Overview

The Society Coordinator is an L3 agent operating in the general domain of the Prismatic Platform. This agent specializes in coordinating epistemic societies, managing repair queues, and implementing collective intelligence protocols that enable the platform's 552 agents to function as a coherent, self-improving organism rather than a collection of independent processes.

An epistemic society, in the context of the Prismatic Platform, is a dynamically formed group of agents that collaborate on shared knowledge domains, collectively maintain belief states, and jointly evolve their capabilities through structured feedback loops. The Society Coordinator manages the lifecycle of these societies -- from formation through maturation to dissolution or merger -- ensuring that the platform's collective intelligence continuously improves.

The coordinator operates under the NABLA Infinity epistemic framework, which mandates that all beliefs within a society are traceable, time-stamped, and supported by multiple independent signals. This prevents the emergence of echo chambers or unchallenged assumptions within any epistemic society.

Epistemic Society Architecture

The platform organizes its agents into overlapping epistemic societies, where each society focuses on a specific knowledge domain or operational concern.

Society	Focus	Member Count	Health
Quality Society	Code quality, testing, static analysis	45 agents	Optimal
Intelligence Society	OSINT, entity resolution, analysis	62 agents	Optimal
Security Society	Defensive ops, compliance, vulnerability	38 agents	Optimal
Architecture Society	System design, scalability, patterns	28 agents	Optimal
Epistemic Society	Knowledge management, belief systems	22 agents	Optimal
Development Society	Tooling, productivity, CI/CD	35 agents	Optimal

Society Lifecycle Management

The Society Coordinator manages each society through a defined lifecycle.

Formation -> Initialization -> Active Operation -> Maturation -> Evolution/Dissolution

Phase	Duration	Activities	Coordinator Role
Formation	Minutes	Member selection, charter creation	Initiator
Initialization	Hours	Knowledge base seeding, role assignment	Facilitator
Active Operation	Ongoing	Normal operations, knowledge sharing	Monitor
Maturation	Weeks-Months	Capability refinement, specialization	Guide
Evolution	Days	Merger, split, or capability expansion	Orchestrator
Dissolution	Hours	Knowledge preservation, member reassignment	Archivist

Repair Queue Management

One of the coordinator's critical functions is managing the repair queue -- a prioritized list of knowledge defects, capability gaps, and operational failures that require society-level intervention.

defmodule PrismaticAgents.SocietyCoordinator do
  @moduledoc """
  L3 Society Coordinator.
  Manages epistemic societies, repair queues, and collective intelligence.
  """

  use GenServer
  require Logger

  @coordination_interval_ms :timer.minutes(5)

  defstruct [
    :societies,
    :repair_queue,
    :collective_health,
    :last_coordination_at,
    status: :coordinating
  ]

  @spec start_link(keyword()) :: GenServer.on_start()
  def start_link(opts \\ []) do
    GenServer.start_link(__MODULE__, opts, name: __MODULE__)
  end

  @impl true
  def init(_opts) do
    societies = discover_active_societies()
    schedule_coordination()
    {:ok, %__MODULE__{societies: societies, repair_queue: :queue.new()}}
  end

  @impl true
  def handle_info(:coordinate, state) do
    {processed, remaining} = process_repair_queue(state.repair_queue, state.societies)
    health = assess_collective_health(state.societies)

    :telemetry.execute(
      [:prismatic, :agents, :society_coordinator, :cycle],
      %{repairs_processed: processed, queue_depth: :queue.len(remaining)},
      %{society_count: length(state.societies), health: health}
    )

    schedule_coordination()

    {:noreply, %{state |
      repair_queue: remaining,
      collective_health: health,
      last_coordination_at: DateTime.utc_now()
    }}
  end

