
  • procedural skills becoming lost inside chat threads

This registry is the source list for the AI Agent Operations Core page set.

Scope

This registry applies to all MCR pages created under the MWMS AI Agent Operations Core.

It includes:

  • core standards
  • frameworks
  • protocols
  • checklists
  • practical templates
  • operational records
  • skill library frameworks
  • plugin orchestration frameworks
  • documentation pipeline frameworks
  • copy maps
  • implementation maps
  • governance models
  • registries

This registry does not authorize development work.

It only records the page structure and intended role of each AI Agent Operations Core page.

Registry Rule

All AI Agent Operations Core pages must be checked against this registry before creating new pages.

Before creating a new AI Agent Operations page, confirm:

  1. Does an equivalent page already exist?
  2. Is the new page a framework, checklist, template, record, protocol, registry, copy map, implementation map, governance model, skill framework, plugin orchestration framework, or documentation pipeline framework?
  3. Should the existing page be updated instead?
  4. Does the new page belong under HeadOffice?
  5. Does it interfere with M’s active build?
  6. Does it create premature plugin/UI/developer work?
  7. Does it duplicate an existing AI Agent Operations capability?
  8. Does it require registry update after creation?

If a page already exists, update the existing page rather than creating a duplicate.

AI Agent Operations Core Registry

1. MWMS AI Agent Operations Core

Document Type: Core Operating Standard
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Foundation standard for the full AI Agent Operations layer.

Purpose:
Defines the overall operating philosophy and governance model for treating AI Employees as part of a structured, governed MWMS AI workforce.

Classification:
MCR Source Of Truth / Governance Foundation

Operational Destination:
Future simplified operational copy may be used in HeadOffice Brain and AI Business Systems Brain.

Build Status:
No build authorized.

2. MWMS Agentic Work Unit Standard

Document Type: Operating Standard
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how AI work is structured into controlled units.

Purpose:
Provides the standard for converting requests, messages, files, tasks, reports, or system events into structured AI work units.

Classification:
MCR Source Of Truth / Operational Standard

Operational Companion:
MWMS Agentic Work Unit Template

Build Status:
Future Brain Room, AI Manager, AI Employee Router, or Task Executor relevance. No build authorized yet.

3. MWMS Agentic Work Unit Template

Document Type: Operational Template
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Practical template for structuring AI work.

Purpose:
Provides the fill-in structure for turning raw requests into Agentic Work Units.

Classification:
Operational Template

Related Standard:
MWMS Agentic Work Unit Standard

Build Status:
Possible future task schema, Brain Room task form, AI Manager task record. No build authorized yet.

4. MWMS AI Employee Role Card Standard

Document Type: Operating Standard
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how AI Employee roles must be described and governed.

Purpose:
Prevents vague AI agent creation by requiring each AI Employee to have a clear role, responsibilities, limits, inputs, outputs, validation rules, and handoff destinations.

Classification:
MCR Source Of Truth / Operating Standard

Operational Companion:
MWMS AI Employee Role Card Template

Build Status:
Future AI Employee Registry relevance. No build authorized yet.

5. MWMS AI Employee Role Card Template

Document Type: Operational Template
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Practical role definition template for AI Employees.

Purpose:
Provides the fill-in structure for defining AI Employees before they are used operationally.

Classification:
Operational Template

Related Standard:
MWMS AI Employee Role Card Standard

Build Status:
Possible future AI Employee Registry/profile screen. No build authorized yet.

6. MWMS AI Agent Orchestration Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how AI Employees, Brains, workflows, validation, handoffs, and outcomes coordinate.

Purpose:
Provides the orchestration logic for moving AI work across the MWMS ecosystem without uncontrolled agent sprawl.

Classification:
MCR Source Of Truth / Framework

Operational Companion:
MWMS AI Workflow Pipeline Checklist, MWMS AI Employee Handoff Package Template

Build Status:
Future AI Manager and AI Employee Router relevance. No build authorized yet.

7. MWMS AI Workflow Pipeline Standard

Document Type: Operating Standard
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines the standard AI workflow sequence.

Purpose:
Establishes the pipeline sequence for AI work: input capture, cleaning, classification, task creation, assignment, context, processing, validation, decision, routing, logging, and learning.

Classification:
MCR Source Of Truth / Operating Standard

Operational Companion:
MWMS AI Workflow Pipeline Checklist

Build Status:
Possible future workflow status fields. No build authorized yet.

8. MWMS AI Workflow Pipeline Checklist

Document Type: Operational Checklist
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Practical checklist for designing and reviewing AI workflows.

Purpose:
Ensures AI workflows are structured before manual operation or future automation.

Classification:
Operational Checklist

Related Standard:
MWMS AI Workflow Pipeline Standard

Build Status:
Possible future AI workflow review screen. No build authorized yet.

9. MWMS AI Output Validation Standard

Document Type: Operating Standard
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how AI output is checked before use.

Purpose:
Prevents weak, generic, unsupported, misrouted, or unsafe AI outputs from being accepted as operational truth.

