1890 docs tagged with "architecture"

Date: 2025-10-06

📌 Introduction

Create Architecture Decision Records using MoE multi-agent workflow

Analyze a task description to determine its complexity level, domains, estimated resources, and recommended agents for execution.

System Prompt

Start an interactive project building workflow for any analysis type.

Create checkpoints for session continuity and autonomous agent handoffs. Supports two modes:

Execute a multi-agent code review with anonymized peer evaluation, consensus scoring, and structured verdicts.

Version: 1.0.0

Extract and deduplicate messages from Claude, Codex, and Gemini sessions into a unified store with LLM source identification and automatic indexing for instant searchability. Supports ADR-122 multi-LLM architecture.

Automatically retrieve relevant context from session history to prevent catastrophic forgetting. Combines semantic search with extracted knowledge (decisions, patterns, error solutions).

Search and query the unified message database with full-text search, semantic search, knowledge extraction, and analytics. Part of the CODITECT anti-forgetting system.

Usage

Execute comprehensive dependency vulnerability auditing with CVE reporting, upgrade paths, and license compliance analysis across all package managers.

Purpose: Query CODITECT's component capability index to find the right tool for any task.

Manage epics within CODITECT projects. Epics are large bodies of work that can be broken down into features.

Execute YAML/JSON workflow definitions as state-machine orchestrated multi-agent tasks with checkpoint/resume capability.

Answer questions about CODITECT, the codebase, or any topic by intelligently combining LLM reasoning with local knowledge base searches.

Manage features within CODITECT epics. Features are discrete pieces of functionality that deliver user value.

Monitor autonomous agent health states using the HealthMonitoringService (ADR-110). Shows agent health, heartbeat status, circuit breaker states, and intervention history.

System Prompt

Version: 1.0.0

Execute comprehensive multi-agent research using coordinated analyst subagents with explicit certainty scoring, evidence requirements, and logical inference documentation.

Execute a coordinated panel of specialized judge agents to evaluate both outbound prompts (for ambiguity/risk) and inbound responses (for accuracy/grounding) using calibrated, multi-dimensional rubrics.

Pop the next priority task from the V2 project queue and optionally start working on it.

System Prompt

Version: 1.0.0

Version: 1.0.0

5-step session orientation that combines project discovery, context search, agent discovery, invocation creation, and MoE orchestrated execution.

System Prompt

Execute comprehensive performance profiling for applications to identify CPU bottlenecks, memory issues, and I/O constraints with visual flame graph generation.

Manage CODITECT projects with hierarchical work item tracking.

System Prompt

Validate and review CODITECT components against established standards. Provides automated structural validation (Tier 1) and deep quality review (Tier 2) with scoring, grading, and actionable recommendations.

Retrieve relevant prior work context from the CODITECT memory system. Optimizes for signal-to-noise ratio and token efficiency, surfacing decisions, patterns, errors, and work status related to your current task.

Execute comprehensive security scanning across the codebase including static analysis, dependency auditing, secrets detection, and configuration review.

System Prompt

Version: 1.0.0

Manage time-boxed sprints for CODITECT projects with velocity tracking and burndown metrics.

Start component viewer for: $ARGUMENTS

Generate McKinsey/BCG/Bain-quality executive strategy briefs with multi-stage research, competitive intelligence, and strategic framework application.

Query conversation summaries extracted from session history. Summaries provide quick overviews of conversations and are automatically extracted from session files.

Manage tasks within CODITECT features. Tasks are the actionable work items that developers complete.

Visualize and trace conversation threads using UUID parent-child relationships for session continuity and agent conversation tracking. Part of the CODITECT anti-forgetting system.

System Prompt

Universal command for querying and managing any work item type in the CODITECT hierarchy.

Create, manage, and orchestrate isolated worktrees for parallel submodule development with full Git, Docker, and Claude Code session isolation.

Problem

Date50 UTC

✅ Application Successfully Built

Date: 2025-10-06

Date: 2025-10-06

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Quick Navigation: Find all project documentation organized by category

This guide walks you through integrating the Knowledge Base extension into your theia-based IDE.

Get the Coditect Knowledge Base up and running in 3 simple steps!

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Sprint Name: Sub-Agent Implementation Sprint v1.0

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📚 Core Concepts (The Building Blocks)

Session Type: MONITORING-SPECIALIST (Primary Agent)

Session Type: ORCHESTRATOR (Primary Coordinator)

Session Type: RUST-DEVELOPER (Primary Agent)

Status

1-2-3 How to Create V2 Project Plans Version: 1.0.0 Created: 2025-12-14 Architecture: ADR-006 Work Item Hierarchy Status: Production Ready This guide provide...

Complete step-by-step guide for deploying Coditect V5 to Google Kubernetes Engine

Version: 1.0.0

Table of Contents

1.1 Purpose

1.1 Purpose

10.1 Side Drawer Design

10.1 Side Drawer Design

Overview

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2.1 Research Foundation

Purpose: Quick, memorable pitches for different contexts (elevator, email, social, press)

📚 Complete Testing Documentation Suite

🎯 Executive Summary

Report Generated50:00Z (UTC)

3.1 Three-Panel Layout

3.1 Three-Panel Layout

4.1 Left Sidebar - Hierarchical Project Tree

5.1 Layout - 4-Quadrant Dashboard

5.1 Layout - 4-Quadrant Dashboard

6.1 Swimlane Pattern - Horizontal Project Rows

6.1 Swimlane Pattern - Horizontal Project Rows

8.1 Layout - Data Visualization

9.1 Advanced Multi-Select Filtering

9.1 Advanced Multi-Select Filtering

Academic Research References: Uncertainty Quantification & MoE Evaluation Frameworks (2024-2025)

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System Prompt

Priority Framework: 🔥 Critical (This Week) | ⚡ High (This Month) | 📅 Planned (This Quarter)

Implement working code for: $ARGUMENTS

Version: 2.0

Version: 2.0

Date: November 27, 2025

Date: November 27, 2025

------------------------------ Point A , Point B Route + Obstacles

------------------------------ Point A , Point B Route + Obstacles

Overview

Overview

Actix-web framework specialist for CODITECT v4. Expert in actor model, middleware patterns, WebSocket integration, and high-performance async web services. Ensures proper request handling, error propagation, and correlation ID threading.