  @impl true
  def handle_cast({:enqueue_repair, repair_item}, state) do
    prioritized_queue = insert_by_priority(state.repair_queue, repair_item)
    {:noreply, %{state | repair_queue: prioritized_queue}}
  end

  defp process_repair_queue(queue, societies) do
    {items_to_process, remaining} = dequeue_batch(queue, 10)

    processed =
      items_to_process
      |> Enum.map(fn item -> route_repair_to_society(item, societies) end)
      |> Enum.count(&match?({:ok, _}, &1))

    {processed, remaining}
  end

  defp assess_collective_health(societies) do
    societies
    |> Enum.map(&assess_society_health/1)
    |> Enum.reduce(0, fn health, acc -> acc + health end)
    |> Kernel./(max(length(societies), 1))
  end
end

Collective Intelligence Protocol

The Society Coordinator implements a collective intelligence protocol that enables societies to make decisions that exceed the capability of any individual agent.

Protocol Step	Description	Mechanism
Signal Collection	Gather perspectives from all society members	Telemetry aggregation
Diversity Check	Ensure sufficient viewpoint diversity	NABLA plurality axiom
Weighted Synthesis	Combine signals with competence-based weighting	Bayesian aggregation
Contradiction Analysis	Identify and preserve contradictory signals	Contradiction preservation axiom
Confidence Assessment	Calculate collective confidence in conclusions	Trinity Gate validation
Decision Emission	Publish society-level decisions with provenance	Immutable audit trail

Repair Item Classification

Priority	Description	SLA	Example
P0	Society-breaking defect	Immediate	Knowledge base corruption
P1	Capability gap affecting operations	1 hour	Missing analysis capability
P2	Performance degradation	4 hours	Slow inference pipeline
P3	Enhancement opportunity	24 hours	New data source integration
P4	Long-term improvement	1 week	Algorithm optimization

Society Health Metrics

Metric	Description	Target
Member Responsiveness	Average response time to coordination requests	< 5 seconds
Knowledge Freshness	Age of most recent knowledge contribution	< 1 hour
Repair Queue Depth	Outstanding repair items	< 10
Cross-Society Collaboration	Inter-society knowledge exchange events	> 50/day
Belief Consistency	Percentage of non-contradictory beliefs	> 95%

Inter-Society Knowledge Transfer

One of the Society Coordinator's most valuable capabilities is facilitating knowledge transfer between societies. When one society develops a capability or discovers a pattern that could benefit another society, the coordinator manages the transfer process to ensure knowledge is correctly contextualized and adapted for the receiving society's domain.

Knowledge Transfer Protocol

defmodule PrismaticAgents.SocietyCoordinator.KnowledgeTransfer do
  @moduledoc """
  Manages inter-society knowledge transfer with context adaptation.
  Ensures transferred knowledge is correctly mapped to receiving domain.
  """

  @spec initiate_transfer(atom(), atom(), map()) :: {:ok, map()} | {:error, term()}
  def initiate_transfer(source_society, target_society, knowledge_item) do
    with {:ok, validated} <- validate_transferability(knowledge_item, target_society),
         {:ok, adapted} <- adapt_context(validated, source_society, target_society),
         {:ok, verified} <- verify_no_contradictions(adapted, target_society),
         :ok <- inject_into_society(adapted, target_society) do
      :telemetry.execute(
        [:prismatic, :agents, :society_coordinator, :knowledge_transfer],
        %{},
        %{source: source_society, target: target_society, item: knowledge_item.id}
      )

      {:ok, %{
        source: source_society,
        target: target_society,
        item_id: knowledge_item.id,
        adaptation_changes: adapted.changes,
        transferred_at: DateTime.utc_now()
      }}
    end
  end

  defp adapt_context(knowledge, source, target) do
    mappings = fetch_domain_concept_mappings(source, target)

    adapted =
      knowledge
      |> Map.update(:terminology, %{}, &apply_term_mappings(&1, mappings))
      |> Map.update(:references, [], &remap_references(&1, target))
      |> Map.put(:provenance, %{
        original_society: source,
        adapted_for: target,
        adapted_at: DateTime.utc_now()
      })