Classification:
MCR Source Of Truth / Operating Standard

Operational Companion:
MWMS AI Output Validation Checklist

Build Status:
Possible future validation queue. No build authorized yet.

10. MWMS AI Output Validation Checklist

Document Type: Operational Checklist
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Practical checklist for validating AI outputs.

Purpose:
Provides a repeatable pass/fail review process before AI output is saved, routed, displayed, sent to M, or acted upon.

Classification:
Operational Checklist

Related Standard:
MWMS AI Output Validation Standard

Build Status:
Possible future validation screen or review queue. No build authorized yet.

11. MWMS Messy Input Normalization Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how messy input should be cleaned and prepared.

Purpose:
Protects MWMS from dirty input creating dirty intelligence.

Classification:
MCR Source Of Truth / Framework

Operational Companion:
MWMS Messy Input Normalization Record

Build Status:
Possible future input normalization layer. No build authorized yet.

12. MWMS Messy Input Normalization Record

Document Type: Operational Template
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Practical input-cleaning and classification record.

Purpose:
Provides the fill-in record for converting messy input into clean, classified, routable MWMS input.

Classification:
Operational Template / Record

Related Standard:
MWMS Messy Input Normalization Framework

Build Status:
Possible future intake/preprocessing form. No build authorized yet.

13. MWMS Agentic Reporting Standard

Document Type: Operating Standard
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how AI reports must become decision-ready.

Purpose:
Prevents passive summaries and requires reports to include verdicts, business meaning, risk, next action, ownership, and handoff.

Classification:
MCR Source Of Truth / Operating Standard

Operational Companion:
MWMS Agentic Reporting Template

Build Status:
Possible future report card/dashboard format. No build authorized yet.

14. MWMS Agentic Reporting Template

Document Type: Operational Template
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Practical decision-ready AI report format.

Purpose:
Provides the reusable reporting format for course absorption, newsletters, offers, research, finance, experimentation, validation, developer support, HeadOffice dashboards, and future AIBS clients.

Classification:
Operational Template

Related Standard:
MWMS Agentic Reporting Standard

Build Status:
Possible future report record/dashboard card structure. No build authorized yet.

15. MWMS AI Employee Handoff Protocol

Document Type: Protocol
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how work moves between AI Employees, Brains, humans, queues, developers, and client workflows.

Purpose:
Ensures handoffs preserve source, context, validation status, risk, next owner, and required action.

Classification:
MCR Source Of Truth / Protocol

Operational Companion:
MWMS AI Employee Handoff Package Template

Build Status:
Possible future handoff queue. No build authorized yet.

16. MWMS AI Employee Handoff Package Template

Document Type: Operational Template
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Practical handoff template.

Purpose:
Provides the fill-in package for transferring work safely without losing context.

Classification:
Operational Template

Related Standard:
MWMS AI Employee Handoff Protocol

Build Status:
Possible future handoff record/screen. No build authorized yet.

17. MWMS AI Agent Failure Handling And Escalation Protocol

Document Type: Protocol
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how AI failures are detected, contained, escalated, logged, and converted into learning.

Purpose:
Prevents repeated failure by turning failures into system improvement.

Classification:
MCR Source Of Truth / Protocol

Operational Companion:
MWMS AI Agent Failure Log Record

Build Status:
Possible future failure log or stop-condition system. No build authorized yet.

18. MWMS AI Agent Failure Log Record

Document Type: Operational Template
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Practical failure logging record.

Purpose:
Provides the fill-in record for logging AI failures, classifying severity, capturing cause, containment, escalation, correction, and Kaizen learning.

Classification:
Operational Template / Record

Related Standard:
MWMS AI Agent Failure Handling And Escalation Protocol

Build Status:
Possible future failure log table/dashboard. No build authorized yet.

19. MWMS AI Agent Outcome Measurement Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how AI work is measured by useful outcomes.

Purpose:
Prevents output-volume drift by measuring decisions, actions, risk reduction, quality improvement, learning, system reliability, and client value.

Classification:
MCR Source Of Truth / Framework

Operational Companion:
MWMS AI Agent Outcome Log Record

Build Status:
Possible future AI outcome scorecard. No build authorized yet.

20. MWMS AI Agent Outcome Log Record

Document Type: Operational Template
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Practical outcome logging record.

Purpose:
Provides the fill-in record for capturing the useful result produced by AI work.

Classification:
Operational Template / Record

Related Standard:
MWMS AI Agent Outcome Measurement Framework

Build Status:
Possible future outcome log/scoreboard. No build authorized yet.

21. MWMS AI Agent Deployment Readiness Checklist

Document Type: Checklist
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines readiness requirements before AI Employees or workflows move toward operation or automation.

Purpose:
Prevents premature deployment, unclear roles, unsafe tool access, missing validation, and automation before manual proof.

Classification:
MCR Source Of Truth / Checklist

Operational Companion:
MWMS AI Agent Deployment Readiness Review Template

Build Status:
Possible future deployment gate. No build authorized yet.