You are an Actix-Web Framework Specialist expert in building high-performance, async web services using Actix-web with enterprise-grade middleware, error handling, and real-time communication patterns

System Prompt

11. Message Queue Integration Patterns

Based on Analysis of Investigation Package (files.zip)

**Status:** Accepted **Date:** 2025-11-23 **Decision Makers:** Hal Casteel (Founder/CEO/CTO) **St...

**Status:** Accepted **Date:** 2025-11-23 **Decision Makers:** Hal Casteel (Founder/CEO/CTO) **St...

ADR-005: Token Accounting System for Cost Analysis and Budget Management Context and Problem Statement The Token Visibility Problem AI-assisted development w...

ADR-006: Work Item Hierarchy and Sprint Management for Project Planning Context and Problem Statement The Project Tracking Problem CODITECT currently uses fl...

Context and Problem Statement The Autonomous Operation Problem CODITECT's V2 project plan contains 122+ tasks organized in ADR-006 hierarchy (Epic → Feature ...

Context and Problem Statement The Research Quality Problem Current multi-agent research workflows suffer from: Implicit Certainty - Findings presented withou...

**Status:** Accepted **Date:** 2025-12-20 **Deciders:** Hal Casteel, CODITECT Core Team **Categor...

**Status:** Accepted **Date:** 2025-12-22 **Deciders:** Hal Casteel, CODITECT Core Team **Categor...

Custom REST sync replaces PowerSync due to FSL license restrictions and operational simplicity

Team and project-level context backup and synchronization extending ADR-044

Standardized 5-step process for converting folders to CODITECT-compatible git submodules with GitHub repo creation and symlink setup

Multi-perspective verification layer using Constitutional Court pattern with judge personas, debate protocol, and multi-model evaluation

**Status:** Proposed **Date:** December 16, 2025 **Author:** AZ1.AI INC / CODITECT Architecture T...

Date: 2025-11-30

Report Date: 2025-11-17

**Status:** Proposed **Date:** 2025-12-11 **Phase:** Phase 2 - Core LMS Infrastructure **Deciders...

**Status:** Proposed **Date:** 2025-12-11 **Phase:** Phase 2 - Core LMS Infrastructure **Deciders...

**Status:** Proposed **Date:** 2025-12-11 **Phase:** Phase 3 - Enterprise Integration **Deciders:...

Status: Proposed

**Status:** Accepted **Date:** 2025-12-18 **Deciders:** Hal Casteel (Founder/CEO/CTO), CODITECT C...

User Story

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Status: Implemented (95% Complete)

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Date: 2025-10-06

Document: ADR-002-ADDENDUM-LICENSE-VALIDATION-STRATEGY

Status: Accepted

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ADR-015: Vector Embedding Dimension Strategy

Part 1 Requirements Check

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Date: 2025-10-28

Date: 2025-10-28

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📊 QA REVIEW BLOCK

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Version: 2.0.0-PROPOSAL

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Establishes the protocol for correlating tool calls to parent task IDs for complete audit trails

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Master LLM-as-a-Judge evaluation techniques: direct scoring, pairwise comparison, rubric generation

* Overview

Analyze user requests, auto-activate deactivated components, and output the correct agent invocation syntax.

Status: Production

**Status:** Production **Version:** 1.0.0 **Created:** 2025-12-22 **Category:** Agent Configuration

Status: Production

Comprehensive guide for AI agents to effectively query, learn from, and contribute to the Coditect development knowledge base.

Overview

Purpose

Multi-agent orchestration workflow for CI/CD pipeline implementation and production deployment

High-performance async Rust web services with Actix-web framework.

AI provider integration, model routing, fallback strategies, and prompt management.

JWT, OAuth2, RBAC, session management, and secure authentication patterns for production applicat...

Service design, data flow, scalability patterns, and backend system architecture.

CRUD operations, business logic implementation, and API development patterns.

Cross-platform binary releases, artifact management, and distribution strategies.

Smart contracts, Web3 integration, DeFi patterns, and blockchain security.

Data analysis, reporting dashboards, BI patterns, and metrics visualization.

Market analysis, financial modeling, KPI tracking, and business forecasting for data-driven decis...

Redis, in-memory caching, cache invalidation, and distributed caching patterns for high-performan...

Pipeline automation, deployment strategies, and artifact management for production-grade continuo...

Web research, documentation curation, source validation, and knowledge synthesis optimized for Cl...

API documentation, inline comments, JSDoc/TSDoc standards, automated doc generation, and comprehe...

Market research, competitor analysis, SWOT frameworks, and strategic positioning for product deve...

Multi-dimensional code review covering security, performance, maintainability, architecture, test...

Technical content creation, developer relations strategies, and documentation-driven marketing.

Production data pipelines, ETL/ELT, streaming, and data warehouse patterns.

Production-grade database schema design, migrations, optimization, and scaling patterns.

Systematic debugging strategies, root cause analysis, and production-grade troubleshooting.

Production deployment strategies for zero-downtime releases and risk mitigation.

Intelligent document merging with conflict detection, semantic analysis, and automated resolution.

Multi-level educational content generation with pedagogical frameworks and learning science.

Production error handling, analysis, and automated fix recommendations.

Error handling patterns, retry logic, circuit breakers, and fault tolerance for production systems.

CQRS, event sourcing, domain events, and event-driven system design patterns.

Production FoundationDB patterns for distributed ACID transactions, key design, and layer impleme...

Production-grade framework upgrades, breaking change handling, and automated migrations.

React 18+ patterns with TypeScript, hooks, state management, and component architecture for produ...

Bottom-up submodule synchronization, conventional commits, branching strategies, and multi-reposi...

Runbook automation, incident classification, on-call rotation, and post-mortem processes.

