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Parallel Agent Dispatcher

Optimizes troubleshooting by dispatching multiple AI agents to investigate and resolve independent test failures simultaneously.

Value-Driven Task Breakdown

Decomposes complex product requirements into measurable, demoable working increments that ensure early delivery of user value.

Code Implementation (Gate 0)

Enforces a rigorous Test-Driven Development (TDD) workflow by routing tasks to specialized language agents.

Condition-Based Test Waiting

Eliminates flaky tests by replacing non-deterministic timeouts with robust, state-aware condition polling.

Systematic Debugging

Implements a rigorous four-phase debugging framework that ensures the root cause is fully understood before any code fixes are attempted.

Business Plan Advisor

Generates comprehensive, investor-ready business plans and financial models tailored to specific industries and funding goals.

Brazilian FinOps & Regulatory Compliance

Automates Brazilian financial regulatory compliance workflows for BACEN, RFB, and Open Banking using specialized AI agents.

PMO Retrospective

Facilitates portfolio-level retrospectives to capture lessons learned and drive organizational process improvements across multiple projects.

Subagent-Driven Development

Orchestrates automated plan execution by dispatching fresh subagents for individual tasks with integrated parallel code reviews.

Skill Testing with Subagents

Validates AI skill reliability using a Red-Green-Refactor methodology and high-pressure compliance testing.

TDD & Unit Testing Gate

Enforces rigorous unit test coverage and TDD methodology through mandatory quality gates for AI-driven development.

Technical Documentation Review

Audits and improves technical documentation by enforcing standards for voice, structure, completeness, and technical accuracy.

Voice and Tone Guide

Standardizes technical documentation style to ensure clarity, consistency, and a professional yet human tone.

Evidence-First Verification Gate

Enforces a mandatory command-first workflow that requires fresh verification evidence before any success claims or code commits.

Ring PM Team: Pre-Dev Workflow

Enforces systematic feature planning and research-first workflows through standardized quality gates for AI-driven development.

Dev Cycle Orchestrator

Orchestrates a mandatory 6-gate development workflow to ensure software engineering best practices and quality checkpoints for AI agents.

Platform Service Onboarding

Standardizes the onboarding of new services to internal platforms through automated infrastructure, observability, and security workflows.

Dev Review (Gate 4)

Orchestrates mandatory parallel code reviews using three specialized AI agents to enforce security, logic, and quality standards.

Market Analysis PMM

Conducts systematic market research and sizing to provide quantified intelligence for product strategy.

RAG Pipeline Auditor

Audits and optimizes Retrieval-Augmented Generation (RAG) implementations for performance, accuracy, and production readiness.

Regulatory Workflow Initializer

Configures and validates the foundation for multi-gate regulatory reporting and compliance workflows.

Chunking Advisor

Recommends optimal document chunking strategies to improve retrieval quality and accuracy in RAG pipelines.

DevOps Implementation Gate

Standardizes application containerization and local development environments using Docker and docker-compose.

RAG Evaluation & Benchmarking

Evaluates RAG system performance through automated metrics, LLM-as-judge scoring, and competitive benchmarking.

Express.js Development

Builds production-ready REST APIs and web applications using Express.js best practices for routing, middleware, and error handling.

SQLAlchemy ORM Expert

Implements professional-grade SQLAlchemy ORM patterns and database optimizations for modern Python applications.

PRD Creation Agent

Enforces business-first product requirements discovery by strictly separating user needs from technical implementation details.

Pre-Dev Feature Mapping

Visualizes the business-level feature landscape and relationship map to align architectural planning with product requirements.

Testing Anti-Pattern Guard

Enforces high-quality testing standards by preventing mock-testing, production code pollution, and brittle dependency isolation.

Eval Gap Finder

Automates the identification and resolution of performance discrepancies between Python and AILANG benchmark success rates.