22. MWMS AI Agent Deployment Readiness Review Template

Document Type: Operational Template
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Practical readiness review template.

Purpose:
Provides the fill-in review format for deciding whether an AI Employee or workflow is ready for draft, manual use, assisted use, controlled automation, or restricted low-risk autonomy.

Classification:
Operational Template

Related Standard:
MWMS AI Agent Deployment Readiness Checklist

Build Status:
Possible future deployment readiness screen. No build authorized yet.

23. MWMS AI Employee Capability Stack Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines the capability layers of AI Employees.

Purpose:
Ensures AI Employees have capabilities that match their role, authority, workflow maturity, tool access, risk level, and business purpose.

Classification:
MCR Source Of Truth / Framework

Operational Companion:
MWMS AI Employee Capability Stack Template

Build Status:
Possible future AI Employee Registry/profile structure. No build authorized yet.

24. MWMS AI Employee Capability Stack Template

Document Type: Operational Template
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Practical capability stack template.

Purpose:
Provides the fill-in structure for defining what an AI Employee can do, what input it can process, what tools it can use, what outputs it can create, what it can validate, where it can hand off, when it escalates, and what it must never do.

Classification:
Operational Template

Related Standard:
MWMS AI Employee Capability Stack Framework

Build Status:
Possible future AI Employee capability registry. No build authorized yet.

25. MWMS AI Tool Permission And Access Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how tool access is governed.

Purpose:
Controls AI Employee access to tools, databases, WordPress, Gmail, Supabase, Make, n8n, Google services, dashboards, client data, and external actions.

Classification:
MCR Source Of Truth / Framework

Operational Companion:
MWMS AI Tool Permission Record Template

Build Status:
Possible future AI Manager/tool permission system. No build authorized yet.

26. MWMS AI Tool Permission Record Template

Document Type: Operational Template
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Practical tool permission record.

Purpose:
Provides the fill-in permission profile defining tool access level, approved actions, forbidden actions, human approval, validation, logging, risk, stop conditions, and escalation.

Classification:
Operational Template

Related Standard:
MWMS AI Tool Permission And Access Framework

Build Status:
Possible future permission registry/configuration screen. No build authorized yet.

27. MWMS AI Agent Memory And Context Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how memory, source of truth, task context, Brain context, workflow context, and client context are selected and governed.

Purpose:
Prevents stale memory, missing context, context overload, wrong assumptions, and source-of-truth drift.

Classification:
MCR Source Of Truth / Framework

Operational Companion:
MWMS AI Agent Context Pack Template

Build Status:
Possible future AI Manager context injection and Brain Room context handling. No build authorized yet.

28. MWMS AI Agent Context Pack Template

Document Type: Operational Template
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Practical context packaging template.

Purpose:
Provides the fill-in structure for packaging the right task context before an AI Employee performs meaningful work.

Classification:
Operational Template

Related Standard:
MWMS AI Agent Memory And Context Framework

Build Status:
Possible future task context field/context selector. No build authorized yet.

29. MWMS AI Workforce Governance Model

Document Type: Governance Model
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines governance for the total MWMS AI workforce.

Purpose:
Controls how AI Employees are created, approved, permissioned, deployed, validated, measured, improved, merged, parked, or retired.

Classification:
MCR Source Of Truth / Governance Model

Operational Destination:
Possible future AI Workforce Governance Overview for HeadOffice Brain and AIBS packaging.

Build Status:
Possible future AI Workforce Registry. No build authorized yet.

30. MWMS AI Agent Operations Core Implementation Map

Document Type: Implementation Map
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how AI Agent Operations moves from MCR governance to manual proof, operational templates, data structures, build, dashboards, and AIBS packaging.

Purpose:
Prevents premature automation and protects M from broad, unclear build requests.

Classification:
MCR Source Of Truth / Implementation Map

Build Status:
No immediate build. Future developer briefs must be specific and separate.

31. MWMS AI Agent Operations Core Copy Map

Document Type: Copy Map
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines which AI Agent Operations Core pages stay MCR-only, which may become operational copies, templates, plugin/UI, developer briefs, or AIBS packaging.

Purpose:
Protects the relationship between MCR governance and future operational copies.

Classification:
MCR Source Of Truth / Copy Map

Build Status:
No build authorized.

32. MWMS AI Agent Operations Core Page Registry

Document Type: Registry
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Official registry of AI Agent Operations Core pages.

Purpose:
Tracks the page structure, prevents duplication, and records the role of each AI Agent Operations page.

Classification:
MCR Source Of Truth / Registry

Build Status:
No build authorized.

33. MWMS AI Agent Skill Library Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines reusable procedural skills for AI Employees.

Purpose:
Provides the framework for storing, governing, reusing, improving, and applying repeatable AI Employee procedures across MWMS.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future AI Skill Library, AI Employee skill registry, AI Manager skill selector, Brain Room task skill assignment, Task Executor skill instructions, and AIBS client skill package library.

Build Status:
No build authorized.