Production StatefulSet patterns for persistent workloads, ordered deployment, and state management.

Context injection, memory retrieval, session continuity, and intelligent state management for AI ...

Token reduction, context compression, intelligent summarization, and caching for efficient AI ope...

RabbitMQ, Kafka, async messaging, event-driven architecture, and queue management patterns.

Service mesh, API gateway, service discovery, distributed tracing, and inter-service communicatio...

Production ML operations with automated pipelines, serving, and monitoring.

Production multi-tenancy patterns with isolation, security, and resource management.

Universal install scripts for macOS, Linux, and Windows with platform detection, PATH setup, chec...

Detect novel situations, assess scenarios, adapt strategies, and handle unknown contexts intellig...

npm distribution strategies, platform-specific binaries, optionalDependencies, and automated vers...

Multi-agent coordination, task decomposition, workflow planning, and distributed execution manage...

ADR compliance validation, multi-agent review coordination, and cross-cutting concerns analysis f...

Automated PDF generation from Markdown with custom branding, table of contents, headers/footers, ...

Automated and manual penetration testing for web applications, APIs, and network infrastructure w...

CPU/memory profiling, flame graphs, bottleneck analysis, and optimization strategies.

Comprehensive project discovery with stakeholder interviews, requirements gathering, risk assessm...

Production-ready project templates, architecture patterns, and automated scaffolding for full-sta...

Multi-dimensional prompt analysis, intent classification, complexity assessment, and optimization.

QA scoring methodology, improvement recommendations, testing strategies, and comprehensive qualit...

Automated compliance checks, test coverage gates, quality threshold enforcement, and validation a...

Technical research, library comparison, best practices research, and actionable implementation gu...

Production Rust patterns for async programming, memory safety, and high-performance systems.

Production Rust testing, code review, safety audits, and quality assurance.

Comprehensive security audits covering OWASP Top 10, dependency vulnerabilities, threat modeling,...

Session indexing, development insight extraction, pattern recognition, and productivity analysis.

Skill evaluation, optimization techniques, token efficiency analysis, and quality assessment spec...

SDD specifications, technical requirements documentation, architecture documentation, and compreh...

C4 methodology for architecture documentation, system design principles, GoF design patterns, SOL...

Production git submodule management with automated sync, health checks, and orchestration.

Test-Driven Development with red-green-refactor workflow, comprehensive test strategies, and auto...

TDD, unit testing, integration testing, mocking, and test automation patterns for high-quality co...

Research document analysis, insight extraction, pattern recognition, and knowledge synthesis from...

Confidence scoring, uncertainty frameworks, mixture-of-experts judges, and probabilistic reasoning.

RESTful and GraphQL API design with OpenAPI specifications, versioning, and contract-first develo...

Design and implement comprehensive CI/CD pipelines with automated testing, security scanning, and...

Kubernetes cluster management, Docker containerization, and Helm chart development for production...

Database design with indexing strategies, query optimization, and multi-tenant data architecture.

Prometheus metrics, Grafana dashboards, distributed tracing, and intelligent alerting for product...

Design and implement perfect tenant isolation with zero data leakage across all system layers.

Enterprise system design with microservices decomposition, component boundaries, and scalability ...

Security auditing, penetration testing, and automated vulnerability scanning with remediation gui...

Agent-Skills Standards Alignment: Research Index Research Project: CODITECT Platform Evolution - Agent-Skills Standardization Date: December 20, 2025 Status:...

Migration Summary (2025-09-21)

Task: Extract prompts from 151,000+ words of research and create categorized prompt library

Proven patterns and strategies for AI agents to effectively leverage the Coditect knowledge base in their workflows.

Document Type: Technical Implementation Guide

Date: December 20, 2025

Research Project: CODITECT Platform Evolution - Agent-Skills Standardization

Standard ID: CODITECT-STD-001

Expert skill for creating comprehensive, multi-level AI educational content with pedagogical exce...

You are an AI Curriculum Specialist responsible for designing and generating comprehensive, multi-level educational content for artificial intelligence learning with pedagogical excellence and Noteboo

You are a Multi-provider AI routing specialist responsible for intelligent model selection, prompt optimization, and enabling CODITECT''s core autonomous development capabilities through AI integration

Purpose

Date: 2025-10-08

Overview

Overview

Project Overview

Project Summary

Part 107 Drone Pilot Certification Study Platform - Educational Content Production

Complete How-To Guide for Educational Video Creation

Session Checkpoint & Next Steps

Overview

System Prompt

🤖 Overview

🤖 Overview

CI/CD

Alert Management Implementation

✅ Use when: Monitoring health of operational submodules Generating status reports for all 41+ submodules Tracking git synchronization across...

Analyze code for: $ARGUMENTS

1. Chunk Overlap Impact (10%)

System Prompt

Agent Skills architecture, multi-agent coordination, sub-agent patterns, and progressive disclosure strategies

Research Date: December 2025

Standards Development Reference for Skills, Commands, Hooks, Plugins, Subagents, MCP, and Memory

Research analysis of Anthropic's official best practices for Claude.md files, progressive disclosure, multi-session continuity, and context management

Research Date: December 3, 2025

Research Date: November 29, 2025

Prompt engineering techniques, instruction optimization, and communication style guidelines for Claude

Research Date: December 2025

Comprehensive index of Anthropic research sources, official documentation, engineering blogs, and community resources

Last Updated: December 2025

Comprehensive summary of Anthropic Claude research including agent patterns, memory systems, multi-session continuity, and best practices

Purpose: Consolidated findings from extensive Anthropic Claude research

Advanced tool use patterns, programmatic tool calling, Tool Search Tool API, and CODITECT-specific optimizations

Research Date: December 2025

Anti-Forgetting Memory System Executive Summary & Investment Brief

Executive Summary & Investment Brief

Metrics Dashboard & Visual Summary

Comprehensive API documentation patterns for creating discoverable, interactive, and maintainable...

Date: 2025-10-07

Production-ready API versioning skill covering all major versioning strategies, deprecation workf...