    {:ok, adapted}
  end
end

Transfer Type	Description	Frequency	Success Rate
Pattern Transfer	Proven quality patterns shared across societies	Weekly	92%
Tool Sharing	Analytical tools adapted for new domains	Monthly	85%
Insight Broadcast	Strategic insights shared with all societies	As discovered	N/A
Failure Lessons	Post-mortem learnings distributed	Per incident	98%
Capability Seeding	New capability introduced from external sources	Quarterly	78%

Society Formation Criteria

Not every group of agents warrants a formal epistemic society. The Society Coordinator evaluates formation requests against strict criteria to ensure that societies provide genuine collective intelligence value rather than merely adding organizational overhead.

Criterion	Requirement	Rationale
Minimum Membership	5+ agents	Below this threshold, direct coordination is more efficient
Shared Knowledge Domain	Agents share at least 60% domain overlap	Without overlap, collective reasoning lacks foundation
Complementary Capabilities	Members bring diverse analytical perspectives	Homogeneous societies produce echo chambers
Sustained Need	Expected operational duration > 30 days	Short-term collaboration handled by mission planning
Clear Charter	Documented purpose, scope, and success criteria	Societies without clear purpose drift and decay

Integration Points

NABLA Axioms -- Epistemic framework governing society beliefs
Autonomous Self-Healing -- Society-level self-repair capabilities
Telemetry Integration -- Society health monitoring
AIAD Standard -- All societies operate within AIAD constraints

AIAD Specification Compliance

AIAD Component	Status
Agent specification file	Compliant
Behavioral rules	16 rules defined
Telemetry integration	Full coverage
NM/ND doctrine enforcement	Active
SEADF integration	Registered

Societies Quality Feedback Coordinator -- Quality feedback across societies
Stack Mode Coordinator -- Stack-based conversation state management
Six Sigma Psycho Coordinator -- Quality enforcement within societies

Society Performance Benchmarks

The Society Coordinator evaluates each society against standardized performance benchmarks that measure both the society's internal health and its contribution to the platform's overall intelligence capability.

Benchmark	Measurement	Excellent	Good	Needs Attention	Critical
Decision Quality	Accuracy of society-level decisions	> 98%	95-98%	90-95%	< 90%
Response Time	Time from query to society response	< 5s	5-15s	15-60s	> 60s
Knowledge Growth	New knowledge items per week	> 50	20-50	5-20	< 5
Collaboration Index	Inter-member knowledge exchanges per day	> 20	10-20	5-10	< 5
Repair Resolution	Repair items resolved within SLA	> 98%	95-98%	90-95%	< 90%

Authority Level

L3 - Strategic Command - Multi-domain coordination with authority to create, modify, and dissolve epistemic societies and manage their collective intelligence protocols.

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Created by Tomáš Korcak (korczis) | Open Source under GHL

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society-coordinator

Overview

Epistemic Society Architecture

Society Lifecycle Management

Repair Queue Management

Collective Intelligence Protocol

Repair Item Classification

Society Health Metrics

Inter-Society Knowledge Transfer

Knowledge Transfer Protocol

Society Formation Criteria

Integration Points

AIAD Specification Compliance

Society Performance Benchmarks

Authority Level

Connect & Contribute

Agent Info

Agent Distribution

Agent Domains

Related Content

Color Teams

Doctrine

OSINT Sources

society-coordinator

Overview

Epistemic Society Architecture

Society Lifecycle Management

Repair Queue Management

Collective Intelligence Protocol

Repair Item Classification

Society Health Metrics

Inter-Society Knowledge Transfer

Knowledge Transfer Protocol

Society Formation Criteria

Integration Points

AIAD Specification Compliance

Related Agents

Society Performance Benchmarks

Authority Level

Connect & Contribute

Agent Info

Agent Distribution

Agent Domains

Related Content

Color Teams

Doctrine

OSINT Sources