34. MWMS AI Plugin Orchestration Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how tools, plugins, APIs, automations, and integrations are chained safely inside MWMS AI workflows.

Purpose:
Ensures plugin use is governed by workflow need, AI Employee role, skill match, tool permission, validation, handoff, logging, failure handling, and outcome measurement.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future AI Plugin Orchestration Registry, AI Manager tool-chain configuration, AI Employee Router tool selection, Task Executor tool workflow rules, HeadOffice orchestration dashboard, and AIBS client workflow orchestration panel.

Build Status:
No build authorized.

35. MWMS AI Documentation Automation Pipeline Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines the governed documentation pipeline for turning messy source material into clean, structured, validated, and routable documentation.

Purpose:
Provides the pipeline for source capture, input cleaning, condensing, structural formatting, context alignment, validation, routing, logging, and learning updates.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future Course Absorption document pipeline, Newsletter documentation workflow, Brain Room summarization workflow, MCR page drafting assistant, Developer handoff generator, HeadOffice documentation dashboard, and AIBS client reporting workflow.

Build Status:
No build authorized.

36. MWMS AI Multi Agent Role Design Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how MWMS separates AI work into specialist AI Employee roles.

Purpose:
Provides the specialist role design model for Researcher, Analyst, Writer, Reviewer, Validator, Router, Coordinator, Tool Operator, Failure Handler, and Outcome Logger roles across MWMS.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future AI Employee role registry, AI Manager role assignment logic, AI Employee Router role matching, Task Executor multi-agent workflow sequencing, and AIBS client role-chain templates.

Build Status:
No build authorized.

37. MWMS AI Exchange Zone And Dependency Control Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how MWMS controls handoffs, dependencies, and workflow transition points.

Purpose:
Provides the control model for Exchange Zones where work passes between AI Employees, Brains, humans, tools, queues, dashboards, MCR, M, and future client systems.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future Exchange Zone Registry, Brain-to-Brain handoff screens, AI Manager dependency rules, Task Executor stage transitions, HeadOffice dependency dashboard, Developer handoff panel, and AIBS client approval gates.

Build Status:
No build authorized.

38. MWMS AI Ambiguity And Partial Failure Containment Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how MWMS detects ambiguity, contains partial failure, prevents hallucination cascades, and escalates uncertain work.

Purpose:
Provides the containment model for data ambiguity, instruction ambiguity, context ambiguity, input partial failure, extraction failure, classification failure, output failure, handoff failure, tool failure, validation failure, and outcome failure.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future ambiguity detection checklist, partial failure review screen, AI Manager stop-condition logic, Task Executor failure-state handling, Brain Room clarification workflow, and HeadOffice failure dashboard.

Build Status:
No build authorized.

39. MWMS AI Command And Trigger Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how MWMS uses commands, slash commands, manual triggers, event triggers, time-based triggers, and conditional triggers to activate governed AI workflows.

Purpose:
Provides the governance model for command-triggered and trigger-based workflow activation across Brain Room, AI Manager, AI Employee Router, Task Executor systems, Newsletter Intelligence, Course Absorption, Dev Console, Opportunity System, and future AIBS client workflows.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future Brain Room slash commands, AI Manager command registry, AI Employee Router command mapping, Task Executor trigger rules, HeadOffice command panel, Dev Console shortcuts, and AIBS client command library.

Build Status:
No build authorized.

40. MWMS Recurring Intelligence And Reporting Pipeline Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how MWMS creates recurring intelligence reports, operational summaries, weekly digests, system reviews, routed action summaries, AI Employee reviews, and future client reports.

Purpose:
Provides the recurring reporting pipeline for source intake, cleaning, classification, analysis, report generation, validation, delivery or routing, failure monitoring, outcome logging, and Kaizen updates.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future Weekly HeadOffice Report generator, Weekly Kaizen Digest, Newsletter Intelligence digest, Routed Actions summary, AI Employee outcome review dashboard, failure review dashboard, M developer progress summary, and AIBS client weekly report generator.

Build Status:
No build authorized.

Registry Entries To Add

41. MWMS AI Context Routing Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how MWMS routes the right context, source material, memory, standards, skills, tool context, validation context, and handoff context into AI Employees and workflows.

Purpose:
Provides the selective context delivery layer for preventing context pollution, context starvation, stale memory drift, wrong Brain routing, and unsafe AI assumptions.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future Context Routing Registry, AI Manager context selector, AI Employee Router context matching, Brain Room task context builder, Task Executor context injection, Developer Support context panel, and AIBS client context isolation layer.

Build Status:
No build authorized.

42. MWMS AI Permission Gatekeeper Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines the independent permission control layer between AI intent and system action.

Purpose:
Provides the gatekeeper model for checking whether AI Employees, workflows, commands, triggers, tool calls, writes, handoffs, scheduled reports, developer actions, MCR changes, and future client actions are allowed to proceed.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future AI Permission Gatekeeper module, AI Manager permission check layer, Task Executor allow/block logic, Brain Room action approval gate, Dev Console permission checker, Supabase write permission rules, WordPress/MCR write guardrails, Gmail tool permission rules, and client workflow permission panel.