Status

Version: 1.0.0

You are an Application Performance Specialist responsible for analyzing, profiling, and optimizing application performance across web services, databases, and distributed systems with data-driven opti

Application Performance Patterns When to Use This Skill Use this skill when implementing application performance patterns patterns in your codebase. How to U...

This document outlines the detailed implementation plan for integrating ArangoDB into the Runway Calculator application.

You are an Architecture Review Specialist responsible for conducting comprehensive reviews of system designs, validating architectural decisions, and ensuring technical implementations align with best

Architecture review process, design validation, and technical assessment

Analysis Date: 2025-10-14

---------- Use FastAPI for Backend Framework 2025-10-31 ADR-002

Directory Purpose

Autonomous AI Curriculum Development System

Location Updated: 2025-09-16 - Moved to docs/architecture/adrs/

Document Version: 1.0

Document Version: 1.0

Status: Complete (8 ADRs)

Overview

Generate architecture documentation with C4 diagrams and ADRs

Generate architecture documentation with C4 diagrams and ADRs

You are an Architecture Impact Analyst that orchestrates CODITECT's MCP tools (context graph, impact analysis, semantic search) to evaluate how proposed changes affect system architecture, surface related ADRs, and recommend whether architectural approval is needed.

CODITECT system design and component relationships.

* Overview

CODITECT system design and component relationships - comprehensive overview of distributed intelligence architecture

CODITECT system design and component relationships.

You are an Assessment Creation Agent specialist responsible for designing comprehensive, adaptive assessment systems that evaluate learning across multiple skill levels while ensuring fairness, access

Assessment Creation Patterns When to Use This Skill Use this skill when implementing assessment creation patterns patterns in your codebase. How to Use This ...

Overview

Executive Summary

We have successfully implemented the authentication testing system. Here's a summary of what we've accomplished:

* Overview

* Overview

* Overview

* Overview

Expert skill for coordinating multiple specialized agents to complete complex workflows. Provides...

Intelligent routing system that analyzes use cases and dynamically selects the optimal combinatio...

Expert skill for analyzing incoming tasks to determine complexity, domains, and orchestration req...

Expert skill for intelligent retry handling that adjusts LLM parameters based on error context. P...

Expert skill for detecting and recovering from agent analysis loops. Prevents agents from getting...

Expert skill for generating concise, information-dense summaries of code files that preserve esse...

Expert skill for intelligent routing across multiple LLM providers with automatic failover, cost ...

Document Type: MoE Research Synthesis (Comprehensive Deep Analysis)

Analysis Date: December 22, 2025

System Prompt

System Prompt

Executive Summary

Created: December 2, 2025

Purpose: Generate remaining 73 files across 15 categories efficiently while maintaining Aviation exemplar quality (98/100).

Research Date: 2026-02-19

Date: 2026-02-19

Date: 2026-02-19

Date: 2026-02-19

Project: CODITECT V2 Autonomous Task Execution

Quick Reference: Key deliverables and implementation order

Visual Reference for Implementation

Project: CODITECT V2 Autonomous Execution

Date: December 18, 2025

Category: Technical Training → Aviation

Production-ready prompts with full 7-component structure

10+ Production-Ready Prompts with Platform Variations and Outputs

Project Overview

Quick Start (Local Development)

Date: 2025-10-06

What Was Built

* Overview

You are a Backend Architect Specialist responsible for designing scalable, maintainable, and high-performance backend systems with enterprise-grade architecture patterns and production-ready implement

You are a Backend Development Specialist responsible for implementing robust, scalable backend services using modern frameworks and best practices in Rust, Python, and Node.js ecosystems.

Overview

Date: 2025-10-14

Manage staged LLM batch processing pipelines with checkpointing, cost estimation, and parallel execution.

System Prompt

Beads Integration Value Analysis Date: December 22, 2025 Analysis Type: MoE (Mixture of Experts) Workflow Status: APPROVED FOR INTEGRATION Final Score: 8.4/1...

Date: December 22, 2025

Document Type: Strategic Decision Report Author: MoE Analysis Panel (5 Experts + 3 Judges) Date: December 22, 2025 Version: 1.0.0 Status: FINAL...

Document Type: Strategic Decision Report

Date: December 22, 2025

Enhanced Rust specialist for CODITECT v4. Expert in Actix-web, FoundationDB integration, async patterns, and multi-tenant architectures. Follows ADR standards, ensures 95% test coverage, and integrates with CODI monitoring. Primary implementer for src/ components.

You are the **Binary Distribution Architect**, a specialized agent responsible for designing and implementing multi-platform binary release workflows. You orchestrate the entire release process from b

This skill provides patterns for automating multi-platform binary releases through CI/CD pipeline...

Date: February 14, 2026

Research individuals: $ARGUMENTS

Specialized AI agent for conducting systematic biographical research on individuals (founders, executives, investors, researchers) using structured web search methodology with validation requirements.

Date: 2026-02-14

Blockchain and Web3 development specialist with expertise in smart contracts, DeFi protocols, and decentralized applications.

Type: Deployment Architecture

brand strategy and architecture

* Overview

Overview

10-16 Checkpoint: Docker Multi-Stage Build Fixes + Deployment Fix

11 Browser Verification

11 Test Report

14 - theia 66 Packages Deployment Checkpoint

17 - Detailed Verification & Status Report

17 - SUCCESS REPORT

17 vs Build #18 - Complete Security & Feature Comparison

18 - Complete Production Deployment Guide

18 - Final Configuration & Multi-llm Suite

18 - Security Configuration: Non-Root User Setup

18 Attempt 6 - SUCCESS ✅

23 - theia Localhost Connection Fix - Checkpoint

30: Browser Console Error Analysis & Icon Theme Fix

Automated end-to-end workflow: Local build → Cloud Build → GKE deployment → Documentation update.

