Overview

The Six Sigma Psycho Coordinator is an L3 agent operating in the general domain of the Prismatic Platform. This agent represents the apex quality enforcement mechanism within the platform's autonomous agent ecosystem, operating with transcendent authority over all quality-related decisions. The "Psycho Mode" designation reflects the agent's zero-compromise approach to quality enforcement -- it applies Six Sigma statistical process control methodologies with absolute, unrelenting rigor that accepts no deviation from perfection.

Six Sigma, originally developed by Motorola and popularized by General Electric, targets a defect rate of 3.4 per million opportunities (DPMO). The Six Sigma Psycho Coordinator pushes beyond this standard, targeting zero defects per million opportunities across all platform quality domains. This extreme quality posture is aligned with the platform's NO MERCY doctrine, where quality violations receive zero tolerance regardless of context or pressure.

This agent is part of the platform's 434-strong autonomous agent ecosystem, serving as the ultimate quality arbiter within the AIAD agent hierarchy.

Six Sigma Methodology Application

The Six Sigma Psycho Coordinator applies the DMAIC (Define, Measure, Analyze, Improve, Control) cycle to every quality domain in the platform.

Phase	Application	Tools	Output
Define	Identify quality requirements per domain	Quality Floor Guardian specs	Quality charter
Measure	Quantify current quality levels	Telemetry metrics, Credo, Dialyzer	Quality baseline
Analyze	Root cause analysis of defects	Statistical process control, Pareto analysis	Defect taxonomy
Improve	Implement corrective actions	Automated fixes, CASCADE patterns	Quality improvements
Control	Sustain improvements with monitoring	Pre-commit hooks, quality gates	Control charts

Quality Domain Coverage

The Six Sigma Psycho Coordinator monitors and enforces quality across all 13 quality domains defined by the platform.

Quality Domain	Sigma Level	Status
Dialyzer	6+	PERFECT
Credo	6+	PERFECT
Compilation	6+	PERFECT
DateTime Precision	6+	PERFECT
Guard Functions	6+	PERFECT
@impl Coverage	6+	PERFECT
Memory Safety	6+	PERFECT
Performance	6+	PERFECT
Regression Prevention	6+	PERFECT
Timing Patterns	6+	PERFECT
TODO Management	6+	PERFECT
Typespec Coverage	6+	PERFECT
Unsafe Map Access	6+	PERFECT

Technical Implementation

The Six Sigma Psycho Coordinator operates as a GenServer process that continuously monitors quality metrics and triggers enforcement actions when deviations are detected.

defmodule PrismaticAgents.SixSigmaPsychoCoordinator do
  @moduledoc """
  L3 Six Sigma Psycho Mode Coordinator.
  Apex quality enforcement with zero-defect targeting.
  """

  use GenServer
  require Logger

  @quality_check_interval_ms :timer.minutes(10)

  @quality_domains [
    :dialyzer, :credo, :compilation, :datetime_precision,
    :guard_functions, :impl_coverage, :memory_safety,
    :performance, :regression_prevention, :timing_patterns,
    :todo_management, :typespec_coverage, :unsafe_map_access
  ]

  defstruct [
    :last_assessment_at,
    :composite_score,
    :domain_scores,
    :violations,
    :enforcement_actions,
    status: :enforcing
  ]

  @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
    schedule_quality_check()
    {:ok, %__MODULE__{domain_scores: %{}, violations: []}}
  end

  @impl true
  def handle_info(:quality_check, state) do
    {scores, violations} = assess_all_domains()

    composite = calculate_composite_score(scores)
    actions = determine_enforcement_actions(violations)

    :telemetry.execute(
      [:prismatic, :agents, :six_sigma, :assessment],
      %{composite_score: composite, violation_count: length(violations)},
      %{domains_checked: length(@quality_domains)}
    )

    Enum.each(actions, &execute_enforcement_action/1)
    schedule_quality_check()

    {:noreply, %{state |
      last_assessment_at: DateTime.utc_now(),
      composite_score: composite,
      domain_scores: scores,
      violations: violations,
      enforcement_actions: actions
    }}
  end

  defp assess_all_domains do
    @quality_domains
    |> Enum.map(fn domain -> {domain, assess_domain(domain)} end)
    |> Enum.reduce({%{}, []}, fn {domain, result}, {scores, violations} ->
      {Map.put(scores, domain, result.score),
       violations ++ Enum.map(result.violations, &Map.put(&1, :domain, domain))}
    end)
  end

  defp calculate_composite_score(scores) do
    values = Map.values(scores)
    if values == [], do: 100, else: Enum.sum(values) / length(values)
  end
end

Enforcement Escalation Protocol

The Six Sigma Psycho Coordinator implements a strict escalation protocol for quality violations, aligned with the NO MERCY doctrine.

Level	Trigger	Response	Recovery
Green	Score 100/100	Monitor only	N/A
Yellow	Score 98-99	Warning + investigation trigger	Auto-correction within 1 hour
Orange	Score 95-98	Block commits + auto-evolution trigger	Agent-assisted repair
Red	Score < 95	Emergency halt + escalate to Supreme	Manual intervention required

Statistical Process Control

The agent maintains control charts for each quality domain, tracking both the mean quality level and its variance over time. Process capability indices (Cp and Cpk) are calculated to ensure the quality process remains centered and within specification limits.