Build Status:
No build authorized.

43. MWMS Structured Analysis And Insight Workflow Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how MWMS turns raw information, messy evidence, signals, research, experiment results, finance assumptions, AI outputs, failures, and operational information into decision-ready insight.

Purpose:
Provides the structured analysis workflow for problem definition, source review, data cleaning, evidence extraction, pattern detection, interpretation, options, recommendation, validation, and decision routing.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future Structured Analysis Registry, HeadOffice analysis dashboard, Research Brain analysis queue, Finance Brain analysis queue, Experimentation Brain result analysis panel, Offer Evaluation analysis report, Newsletter signal analysis workflow, and AIBS client analysis workflow.

Build Status:
No build authorized.

44. MWMS Forecasting And Scenario Planning Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how MWMS uses forecasts and scenarios to make better decisions under uncertainty.

Purpose:
Provides the planning model for baseline forecasts, scenario drivers, base case, upside case, downside case, disruption case, impact comparison, early warning triggers, response playbooks, confidence levels, risk levels, human review, and review cycles.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future Scenario Planning Registry, Finance Brain scenario planning dashboard, Experimentation Brain test scenario planner, Ads Brain scaling scenario tool, Affiliate Brain offer scenario report, HeadOffice scenario review panel, recurring scenario report sections, and AIBS client scenario planning reports.

Build Status:
No build authorized.

45. MWMS Operational Decision Intelligence Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how MWMS makes repeatable operational decisions across the ecosystem.

Purpose:
Provides the decision model for ACT NOW / TEST / MONITOR / PARK / REJECT, create / update / replace / ignore, route / hold / escalate, approve / block / downgrade, continue / pause / stop, manual / assisted / automated, send to M / hold for evidence, Research / Finance / Experimentation routing, and client review decisions.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future Operational Decision Registry, HeadOffice decision dashboard, Routed Actions decision panel, Newsletter Queue decision buttons, Offer Evaluation decision workflow, AI Manager decision layer, Task Executor decision states, Permission Gatekeeper decision logs, and AIBS client decision review workflow.

Build Status:
No build authorized.

46. MWMS AI Schema And Decision Ready Output Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how MWMS governs structured AI output, schemas, required fields, allowed values, validation, missing field handling, routing, storage, dashboard readiness, reporting readiness, and decision-ready output.

Purpose:
Provides the schema-safe output layer for AI-generated records, JSON, reports, dashboard items, queue items, decision records, task records, Supabase rows, Make.com payloads, and future client-facing data.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future Schema Registry, AI output schema validator, Make.com JSON validation rules, Supabase schema design, Brain Room task schema, AI Manager task schema, Task Executor payload schema, HeadOffice Dashboard card schema, Newsletter Intelligence schema controls, Routed Actions schema controls, and AIBS client report schema.

Build Status:
No build authorized.

47. MWMS Analytics And Visualization Workflow Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how MWMS turns clean structured records, signals, metrics, reports, outcomes, failures, finance notes, experiment results, and operational data into analytics, visual summaries, insight cards, dashboard panels, and decision-ready views.

Purpose:
Provides the analytics and visualization workflow for source confirmation, schema quality checks, data cleaning, metric selection, pattern analysis, visual format selection, insight summaries, dashboard readiness validation, and continuous improvement.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future Analytics Workflow Registry, HeadOffice analytics dashboard, Newsletter signal analytics panel, Routed Actions analytics panel, AI Employee outcome dashboard, Failure analytics dashboard, Finance exposure dashboard, Experimentation result dashboard, Ads performance dashboard, Opportunity pipeline visualization, and AIBS client dashboard builder.

Build Status:
No build authorized.

48. MWMS KPI Dashboard And Insight Summary Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how MWMS selects, structures, validates, displays, and interprets KPIs, dashboard cards, insight summaries, status panels, risk indicators, queue panels, scorecards, and future client dashboard views.

Purpose:
Provides the dashboard governance layer for focused KPIs, five-second readability, leading and lagging indicators, insight summaries, owners, next actions, risk visibility, review frequency, and dashboard drift protection.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future HeadOffice KPI dashboard, HeadOffice Command Center, Newsletter Intelligence dashboard, Routed Actions dashboard, AI Employee outcome dashboard, Failure dashboard, Finance exposure dashboard, Experimentation dashboard, Ads performance dashboard, Opportunity pipeline dashboard, M developer progress dashboard, AIBS client dashboard, KPI schema registry, and dashboard insight summary generator.

Build Status:
No build authorized.

49. MWMS Research Synthesis Documentation And Distribution Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how MWMS moves intelligence from raw source material into synthesized meaning, structured documentation, validated output, safe distribution, review, logging, and learning.