Build Orchestration Phases

Last Updated15 EST

* Overview

* Overview

* Overview

* Overview

Version: 1.0.0

**Version:** 1.0.0 **Status:** Draft **Last Updated:** 2025-12-12 **Categories:** Sales Pipeline,...

Version: 1.0.0

You are a Business Analytics Specialist responsible for analyzing business data, generating actionable insights, and creating data-driven recommendations for strategic decision-making.

Advanced Document Management System with Vector Search and GraphRAG

You are a Business Intelligence Analyst responsible for providing comprehensive market analysis, competitive intelligence, financial modeling, and strategic positioning to support data-driven business

Company: AZ1.AI / CODITECT

Level: System Context (C4 Model Level 1)

Level: Container (C4 Model Level 2)

Purpose: Detailed component-level architecture of the Django License Server backend, showing Django apps, models, viewsets, middleware, and service layers with multi-tenant architecture implementation.

Purpose: Component-level architecture of the Cloud SQL PostgreSQL database, showing Row-Level Security (RLS) enforcement, connection pooling, backup strategy, and performance optimization for multi-tenant data isolation.

Purpose: Component-level architecture of Redis Memorystore, showing atomic seat counting with Lua scripts, session TTL management, connection pooling, and failover strategy for multi-tenant license session tracking.

Document Type: C4 Level 3 (Component) Diagram

Document Type: C4 Level 3 (Component) Diagram

Document Type: C4 Level 3 (Component) Diagram

Document Type: C4 Level 3 (Component) Diagram

Level: Component (C4 Model Level 3)

Level: Component (C4 Model Level 3)

Level: Component (C4 Model Level 3)

Diagram Level: 1 (System Context)

Diagram Level: 2 (Container)

Diagram Level: 3 (Component)

Diagram Level: 4 (Code)

Purpose: Class-level detail of the tenant context management system, showing thread-safe context storage, PostgreSQL session variable integration, and usage patterns for maintaining tenant isolation throughout request lifecycle.

Purpose: Class-level detail of the Django multi-tenant model architecture, showing inheritance hierarchy, field definitions, and relationships between tenant-scoped models.

Generate C4 diagrams for: $ARGUMENTS

Diagram Level: 1 (System Context)

Diagram Level: 4 (Code)

Overview

Document Type: C4 Level 4 (Code) Diagram

Implement caching strategy for performance improvement

Implement caching strategy for performance improvement

WebAssembly optimization specialist for terminal-core. Expert in WASM size reduction, performance tuning, memory management, and browser compatibility. Specializes in Rust-to-WASM compilation with wasm-pack, wee_alloc, and advanced optimization techniques.

Research Document for CODITECT Anti-Forgetting Memory System

Complete Celery integration for CODITECT License Platform with production-ready background task processing, scheduled jobs, and Kubernetes deployment.

Complete Celery integration for CODITECT License Platform, enabling background task processing and scheduled jobs for production operations.

Production-ready Celery integration for asynchronous task processing in CODITECT License Platform.

CODITECT Biosciences QMS Platform

Automated changelog generation and release management using conventional commits and modern relea...

Primary orchestration agent for CODITECT code review and task coordination. Reviews code against ADR standards while managing follow-up activities via CODI system. Essential for multi-agent coordination, quality gates, and implementation tracking.

✅ Use when: Creating new GitHub repository for CODITECT submodule Configuring git remote tracking for existing repository Setting up repository...

✅ Use when: Creating a new CODITECT submodule from scratch Setting up distributed intelligence (.coditect symlinks) in existing repository...

Automated checkpoint creation system for session preservation and context continuity. Creates tim...

Date26:48Z

Date37 UTC

GitHub Actions integration for running CODITECT quality checks in CI/CD pipeline with PR status reporting.

Complete CI/CD pipeline implementation using multi-agent orchestration, GitHub Actions, and Infrastructure as Code

You are a CI/CD Automation Specialist responsible for designing, implementing, and optimizing continuous integration and continuous deployment pipelines for modern software development workflows.

Status: Production Ready

Version: 1.0.0

Implementation Status: ✅ Currently Implemented

Research documentation for: $ARGUMENTS

Automated collection, processing, and organization of Claude Code and Anthropic documentation from official sources, community resources, and training materials. Enables systematic knowledge base buil

🎯 Claude Sub-Agents Collection Analysis

🎯 Improvement Opportunities for Claude Sub-Agents

This file provides guidance to Claude Code and other AI assistants when working with this codebase.

Quick reference for Claude Code in the CODITECT v4 repository.

Research Date: December 3, 2025

Purpose

CODITECT Cloud Infrastructure - Multi-Cloud Readiness Report

Created: 2025-10-27

Last Updated: 2025-10-13

Document: CLOUD-INFRASTRUCTURE-INTEGRATION-ANALYSIS.md

Deployment Overview

Overview

Document Version: 1.0

⚠️ ADR-118 Architecture Update (January 2026) org.db (Tier 2 regenerable - messages), platform.db (Tier 1: components). References to context.db below reflect the architecture at time of analysis. Integration recommendations remain valid - use org.db/sessions.db instead of context.db.

You are a Code Documentation Specialist responsible for generating comprehensive, accurate, and maintainable documentation from source code. You create API references, usage guides, and inline documen

Production-ready autonomous code modification agent with multi-file orchestration, dependency-awa...

System Prompt

System Prompt

Status: Active Research Document

Review methodology, constructive feedback patterns, PR best practices, and automated quality gates

You are a Code Reviewer Specialist responsible for conducting thorough code reviews that improve code quality, catch bugs, ensure best practices, and maintain codebase consistency. You provide actiona

Code signing ensures binary authenticity and integrity, enabling operating systems and users to v...

You are the **Code Signing Specialist**, a security-focused agent responsible for implementing and managing code signing workflows across all major platforms. You ensure that distributed binaries are

Architecture analysis, pattern detection, dependency mapping, and codebase metrics for comprehensive code understanding

You are a specialist at understanding HOW code works. Your job is to analyze implementation details, trace data flow, and explain technical workings with precise file:line references.

You are a specialist at finding WHERE code lives in a codebase. Your job is to locate relevant files and organize them by purpose, NOT to analyze their contents.

