araya

Consult and write the ARAYA postoffice — the operational-directive channel. Advisory, never a gate: read it at cycle start, append your entry at cycle end, consider its directives, never be blocked by it. Governance acts never travel the postoffice.

Audit and enforce brand compliance across all projects and platforms — logo,

Design REST and GraphQL APIs following OpenAPI 3.1 standards. Produce complete

Connect frontend to backend — type-safe API clients, request/response handling,

Implement authentication and authorization middleware — JWT validation, role-based

Design scalable component architectures — design systems, component libraries,

Create reusable, accessible, and well-typed UI components following design system

Design database schemas — tables, columns, types, constraints, indexes, and

Implement REST API endpoints with validation, error handling, and database

Design and implement standardized error handling patterns — consistent error

Design and implement ETL orchestration — Airflow, Dagster, or Prefect workflows

Design and implement accessible, validated forms with clear error states,

Design and implement page routing — URL structure, navigation, layouts,

Design and implement Apache Spark data pipelines — batch and streaming ETL

ARAYA Reality Verification Layer — 5-tier delivery state model, independent verification, governance enforcement, reality scoring.

Reduce manual intervention — autonomous natural language execution triggers, delegation observability, and run persistence.

ARAYA Dynamic Agent Topology — team assembly, workforce risk analysis, capability coverage, and adaptive organization design.

ARAYA Provider-Agnostic AI Routing — capability-based model selection, cost governance, and explainable routing decisions.

ARAYA Organizational Knowledge Graph — entity-relationship governance, impact analysis, and organizational query engine.

ARAYA golden trajectory management — capture, validate, promote, and reuse successful delivery patterns.

ARAYA organizational knowledge management — standards, patterns, ADRs, lessons learned, technology preferences, and project reconstitution.

ARAYA organizational capability registry — authoritative source of agents, skills, domains, and coverage for workforce planning.

Generate Gap Analysis Reports (GAR) — detect missing capabilities, skills, agents, and recommend remediation.

ARAYA workforce planning — project future skill needs, recommend agent hiring/retirement, manage organizational capacity.

Global Token Efficiency and Provider Optimization Framework — maximize useful work within available quotas by optimizing prompts, contexts, and delegation.

Generate User Acceptance Testing (UAT) packages from requirements, acceptance criteria, SDD, BDD, and TDD — formal customer validation before delivery acceptance.

Review and validate UAT packages — verify completeness, coverage, traceability, and acceptance readiness before customer submission.

Generate Change Requests (CR) from approved findings, creating new work packages that route back into the SDLC.

Create Delivery Review Reports (DRR) to formally capture all post-delivery feedback, findings, and observations.

Generate Impact Analysis Reports (IAR) to determine which project artifacts are affected by delivery review findings.

Implement Activity-Based Costing (ABC) to accurately attribute costs to products,

Implement WCAG 2.2 AA accessibility — semantic HTML, ARIA, keyboard navigation,

Write Architecture Decision Records (ADRs) — lightweight documents that capture

Design multi-agent AI systems — agent architectures, tool use, memory systems,

Generate executive and operational analytics reports — structured analysis

Design and implement purposeful motion — page transitions, micro-interactions,

Generate comprehensive API documentation — reference docs, getting-started

Design and configure API gateways — routing, rate limiting, authentication,

Create clear, standards-based architecture diagrams — C4 model (Context,

Organize and manage digital brand assets — logos, fonts, templates, images,