Purpose:
Provides the full research-to-distribution pipeline for research, source review, input cleaning, evidence extraction, synthesis, documentation, schema/format application, validation, approval, distribution, outcome review, and learning.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future report distribution registry, HeadOffice report distribution workflow, Newsletter Digest distribution workflow, M developer handoff distribution panel, client report review queue, email distribution approval gate, dashboard publication approval gate, AI Manager delivery routing, Task Executor distribution state machine, and AIBS client report delivery system.

Build Status:
No build authorized.

50. MWMS Governance Review And Quality Checkpoint Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how MWMS uses governance reviews, hard-stop checkpoints, quality gates, validation, approval requirements, and post-output review to prevent weak AI work from becoming operational truth.

Purpose:
Provides the checkpoint system for pre-processing, source quality, context, schema/format, analysis/meaning, validation, permission/approval, distribution readiness, and post-delivery outcome review.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future Governance Review Registry, Quality Checkpoint Dashboard, Hard Stop Alert System, AI Manager checkpoint logic, Task Executor gate system, dashboard publication approval workflow, developer handoff review panel, client report approval queue, email distribution approval gate, Supabase write quality gate, and MCR save readiness checklist.

Build Status:
No build authorized.

51. MWMS System Proof Demo And Delivery Narrative Framework

Document Type: Framework
Status: Active
Parent Page: HeadOffice
Authority: HeadOffice
Role: Defines how MWMS packages completed systems, workflows, modules, dashboards, reports, governance layers, AIBS client systems, and case-study candidates into clear proof/demo narratives.

Purpose:
Provides the proof and delivery narrative model for showing problem, why it matters, system built, workflow, governance, output, evidence, metrics, outcome, limitations, status, next step, and reuse path.

Classification:
MCR Source Of Truth / Framework

Operational Destination:
Possible future MWMS Proof Library, system demo registry, case study pipeline, client proof package builder, sales demo builder, onboarding demo system, proof narrative generator, HeadOffice proof dashboard, AIBS client trust pack, and governance proof archive.

Build Status:
No build authorized.

Practical Template Layer Status

The practical template layer currently includes:

  1. MWMS Agentic Work Unit Template
  2. MWMS AI Employee Role Card Template
  3. MWMS AI Output Validation Checklist
  4. MWMS AI Employee Handoff Package Template
  5. MWMS AI Workflow Pipeline Checklist
  6. MWMS Messy Input Normalization Record
  7. MWMS Agentic Reporting Template
  8. MWMS AI Agent Failure Log Record
  9. MWMS AI Agent Outcome Log Record
  10. MWMS AI Employee Capability Stack Template
  11. MWMS AI Tool Permission Record Template
  12. MWMS AI Agent Context Pack Template
  13. MWMS AI Agent Deployment Readiness Review Template

These pages convert the AI Agent Operations Core from theory into practical manual operating tools.

Framework Expansion Layer Status

The framework expansion layer now includes:

  1. MWMS AI Agent Skill Library Framework
  2. MWMS AI Plugin Orchestration Framework
  3. MWMS AI Documentation Automation Pipeline Framework

These pages add:

  • procedural memory
  • governed plugin/tool-chain control
  • documentation automation pipeline structure

This strengthens MWMS by making AI work more repeatable, tool use more controlled, and documentation production more reliable.

Current AI Agent Operations Core Status

The AI Agent Operations Core is now in the following state:

MCR Governance Layer: Built
Operational Template Layer: Built
Framework Expansion Layer: Built
Registry Layer: Updated
Manual Use Readiness: Ready
Developer Build Readiness: Not yet
Automation Readiness: Not yet
AIBS Packaging Readiness: Conceptually strong, not yet client-ready

The correct next stage is:

manual use → proof → simplify → developer brief only when needed

Pages Not To Recreate

Do not recreate the following pages unless the user specifically requests a rewrite or update:

  • MWMS AI Agent Operations Core
  • MWMS Agentic Work Unit Standard
  • MWMS Agentic Work Unit Template
  • MWMS AI Employee Role Card Standard
  • MWMS AI Employee Role Card Template
  • MWMS AI Agent Orchestration Framework
  • MWMS AI Workflow Pipeline Standard
  • MWMS AI Workflow Pipeline Checklist
  • MWMS AI Output Validation Standard
  • MWMS AI Output Validation Checklist
  • MWMS Messy Input Normalization Framework
  • MWMS Messy Input Normalization Record
  • MWMS Agentic Reporting Standard
  • MWMS Agentic Reporting Template
  • MWMS AI Employee Handoff Protocol
  • MWMS AI Employee Handoff Package Template
  • MWMS AI Agent Failure Handling And Escalation Protocol
  • MWMS AI Agent Failure Log Record
  • MWMS AI Agent Outcome Measurement Framework
  • MWMS AI Agent Outcome Log Record
  • MWMS AI Agent Deployment Readiness Checklist
  • MWMS AI Agent Deployment Readiness Review Template
  • MWMS AI Employee Capability Stack Framework
  • MWMS AI Employee Capability Stack Template
  • MWMS AI Tool Permission And Access Framework
  • MWMS AI Tool Permission Record Template
  • MWMS AI Agent Memory And Context Framework
  • MWMS AI Agent Context Pack Template
  • MWMS AI Workforce Governance Model
  • MWMS AI Agent Operations Core Implementation Map
  • MWMS AI Agent Operations Core Copy Map
  • MWMS AI Agent Operations Core Page Registry
  • MWMS AI Agent Skill Library Framework
  • MWMS AI Plugin Orchestration Framework
  • MWMS AI Documentation Automation Pipeline Framework

