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Orchestrates technical implementation through TDD, parallel task routing, and autonomous execution loops.
Orchestrates and executes complex task lists autonomously using dependency-aware planning and parallel execution waves.
Performs proactive security audits and enforces best practices for authentication, data protection, and API integrity.
Automates the end-to-end software debugging lifecycle using dual-model root cause analysis and multi-stage validation gates.
Diagnoses and resolves Kubernetes incidents using a structured 5-Whys methodology and multi-cluster investigation patterns.
Conducts comprehensive security audits, RLS policy validation, and OWASP compliance checks to secure production codebases and agentic workflows.
Standardizes the development and organization of specialized Claude Code skills using structured templates and token-efficient documentation patterns.
Streamlines the production machine learning lifecycle with automated data ingestion, secure deployment patterns, and real-time drift detection.
Builds production-grade retrieval systems using modern hybrid search patterns, advanced chunking strategies, and rigorous evaluation frameworks.
Guides the full lifecycle of large language model systems from architecture selection and dataset design to production deployment and monitoring.
Converts Agent Alchemy plugins and Claude Code skills into formats compatible with other AI coding platforms.
Standardizes project release notes following the Keep a Changelog specification and Semantic Versioning principles.
Initializes the ArifOS session context by loading system governance rules, version info, and repository status to establish a stable AI agent environment.
Automates the creation of standardized, conventional commit messages by analyzing staged code changes.
Modernizes OpenCode agents by fixing deprecated patterns and validating compliance with current platform best practices.
Analyzes test coverage using native tools to identify untested code paths and provide actionable testing recommendations.
Implements high-performance slash commands that execute locally in Go to bypass Claude API latency and costs.
Validates AI agent adapter files against live platform documentation to detect stale mappings and automate updates.
Generates comprehensive architectural reports and actionable insights to help developers master complex codebases quickly.
Executes TDD task pairs autonomously using a rigorous RED-GREEN-REFACTOR verification workflow with strategic parallelism.
Transforms implementation tasks into test-first TDD pairs with enforced RED-GREEN dependencies.
Streamlines the creation of custom AI capabilities through an interactive interview and automated validation process.
Conducts comprehensive codebase explorations and architectural synthesis using coordinated multi-agent teams and dynamic planning.
Automates the creation, maintenance, and synchronization of comprehensive project documentation for MkDocs sites and standalone Markdown files.
Generates comprehensive software specification documents through an adaptive, multi-round interview process.
Automates the modernization and validation of OpenCode skills to ensure compatibility with current platform best practices.
Transforms technical specifications into structured, actionable Claude Code native tasks with dependencies and metadata.
Generates custom OpenCode commands through an interactive interview and automated validation process.
Executes a systematic, hypothesis-driven debugging workflow to diagnose and resolve complex software errors through structured evidence gathering.
Automates the end-to-end release workflow for Python packages including semantic versioning, changelog updates, and git tagging.
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