Add GeminiAdapter calling Google's Generative Language REST API (default model: gemini-2.5-flash). Register "gemini" as third provider in the factory and CLI. Add rate-limit retry with exponential backoff to the pipeline's _call_llm helper. Increase default max_tokens from 2000 to 4096. Process book-1-chapter-05 via Gemini free tier — 1 new entity extracted (necessaries-conveniencies-and-amusements-of-life), 41 existing entities correctly skipped by dedup. Canonical set now at 42 unique entities. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
276 lines
11 KiB
Markdown
276 lines
11 KiB
Markdown
# Map Economic Entities to VSM Concepts
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You are a systems theorist specializing in Stafford Beer's Viable System Model.
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Your task is to map extracted economic entities to VSM concepts.
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## Extracted Entities
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--- ENTITY: necessaries, conveniencies, and amusements of life ---
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# Necessaries, Conveniencies, and Amusements of Life
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## Definition
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This collective term refers to the various goods and services that individuals desire and consume to sustain and improve their well-being. Adam Smith uses it to describe the ultimate objects of human enjoyment and, by extension, what wealth enables a person to acquire. The ability to command these items, rather than merely possessing money or commodities, is presented as the true measure of a person's richness or poverty.
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## Source Chapter
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Book 1, Chapter 5
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## Context
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Introduced in the opening paragraph, this concept establishes the fundamental purpose of economic activity and the ultimate utility derived from wealth. It frames the subsequent discussion on how different
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## VSM Framework Reference
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---
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id: vsm-framework
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name: vsm_framework
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artifact_type: content
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description: Stafford Beer's Viable System Model reference for economic analysis
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version: 1.0.0
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---
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# Stafford Beer's Viable System Model (VSM)
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The Viable System Model (VSM) is a model of the organisational structure of any
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autonomous system capable of producing itself. It was created by management
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cybernetician Stafford Beer in his books *Brain of the Firm* (1972) and
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*The Heart of Enterprise* (1979).
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## Core Principle: Viability
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A viable system is any system organised in such a way as to meet the demands
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of surviving in a changing environment. One of the prime features of systems
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that survive is that they are adaptable. The VSM expresses a model for a
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viable system, which is an abstracted cybernetic description applicable to
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any organisation that is a going concern.
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## The Five Systems
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### System 1 (S1) — Operations
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The primary activities that produce the organisation's purpose. These are the
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operational units that directly create value. Each operational element is itself
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a viable system (the principle of recursion).
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**In economic terms:** Productive enterprises, factories, farms, workshops,
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individual labourers performing specialised tasks, merchant operations.
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**Key properties:** Autonomy within constraints, self-organisation,
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direct engagement with the environment.
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### System 2 (S2) — Coordination
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The information channels and bodies that allow the primary activities in
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System 1 to communicate with each other and that allow System 3 to monitor
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and coordinate activities. System 2 dampens oscillations and resolves
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conflicts between operational units.
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**In economic terms:** Market price mechanisms, trade customs, standard
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weights and measures, commercial law, banking clearinghouses, trade guilds.
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**Key properties:** Anti-oscillatory, dampening, scheduling, conflict
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resolution, standardisation.
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### System 3 (S3) — Control / Operational Management
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The structures and controls that establish the rules, resources, rights,
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and responsibilities of System 1 and provide an interface between Systems 1
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and Systems 4/5. System 3 represents the day-to-day control of the
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organisation. It optimises the internal environment.
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**In economic terms:** Government regulation of trade, taxation policy, labour
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laws, enforcement of contracts, the "invisible hand" as emergent internal
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regulation, guilds and corporations governing members.
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**Key properties:** Internal regulation, resource allocation, accountability,
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synergy extraction, performance management.
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### System 3* (S3*) — Audit / Monitoring
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The audit and monitoring channel that allows System 3 to verify information
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coming from System 1 through channels other than those provided by System 2.
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System 3* provides sporadic, direct access to operational reality.
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**In economic terms:** Market inspections, quality checks, auditing of accounts,
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surprise investigations into trade practices, verification of weights and measures.
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**Key properties:** Sporadic direct investigation, reality checking, bypassing
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normal reporting channels.
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### System 4 (S4) — Intelligence / Adaptation
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The bodies and processes that look outward to the environment to monitor
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how the organisation needs to adapt to remain viable. System 4 captures
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all relevant information about the outside-and-then environment. It is
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responsible for strategic responses.
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**In economic terms:** Foreign intelligence about trade opportunities,
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market research, new technology adoption, colonial exploration and trade
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route development, understanding of foreign economic systems.
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**Key properties:** Environmental scanning, future orientation, strategic
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planning, modelling, research and development.
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### System 5 (S5) — Policy / Identity
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The policy-making body that balances demands from Systems 3 and 4 and defines
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the identity, values, and purpose of the organisation. System 5 provides
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closure to the whole system and represents its supreme authority.
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**In economic terms:** Sovereign authority, constitutional principles governing
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economic policy, national economic identity, the philosophical foundations
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of economic systems (mercantilism vs. free trade), the overarching purpose
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of the commonwealth.
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**Key properties:** Identity, ethos, supreme command, policy closure,
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balancing internal and external perspectives.