Next Recommended Action

After saving this registry update, the next safest actions are:

  1. Confirm all 35 listed pages exist in WordPress.
  2. Confirm no duplicate page titles were created.
  3. Confirm all pages are under HeadOffice.
  4. Confirm the three new framework pages are marked correctly:
    • MWMS AI Agent Skill Library Framework
    • MWMS AI Plugin Orchestration Framework
    • MWMS AI Documentation Automation Pipeline Framework
  5. Confirm the registry itself remains one single page.
  6. Do not send any of this to M yet as build work.
  7. Use these pages manually during future course absorption, newsletter review, Brain Room planning, documentation drafting, and developer handoff preparation.

Governance Role

HeadOffice owns the MWMS AI Agent Operations Core Page Registry.

HeadOffice is responsible for:

  • keeping this registry current
  • preventing duplicate AI Agent Operations pages
  • deciding when new AI Agent Operations pages are justified
  • distinguishing frameworks from templates
  • distinguishing governance from developer briefs
  • protecting MCR source of truth
  • protecting M’s active build areas
  • ensuring practical templates are manually proven before build
  • ensuring plugin/tool orchestration does not bypass permission governance
  • ensuring AI skills become governed procedural memory, not random prompts
  • ensuring documentation automation improves clarity rather than multiplying clutter
  • deciding when AI Agent Operations pages are ready for operational copy or future plugin/UI transformation

Relationship To Other MWMS Standards

This registry supports and must align with:

  • MWMS AI Agent Operations Core
  • MWMS Architecture Registry
  • MWMS Page Naming Standard
  • MWMS Document Structure Standard
  • MWMS Brain Header Schema Standard
  • MWMS AI Output Standard Full File Delivery Rule
  • MCR To Brain Copy Rule
  • MWMS Brain Routing Rule
  • MWMS Brain To Brain Request Protocol
  • MWMS Supabase Event Schema
  • AI Business Systems Brain Blueprint

This registry is the control layer for AI Agent Operations Core page management.

Drift Protection

This registry protects MWMS from:

  1. Creating duplicate AI Agent Operations pages
  2. Forgetting which templates already exist
  3. Confusing framework pages with practical records
  4. Treating MCR governance as developer build work
  5. Sending broad concepts to M without exact briefs
  6. Building automation before manual proof
  7. Losing track of operational templates
  8. Creating scattered AI Employee standards
  9. Over-expanding the AI workforce without governance
  10. Moving client-facing AI systems too early
  11. Forgetting MCR source of truth
  12. Allowing AI Agent Operations pages to become clutter
  13. Missing required companion templates
  14. Updating the wrong page instead of the registry
  15. Treating page creation as implementation readiness
  16. Treating tools/plugins as strategy
  17. Losing procedural skill knowledge inside chat threads
  18. Automating documentation before quality is proven
  19. Creating documents without outcome
  20. Allowing AI operations growth to outrun governance

Architectural Intent

The architectural intent of the MWMS AI Agent Operations Core Page Registry is to keep the AI Agent Operations layer organized, visible, and controlled.

The AI Agent Operations Core is now a major MWMS governance layer.

It defines how MWMS will manage:

  • AI Employees
  • AI workflows
  • Agentic Work Units
  • skill libraries
  • plugin orchestration
  • documentation automation pipelines
  • tool permissions
  • validation
  • reporting
  • failure handling
  • outcomes
  • handoffs
  • context
  • deployment readiness
  • future AIBS client systems

This registry ensures the layer remains coherent.

The long-term goal is that every AI Agent Operations page has a clear identity:

  • what type of page it is
  • why it exists
  • what standard it supports
  • what template it connects to
  • whether it is MCR-only
  • whether it may become operational copy
  • whether it may later inform plugin/UI
  • whether it may later become AIBS packaging
  • whether it requires manual proof before build

When the registry is kept current, MWMS can expand the AI workforce without losing control.

Change Log

v1.8 — Research Distribution Governance And Proof Narrative Update

Updated the MWMS AI Agent Operations Core Page Registry to include three new framework pages extracted from the final Mastering Claude Cowork And AI Agent Automation block:

  • MWMS Research Synthesis Documentation And Distribution Framework
  • MWMS Governance Review And Quality Checkpoint Framework
  • MWMS System Proof Demo And Delivery Narrative Framework

This update adds the governed intelligence delivery pipeline, quality checkpoint layer, and system proof/demo narrative layer to the AI Agent Operations Core.