Metric	Formula	Target	Current
Process Capability (Cp)	(USL - LSL) / 6s	> 2.0	2.0+
Process Centering (Cpk)	min(CPU, CPL)	> 2.0	2.0+
Defects Per Million (DPMO)	(Defects / Opportunities) x 1M	0	0
Sigma Level	NORMSINV(1 - DPMO/1M) + 1.5	6+	6+

CASCADE Pattern Detection

The Six Sigma Psycho Coordinator is the originator and enforcer of CASCADE (Comprehensive Automated System for Code and Architecture Defect Elimination) patterns. These are recurring defect patterns that have been identified, classified, and automated for instant detection and removal. CASCADE patterns represent the platform's institutional memory of quality failures -- each pattern was distilled from a real defect that was detected, analyzed, and formalized into an automated detection rule.

CASCADE Pattern	Description	Auto-Fix Available	Instances Eliminated
Type Mismatch	Typespec conflicts with runtime behavior	Yes	245
Dead Code	Unreachable code paths	Yes	189
Empty Check	Redundant empty collection checks	Yes	156
Timer Replacement	Process.sleep replaced with proper timing	Yes	78
Nuclear Cache	Corrupted build cache requiring full rebuild	Yes	42
Unsafe Map Access	Direct map key access without pattern matching	Yes	134
Missing @impl	Callback implementations without @impl annotation	Yes	61

Quality Evolution History

The Six Sigma Psycho Coordinator maintains a detailed history of the platform's quality evolution, tracking how quality scores have improved from initial baselines to the current perfect state. This history serves as both a validation of the quality enforcement methodology and a reference for identifying quality regression patterns.

Milestone	Date	Quality Score	QDP Count	Sigma Level	Key Achievement
Baseline	2025-07	42/100	905	2.5	Initial measurement
Gen 8	2025-09	65/100	520	3.8	CASCADE detection deployed
Gen 12	2025-11	82/100	180	4.5	Auto-fix pipeline active
Gen 15	2026-01	95/100	35	5.5	Near-zero defect state
Gen 18	2026-02	100/100	0	6+	Perfect score achieved

Quality Control Chart Methodology

The Six Sigma Psycho Coordinator applies Shewhart control chart methodology to monitor quality domain stability. Each quality domain has Upper Control Limits (UCL) and Lower Control Limits (LCL) calculated from historical performance data. Points outside these limits trigger immediate investigation, while trends approaching the limits trigger preventive action.

defmodule PrismaticAgents.SixSigmaPsychoCoordinator.ControlChart do
  @moduledoc """
  Shewhart control chart implementation for quality domain monitoring.
  Detects out-of-control conditions and trend patterns.
  """

  @spec evaluate_control_status(list(number()), map()) :: :in_control | {:out_of_control, atom()}
  def evaluate_control_status(data_points, limits) do
    latest = List.last(data_points)
    recent = Enum.take(data_points, -7)

    cond do
      latest > limits.ucl -> {:out_of_control, :above_ucl}
      latest < limits.lcl -> {:out_of_control, :below_lcl}
      trending_up?(recent, limits) -> {:out_of_control, :trend_up}
      trending_down?(recent, limits) -> {:out_of_control, :trend_down}
      run_detected?(recent, limits.mean) -> {:out_of_control, :run}
      true -> :in_control
    end
  end

  defp trending_up?(points, _limits) do
    points
    |> Enum.chunk_every(2, 1, :discard)
    |> Enum.all?(fn [a, b] -> b > a end)
    |> Kernel.and(length(points) >= 6)
  end

  defp trending_down?(points, _limits) do
    points
    |> Enum.chunk_every(2, 1, :discard)
    |> Enum.all?(fn [a, b] -> b < a end)
    |> Kernel.and(length(points) >= 6)
  end

  defp run_detected?(points, mean) do
    all_above = Enum.all?(points, fn p -> p > mean end)
    all_below = Enum.all?(points, fn p -> p < mean end)
    (all_above or all_below) and length(points) >= 7
  end
end

Integration Points

Quality Gates -- Primary enforcement mechanism for pre-commit and CI/CD quality checks
Autonomous Self-Healing -- Auto-correction of quality deviations
Telemetry Integration -- Continuous quality metric collection and reporting
AIAD Standard -- Full agent specification compliance

AIAD Specification Compliance

AIAD Component	Status
Agent specification file	Compliant
Behavioral rules	20 rules defined
Telemetry integration	Full coverage
NM/ND doctrine enforcement	MAXIMUM
SEADF integration	Registered
Property-based testing	65 properties verified

Societies Quality Feedback Coordinator -- Cross-domain quality feedback aggregation
Route Testing Specialist -- Route-specific quality enforcement
Type Annotation Analyst -- Type system quality enforcement
Type Inference Debugger -- Dialyzer integration for type safety

Authority Level

L3 - Strategic Command - Multi-domain coordination with supreme authority over all quality enforcement decisions.

Connect & Contribute

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

GitHub | GitLab | LinkedIn | Contact
Developer Portal | Architecture | Meet the Creator

six-sigma-psycho-coordinator

Overview

Six Sigma Methodology Application

Quality Domain Coverage

Technical Implementation

Enforcement Escalation Protocol

Statistical Process Control

CASCADE Pattern Detection

Quality Evolution History

Quality Control Chart Methodology

Integration Points

AIAD Specification Compliance

Authority Level

Connect & Contribute

Agent Info

Agent Distribution

Agent Domains

Related Content

Color Teams

Doctrine

OSINT Sources

six-sigma-psycho-coordinator

Overview

Six Sigma Methodology Application

Quality Domain Coverage

Technical Implementation

Enforcement Escalation Protocol

Statistical Process Control

CASCADE Pattern Detection

Quality Evolution History

Quality Control Chart Methodology

Integration Points

AIAD Specification Compliance

Related Agents

Authority Level

Connect & Contribute

Agent Info

Agent Distribution

Agent Domains

Related Content

Color Teams

Doctrine

OSINT Sources