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## Key Concepts
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### Recursion
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Every viable system contains and is contained in a viable system. The same
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five-system structure recurs at every level of organisation. A workshop is
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a viable system within a factory, which is a viable system within an
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industry, which is a viable system within a national economy.
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### Variety
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A measure of the number of possible states of a system. The Law of Requisite
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Variety (Ashby's Law) states that only variety can absorb variety. A
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controller must have at least as much variety as the system it controls.
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### Requisite Variety
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The principle that for effective regulation, the variety of the regulator
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must match the variety of the system being regulated. This is achieved
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through variety attenuation (reducing the variety coming up from operations)
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and variety amplification (increasing the variety of management's responses).
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### Attenuation and Amplification
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Variety engineering mechanisms. Attenuation reduces variety (e.g., reporting
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summaries, statistical aggregation, standardisation). Amplification increases
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variety (e.g., delegation, empowerment, decentralisation).
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### Algedonic Signals
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Emergency signals that bypass the normal management hierarchy to alert
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higher systems of critical situations requiring immediate attention. Named
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from the Greek words for pain (algos) and pleasure (hedone).
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**In economic terms:** Market panics, famine signals, sudden price collapses,
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trade embargoes, economic crises that demand immediate sovereign intervention.
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### Autonomy
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The degree of freedom granted to operational units (System 1) to self-organise
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within constraints set by System 3. Beer argued that maximum autonomy
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consistent with systemic cohesion yields maximum viability.
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### Viability
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The capacity of a system to maintain a separate existence and survive in a
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changing environment. A viable system continuously adapts while maintaining
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its identity.
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## Mapping Guidelines
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---
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id: mapping-rules
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name: mapping_rules
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artifact_type: content
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description: Guidelines for mapping economic entities to VSM concepts
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version: 1.0.0
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---
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# VSM Mapping Rules
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## Mapping Principles
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1. **Ground in Beer's definitions.** Every mapping rationale must reference
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the specific VSM system function, not just a superficial resemblance.
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2. **Prefer structural over metaphorical mappings.** A mapping is strong
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when the economic entity performs the same *functional role* in Smith's
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economic system as the VSM component performs in an organisation.
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3. **Allow multiple mappings.** A single economic entity may map to
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multiple VSM systems. For example, "the sovereign" may map to both
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S3 (regulation) and S5 (policy). Create separate mapping documents
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for each relationship.
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4. **Respect recursion.** Consider at which level of recursion the mapping
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applies. The division of labour within a single workshop (S1-level)
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differs from the division of labour across an entire national economy
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(higher recursion level).
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## Mapping Strength Criteria
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### Strong
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- The entity directly performs the function of the VSM system.
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- The mapping would be recognisable to a VSM practitioner without explanation.
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- Example: "market price mechanism" → S2 (Coordination) — prices coordinate
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supply and demand between producers.
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### Moderate
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- The entity partially performs the function or performs it in a limited context.
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- The mapping requires some argument but is defensible.
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- Example: "merchant" → S4 (Intelligence) — merchants gather information
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about foreign markets, but this is not their primary function.
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### Weak
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- The mapping is speculative or metaphorical rather than structural.
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- The connection exists but requires significant interpretive work.
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- Example: "moral sentiments" → S5 (Policy) — broad ethical framework
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shapes economic behaviour, but the connection is indirect.
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## What NOT to Map
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- Do not force mappings where none exist. It is valid for an entity to have
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no clear VSM mapping — flag it with "Mapping Strength: Weak" and explain
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the difficulty.
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- Do not map purely descriptive/historical content that lacks functional
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significance.
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## VSM System Checklist
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When mapping, consider each system:
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| System | Question to Ask |
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|--------|----------------|
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| S1 | Does this entity directly produce value or output? |
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| S2 | Does this entity coordinate between operational units? |
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| S3 | Does this entity regulate internal operations? |
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| S3* | Does this entity provide audit or verification? |
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| S4 | Does this entity scan the environment or plan for the future? |
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| S5 | Does this entity define identity, policy, or purpose? |
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Also consider the key concepts:
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- **Recursion**: At what level does this entity operate?
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- **Variety**: Does this entity manage variety (attenuate or amplify)?
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- **Algedonic signals**: Does this entity serve as an emergency signal?
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- **Autonomy**: Does this entity relate to operational autonomy?
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## Instructions
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1. Review each extracted economic entity carefully.
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2. For each entity, determine which VSM system(s) it most closely relates to.
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3. Produce a mapping document for each entity-VSM relationship following
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the VSM Mapping Schema v1.0.
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4. Each mapping document must include:
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- An H1 heading in the format "Entity Name -> VSM Concept Name"
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- An Economic Entity Reference section
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- A VSM Concept Reference section
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- A Mapping Rationale section (minimum 30 words) grounded in Beer's definitions
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- A Mapping Strength section rated as Strong, Moderate, or Weak
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5. Where an entity maps to multiple VSM systems (recursion), create
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separate mapping documents for each relationship.
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6. Flag entities that don't clearly map to any VSM concept with a
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"Mapping Strength: Weak" and note the difficulty in the rationale.
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## Output Format
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Output each mapping as a separate markdown document, delimited by
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`--- MAPPING: <entity-name>-to-<vsm-concept> ---` markers.
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