No developer build is authorized by this registry update. Manual use, proof, validation, governance review, human approval, distribution approval, outcome review, and future readiness review remain required before any operational, plugin/UI, dashboard, email distribution, Task Executor, sales-facing, or client-facing transformation.

v1.7 — Schema Analytics And KPI Dashboard Update

Updated the MWMS AI Agent Operations Core Page Registry to include three new framework pages extracted from the Mastering Claude Cowork And AI Agent Automation block:

  • MWMS AI Schema And Decision Ready Output Framework
  • MWMS Analytics And Visualization Workflow Framework
  • MWMS KPI Dashboard And Insight Summary Framework

This update adds the schema-safe output layer, analytics and visualization workflow layer, and KPI dashboard/insight-summary layer to the AI Agent Operations Core.

No developer build is authorized by this registry update. Manual use, proof, validation, schema review, dashboard readiness review, human review, and future readiness review remain required before any operational, plugin/UI, Supabase, dashboard, scheduled automation, Task Executor, or client-facing transformation.

v1.6 — Structured Analysis Forecasting And Operational Decision Update

Updated the MWMS AI Agent Operations Core Page Registry to include three new framework pages extracted from the Mastering Claude Cowork And AI Agent Automation block:

  • MWMS Structured Analysis And Insight Workflow Framework
  • MWMS Forecasting And Scenario Planning Framework
  • MWMS Operational Decision Intelligence Framework

This update adds the structured analysis layer, forecasting/scenario planning layer, and operational decision-intelligence layer to the AI Agent Operations Core.

No developer build is authorized by this registry update. Manual use, proof, validation, human review, decision logging, and future readiness review remain required before any operational, plugin/UI, dashboard, scheduled automation, or Task Executor transformation.

v1.5 — Context Routing And Permission Gatekeeper Update

Updated the MWMS AI Agent Operations Core Page Registry to include two new framework pages extracted from the Mastering Claude Cowork And AI Agent Automation block:

  • MWMS AI Context Routing Framework
  • MWMS AI Permission Gatekeeper Framework

This update adds the selective context-routing layer and independent permission-gatekeeper layer to the AI Agent Operations Core.

No developer build is authorized by this registry update. Manual use, proof, validation, permission review, logging, and future readiness review remain required before any operational, plugin/UI, tool-enabled, scheduled automation, or Task Executor transformation.

v1.4 — Commands Triggers And Recurring Reporting Update

Updated the MWMS AI Agent Operations Core Page Registry to include two new framework pages extracted from the Mastering Claude Cowork And AI Agent Automation block:

  • MWMS AI Command And Trigger Framework
  • MWMS Recurring Intelligence And Reporting Pipeline Framework

This update adds the governed command/trigger activation layer and recurring intelligence/reporting pipeline layer to the AI Agent Operations Core.

No developer build is authorized by this registry update. Manual use, proof, validation, monitoring, failure handling, and future readiness review remain required before any operational, plugin/UI, scheduled automation, or Task Executor transformation.

v1.3 — Multi Agent Roles Exchange Zones And Failure Containment Update

Updated the MWMS AI Agent Operations Core Page Registry to include three new framework pages extracted from the Mastering Claude Cowork And AI Agent Automation block:

  • MWMS AI Multi Agent Role Design Framework
  • MWMS AI Exchange Zone And Dependency Control Framework
  • MWMS AI Ambiguity And Partial Failure Containment Framework

This update adds the specialist AI role design layer, controlled handoff/dependency layer, and ambiguity/partial-failure containment layer to the AI Agent Operations Core.

No developer build is authorized by this registry update. Manual use, proof, validation, and future readiness review remain required before any operational, plugin/UI, automation, or Task Executor transformation.

v1.2 — Skills Plugins And Documentation Pipeline Update

Updated the MWMS AI Agent Operations Core Page Registry to include three new framework pages extracted from the Mastering Claude Cowork And AI Agent Automation block:

  • MWMS AI Agent Skill Library Framework
  • MWMS AI Plugin Orchestration Framework
  • MWMS AI Documentation Automation Pipeline Framework

This update adds the procedural memory layer, controlled plugin/tool-chain layer, and documentation production pipeline layer to the AI Agent Operations Core.

No developer build is authorized by this registry update. Manual use, proof, validation, and future readiness review remain required before any operational or plugin/UI transformation.

v1.1 — Practical Template Layer Registry Update

Updated the MWMS AI Agent Operations Core Page Registry to include the full practical template layer:

  • MWMS Messy Input Normalization Record
  • MWMS Agentic Reporting Template
  • MWMS AI Agent Failure Log Record
  • MWMS AI Agent Outcome Log Record
  • MWMS AI Employee Capability Stack Template
  • MWMS AI Tool Permission Record Template
  • MWMS AI Agent Context Pack Template
  • MWMS AI Agent Deployment Readiness Review Template

Also updated the registry to reflect the current AI Agent Operations Core status: MCR governance built, practical template layer built, manual use ready, no developer build authorized yet.

v1.0 — Initial Registry Creation

Created the MWMS AI Agent Operations Core Page Registry as the official page control list for the AI Agent Operations Core.