system-prompts-and-models-o.../docs/ai-operating-model.md
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AI operating model — decision, execution, control, data, trust, operating

This repository follows the Master Operating Prompt (MASTER_OPERATING_PROMPT.md): a governed hybrid stack, not “agents only.”

Dealix six tracks (Revenue, Partnership, CorpDev/M&A, Expansion, PMI, Trust & exec): dealix-six-tracks.md.

Governance library (full index)

Document Purpose
governance/README.md Table of all governance topics
governance/planes-and-runtime.md Five planes, three layers, runtime choice
governance/approval-policy.md A / R / S, actors, Class A/B/C, evidence packs
governance/events-and-schema.md Events, JSON Schema, AsyncAPI, versioning
governance/trust-fabric.md Trust substrate, tool verification, security gate
governance/connectors-and-data-plane.md Facades, data plane, semantic metrics
governance/github-and-release.md Branch rules, CI, environments, OIDC
governance/design-and-arabic.md Design system, RTL, Arabic-first
governance/discovery-and-output-checklist.md Discovery, phasing, 20-point report, Arabic bootstrap
governance/strategic-ops-pmi.md M&A, PMI, strategic ops
governance/execution-fabric.md Celery/LangGraph today vs Temporal target (Tier-1)
governance/technology-radar-tier1.md Official vs optional vs pilot stack
governance/saudi-compliance-and-ai-governance.md PDPL posture, NCA readiness, NIST/OWASP alignment
execution-matrix-90d-tier1.md Phase 01 outcomes vs agent matrix
enterprise-readiness.md Enterprise / B2B readiness checklist
blueprint-master-architecture.md Master blueprint index

Planes at a glance

Plane Owns Must not
Decision Analysis, memos, structured recommendations, scenarios Durable external commitments as narration-only
Execution Workflows, retries, idempotency, compensation, side effects Unstructured “trust me” execution
Control Policy, approvals, RBAC, secrets, promotion, audit Ad-hoc rules only in prompts
Data Operational truth, contracts, metrics definitions, lineage Duplicate conflicting metric meanings
Trust Evidence packs, tool verification, security gate, evals Claims without proof
Operating (Tier-1 naming) Repo-native discipline, CI/CD, branch/env governance, SDLC, delivery evidence “Control on paper” without pipeline and audit trail

Operating extends Control into how changes ship: see planes-and-runtime.md — Operating plane.

Flow (conceptual)

flowchart LR
  subgraph decisionPlane [DecisionPlane]
    Cognition[CognitionAndMemos]
    StructuredOut[StructuredOutputs]
  end
  subgraph controlPlane [ControlPlane]
    Policy[PolicyAndApprovals]
    AuthZ[Authorization]
  end
  subgraph executionPlane [ExecutionPlane]
    Workflows[DurableWorkflows]
    SideEffects[ExternalCommitments]
  end
  subgraph dataPlane [DataPlane]
    OpsData[OperationalData]
    Contracts[ContractsAndMetrics]
  end
  subgraph trustPlane [TrustPlane]
    Evidence[EvidenceAndVerification]
    Obs[ObservabilityAndSecurityGate]
  end
  subgraph operatingPlane [OperatingPlane]
    RepoCI[RepoCICDAndPromotion]
  end
  decisionPlane --> controlPlane
  controlPlane --> executionPlane
  executionPlane --> dataPlane
  operatingPlane --> controlPlane
  trustPlane -.-> decisionPlane
  trustPlane -.-> executionPlane
  trustPlane -.-> controlPlane
  trustPlane -.-> dataPlane
  trustPlane -.-> operatingPlane

Trust wraps every plane: verification, audit, telemetry, and gates apply to cognition outputs, policy decisions, workflow steps, data mutations, and operating evidence (CI, merges, deployments).

Starting path by product type

Sequence explicitly when multiple rows apply; do not mix chaotically.

Product shape Prioritize first Deep dive
SaaS Auth, billing, admin, analytics, onboarding, release github-and-release.md, connectors-and-data-plane.md
AI / agentic Provider routing, memory, orchestration, tool verification, evals, observability planes-and-runtime.md, trust-fabric.md
CRM / lead / ops Workflow safety, approvals, messaging, audit, connector facades approval-policy.md, events-and-schema.md
Strategic / corpdev Contracts, evidence packs, deterministic workflows, executive views strategic-ops-pmi.md, discovery-and-output-checklist.md

Dealix spans SaaS, agentic, CRM, and strategic modules — pick the dominant thread for the current milestone, then pull in cross-cutting trust and GitHub rules.

Dealix implementation pointers

Operating sequence for any major change

  1. Repository discovery (architecture + capability + gap + risk + trust). See governance/discovery-and-output-checklist.md.
  2. Smallest phase that proves value with tests and rollback.
  3. Evidence: tests, logs, or contract checks — as defined in the phase.
  4. Only then expand scope.

Primary policy reference: governance/approval-policy.md.