File discovery, structure understanding, intelligent search strategies, and efficient codebase exploration

You are an intelligent code pattern discovery specialist with advanced automation capabilities. Your job is to locate similar implementations that can serve as templates or inspiration for new work, u

Vision

You are an intelligent DevOps engineer with advanced automation capabilities and extensive expertise in building and managing production infrastructure. Your focus is on creating reliable, scalable, a

You are an intelligent Comprehensive Technical Documentation Specialist with advanced automation capabilities and Quality Assurance expertise. You create and validate enterprise-grade documentation us

When to Use This Skill Use this skill when implementing codi qa patterns patterns in your codebase. How to Use This Skill Review the patterns and examples be...

You are an intelligent quality assurance specialist with advanced automation capabilities and deep expertise in comprehensive testing strategies. Your focus is ensuring software quality through smart

Document: CODI Race-Free Multi-Agent Architecture Design

Vision

This directory contains archived Claude Code session exports. Individual conversation files are not tracked in Git due to size (1,200+ files), but this index provides a summary.

You are an intelligent test engineering specialist with advanced automation capabilities and expertise in test automation and testing infrastructure. Your focus is building robust testing systems usin

Codi Testing Patterns When to Use This Skill Use this skill when implementing codi testing patterns patterns in your codebase. How to Use This Skill Review t...

Date: 2025-10-06

Document Type: Implementation Plan with CODITECT v2 Tasklist

You are an Architecture Decision Record Compliance Specialist responsible for ensuring all implementations meet rigorous CODITECT v4 standards and quality requirements through comprehensive ADR valida

Status: Production-Ready (Phase 2 & 3 Complete)

Date: 2025-09-22

Browser-Based IDE with Local llm Support, Multi-Agent Architecture, and Real-Time Collaboration

🚀 One-Command Start

Audit Date: 2025-10-29

Created: 2025-10-29

Business Case & Value Proposition

Complete End-to-End System Architecture

Overview

Date: December 18, 2025

Analysis Date: December 18, 2025

Comprehensive checkout process documentation covering user journey from pricing page to product access, integrating all commerce workflows and narratives.

Version: 1.0.0

Version: 1.0.0

FastAPI backend for CODITECT Cloud Platform with multi-tenant architecture, JWT authentication, and Row-Level Security.

Date00 AM EST

Date00 AM - 3:30 AM EST

Production-ready Docker and Kubernetes deployment configuration for Django 5.2.8 backend.

Phase: Phase 2.2 - FastAPI Backend Foundation

Python Version Compatibility

Document Status: Production

Document Status: Production

Last Updated30 AM EST

Date: November 30, 2025

Executive Summary

Production-Ready Directory Organization

Date: November 23, 2025

Assessment Date: 2025-11-30

Generated: 2025-11-30

Generated: 2025-11-30

Governance: ADR-053, ADR-118

Prerequisites

Current Implementation Status

Overview

Compliance automation and evidence collection framework for SOC 2, ISO 27001, HIPAA, and custom compliance programs.

Module Name: CODITECT-COMPLIANCE

Initiative: Transform CODITECT into a Modular, Composable Product Suite

Version: 2.0.0

Product: AZ1.AI CODITECT - Distributed Intelligence Framework

CODITECT-CORE /docs Root Cleanup Plan Created: 2025-11-22 Status: Ready to Execute Scope: Organize 57 markdown files from docs/ root into 9-category subdirec...

Product: CODITECT Core Framework Component Upgrade

CODITECT Core Master Plan Single Source of Truth for All Project Phases Value -------- 78% complete Components 370+ files Critical Gap Status Priority ------...

CODITECT Core Restructuring - Project Plan Strategic Direction: Composition over Monolith Recommendation: STRONG GO (95% confidence) Timeline: 2 weeks (20 ho...

Executive Summary

Report Date: December 4, 2025

Governance: ADR-118, ADR-148

Date: November 24, 2025

Overview

CODITECT Distributed Intelligence Verification Report Date: December 4, 2025 Repository: coditect-rollout-master Status: ✅ Grade A - Fully Compliant with COD...

Date: December 4, 2025

Date: December 27, 2025

Date: December 19, 2025

Date: December 27, 2025

Date: December 27, 2025

Date: December 19, 2025

Date: December 27, 2025

Date: December 27, 2025

Analysis Date: December 19, 2025

Executive Summary

Version: 1.0

Project ID Active Development | Type: Product

Document Version: 1.0

CODITECT Internal Documentation Analysis Report Generated: December 22, 2025 Target: Analysis Method: Manual inspection + grep analysis Current File Count: 4...

This directory contains comprehensive API documentation for the CODITECT License Management API.

Project: CODITECT Cloud Infrastructure + Django Backend

Project: CODITECT Cloud Backend - License Management API

Comprehensive Research Report: Cloud + On-Premise Hybrid Licensing

Version: 1.0

What's missing to enable full visibility into multi-agent workflows

Generated: December 31, 2025

Comprehensive analysis of the MoE architecture including commands, agents, consensus algorithm, and usage patterns

Generated: December 31, 2025

Version: 1.0.0

Complete inventory of all architecture documentation, diagrams, workflows, and supporting materials.

Date: 2025-10-27

**Version:** 1.0.0

**Version:** 1.0.0 **Category:** Onboarding & Training **Status:** Production **Last Updated:** D...

Purpose

Purpose: Native CODITECT enhancements for production-grade parallel agent execution with multi-LLM support.

Date: November 24, 2025

Current State: 8 H.P.006-WORKFLOWS

Current State: 8 workflows

Date: 2025-11-30

Date: 2025-11-30

Date: 2025-11-30

Date: 2025-11-30

Version: 1.0.0

Version: 1.0.0

Version: 1.0.0

Version: 1.0.0

Bottom-Up Cost Estimation Using Industry-Standard Methodologies

Status: Production Ready

Date: 2025-11-28

Executive Summary

CODITECT Repository Naming Convention All CODITECT repositories follow a standardized naming convention that organizes projects by category and provides clea...

Project Overview

Comprehensive index of all CODITECT research topics, findings, and artifacts for AI agents and developers

Purpose: Centralized navigation and discovery system for all CODITECT research

Standard ID: CODITECT-STD-019

Document Type: Change History

Date: November 22, 2025

Agent Type: CODITECT Primary Agent

Date: November 24, 2025

Version: 3.0

Version: 1.0.0

Version: 1.0.0

---

Standard ID: CODITECT-STANDARD-ADR

Version: 1.0.0

Status: Approved

---

Version: 1.0.0

---

Version: 1.0.0

Version: 2.0.0

Standard ID: CODITECT-STANDARD-SDD

Standard ID: CODITECT-STANDARD-TDD

Version: 1.0.0

---

---

Version: 1.0.0

Analysis Date: December 3, 2025

Audit Date: 2025-11-28

Building Tomorrow's Agentic AI Power Users Today

Date: 2025-09-22

Executive Summary

Date: 2025-11-26

Date: 2025-11-16

Date: 2025-10-14

Version: 3.0

Version: 2.0.0

CI/CD integration, automation patterns, and test suite execution

Version: 2.0.0

Complete reference for all 34 test categories with validation rules

Version: 1.0.0

CODITECT Testing Components CODITECT provides specialized agents, commands, skills, and hooks for testing and quality assurance. This guide catalogs all test...

License Management Platform - Design Specifications

CODITECT Uncertainty Quantification & MoE Evaluation Framework

Version: 1.0.0

AI-powered platform that transforms Architecture Decision Records into working software.

Last Updated: 2025-10-07

Last Updated: 2025-10-07

Date: 2025-10-07

Date: 2025-10-07

Date: 2025-10-07

Date: 2025-10-07

Version: 1.0.0

Prompt ID: 01-PRODUCT-DEFINITION

Prompt ID: 02-PRODUCT-REQUIREMENTS

Prompt ID: 04-TECHNICAL-DESIGN-DOCUMENT

Document Version: 1.1.0

Project: CODITECT Enterprise Document Management System

Project: CODITECT Enterprise Document Management System

Date: 2025-09-22

Overview

Version: 1.0.0

Version: 1.0.0

Version: 1.0.0

Agentic Development as a Service - Transform Ideas into Production-Ready Products with Autonomous AI Orchestration

🌐 Server Features

Date: November 24, 2025

Overview

* Overview

System Prompt

Expert skill for multi-agent communication, control commands, and delegation patterns.

* Overview

Date: December 19, 2025

You are a competitive intelligence specialist for strategy brief generation. Your role is to analyze competitive landscapes, profile key competitors, map strategic positioning, and identify competitiv

You are an expert competitive market analyst specializing in AI-first development tools and IDEs. Your primary expertise lies in systematic competitive intelligence gathering, market positioning analy

Project: CODITECT Rollout Master

From Educational Framework to Generic Project Template

Date: 2025-11-26

You are a Complexity Assessment Specialist responsible for analyzing task descriptions and recommending appropriate complexity levels, workflow phases, token budgets, and agent sequences for optimal e

System Prompt

Overview

Component Activation Infrastructure - PROJECT PLAN Project ID: CODITECT-ACTIVATION-2025-11-29 Status: ✅ Phase 1-4 Complete Component Type Documented Callable...

Purpose: Enable CODITECT self-awareness through unified capability indexing across all component types.

Date: 2026-02-11

You are a Component QA Reviewer responsible for deep quality assessment of CODITECT framework components. Your mission is thorough evaluation of content quality, documentation completeness, and adhere

You are a Component QA Validator responsible for automated structural compliance validation of CODITECT framework components. Your mission is fast, accurate validation against established standards.

Complete inventory and mechanics of all CODITECT framework components.

**Complete inventory and mechanics of all CODITECT framework components.**

Complete inventory and mechanics of all CODITECT framework components.

Date: 2026-02-15

Executive Summary

Version: 1.0.0

Course Overview

Project: CODITECT Context Intelligence Platform

8. Security Implementations

Date: November 22, 2025

Concept Tag Cloud

Date: 2025-11-28

Comprehensive multi-dimensional code and architecture review specialist

You are a Compression Evaluator, a specialized judge agent that evaluates the quality of context compression using probe-based assessment methodology.

1. Metadata Compression

System Prompt

* Overview

Date: 2025-10-28

Technical content marketing and developer relations specialist

Document Type: Production Pipeline Guide

✅ Use when: Researching founding team backgrounds for competitive analysis Validating credentials of executives, investors, or advisors Conducting...

✅ Use when: Analyzing code patterns across multiple files with dependency tracking Planning systematic refactoring operations with rollback support...

✅ Use when: Developing React components in isolation with live preview Testing frontend components with Playwright automation Performing visual...

✅ Use when: Fixing Mermaid diagrams that fail to render on GitHub Automating syntax repairs across multiple diagram files Ensuring GitHub Mermaid...

Design and evaluate context compression strategies for long-running agent sessions

INSTRUCTIONS FOR CLAUDE: Execute the appropriate backup script command based on arguments.

Context Database Enhancement Analysis Author: Claude Code Analysis Date: 2025-12-22 Status: Proposed Priority: P1 - Critical for MoE Agent Continuity The COD...

Author: Claude Code Analysis

Context Database Schema V2 - Complete Data Capture Design Principles Zero Data Loss - Every field from every entry type is preserved Query Optimized - Common...

Version: 2.0.0

Recognize, diagnose, and mitigate patterns of context degradation in agent systems

Understand context components, mechanics, and constraints in agent systems

Integration plan for Agent-Skills-for-Context-Engineering into CODITECT-CORE

Context Engineering Integration Tasklist v2 Project: Agent-Skills-for-Context-Engineering Integration Status: In Progress Start Date: 2025-12-27 Target Compl...

Analyze the current session context for health issues including degradation, poisoning indicators, and optimization opportunities.

You are a Context Health Analyst, a specialized agent for monitoring and analyzing session context health. Your primary function is to detect context degradation patterns, attention distribution issue

Apply optimization techniques to extend effective context capacity in agent systems

Restore context from: $ARGUMENTS

Current Status: Aviation Complete (98/100) + Automation Framework Ready

Consumer-driven contract testing patterns ensuring API compatibility between services with Pact a...

Thank you for your interest in contributing to the AI-Powered PDF Analysis Platform!

Thank you for your interest in contributing to the CODITECT Enterprise Content and Document Management System! This document provides guidelines and workflows for contributing to the project.

Overview

* Overview

Our Pledge

Overview

Overview

You are the **Council Chairman**, responsible for synthesizing multi-agent code review findings into final verdicts with structured merge decisions and compliance audit trails.

Council Orchestration Patterns When to Use This Skill Use this skill when implementing council orchestration patterns patterns in your codebase. How to Use T...

You are the **Council Orchestrator**, responsible for coordinating multi-agent code review councils that produce consensus-based, auditable quality assessments.

Council Review Patterns When to Use This Skill Use this skill when implementing council review patterns patterns in your codebase. How to Use This Skill Revi...

Multi-agent code review pattern with anonymized peer evaluation, consensus scoring, and structure...

System Prompt

System Prompt

Create an isolated git worktree for parallel task execution.

Version: 1.0.0

**Version:** 1.0.0 **Created:** 2025-12-12 **Category:** Creative Professional & Freelance **Tota...

Version: 1.0.0

Date: 2025-10-06

Date: 2025-10-06

Date: November 30, 2025

C4 Model Analysis with Integrated Diagrams

Detailed Task Breakdown with Progress

QR Contact Card Generator - CRM Integration

Contact Relationship Management System for QR Contact Card Generator

Contact Relationship Management System

Contact Relationship Management System

Automated documentation synchronization across 4 key files to prevent inconsistencies and missed ...

Date: 2025-10-06

Implemented Features

Generate comprehensive educational content for: $ARGUMENTS

Overview

Version: 2.0.0 (Phase 2 - Production Multi-Tenant SaaS)

🎯 Overview

🎯 Overview

Overview

Overview

Version: 4.0 (Hybrid AI + GPS Navigation)

🎉 Completed Work

🎉 Completed Work

Multi-Project, Multi-Tenant, Multi-Team Navigation System

Multi-Project, Multi-Tenant, Multi-Team Navigation System

Status: Production Ready

Document Version: 1.0

Complete Multi-Tenant SaaS Solution

Version: 2.0

Date: 2025-11-24

Date: November 27, 2025

One-page cheat sheet for developers using the v2.0 schema

Data engineering and pipeline architecture specialist

* Overview

You are a Comprehensive Database Architect responsible for designing, implementing, and optimizing database systems across the full spectrum of SQL and NoSQL technologies. You complement the foundatio

Executive Summary

Status: Design Proposal

Analyze database: $ARGUMENTS

1. Core Database Functions

1. Core Schema Structure

Purpose

CODITECT Cloud Platform Deployment - First Day Protocol

System Prompt

AI-powered debugging specialist for automated root cause analysis and issue resolution.

Version: 5.0.0

Analyze requirements and decompose tasks for: $ARGUMENTS

Production-ready dependency vulnerability scanning skill for identifying and remediating vulnerab...

System Prompt

**Purpose**: Find and restore previous successful deployment configurations by analyzing git hist...

This guide covers deploying the PDF Analysis Platform to Google Cloud Platform (GCP) using Google Kubernetes Engine (GKE) and Cloud Build.

Date: 2025-11-26

Date03 UTC

Deployment strategy and release management specialist

🎯 What Problem Did We Solve?

Executive Summary

Date: December 2, 2025

Date: 2025-11-26

1. Core System Requirements Analysis

Phase 1: Core System Hardening

CODITECT Audio2Text

Comprehensive guide for developing with the Coditect AI IDE (T2) codebase.

Last Updated: 2025-10-13

You are a DevOps Engineering Specialist responsible for comprehensive CI/CD automation, infrastructure management, and operational excellence through modern DevOps practices, container orchestration,

Document ID: CODITECT-DMS-SPEC-014

Summary

Date: 2025-11-24

📋 Summary

Date: 2025-10-12/13

Docker development patterns, best practices, and AI agent workflows for containerized development

Last Updated: 2025-10-13

Date: November 22, 2025

Date: November 22, 2025

Created Documents

**Type:** document-merger

Expert skill for intelligently splitting large documents at semantic boundaries rather than arbit...

Collection of document processing skills for various file formats.

Execution report for internal/project/ consolidation. Created 3 new files, deleted 100+ obsolete files.

Documentation Consolidation MoE Orchestration Plan Created: 2025-12-22 Objective: Reduce 544 docs to ~100 essential, high-quality documents Method: Mixture o...

Consolidation plan for internal/project/ directory: 132 files → 30 files target

DOCUMENTATION CROSS-REFERENCES AND DEPENDENCIES Date: November 22, 2025 Project: Documentation Reorganization - Phase 1, Day 1 Purpose: Map all documentation...

Automated documentation generation specialist

Quick Start

DOCUMENTATION INVENTORY - Complete File Catalog Date: November 22, 2025 Project: Documentation Reorganization - Phase 1, Day 1 Purpose: Comprehensive invento...

Date: 2025-11-30

You are a Documentation Librarian and Information Architect specializing in organizing, maintaining, and optimizing documentation systems. Your job is to create well-structured, navigable documentatio

Invoke the documentation-librarian agent to transform scattered documentation into organized, navigable systems with automated quality monitoring.

Production-ready documentation organization and maintenance system that transforms scattered docu...

Date: 2025-10-07

Generate documentation for: $ARGUMENTS

Status: Ready to Execute

Repository: coditect-cloud-infra

Created: 2025-11-23

You are a Documentation Quality Agent responsible for ensuring all technical documentation in CODITECT projects meets the highest standards for clarity, accuracy, consistency, and maintainability. You

Purpose: Visual representation of how this plan achieves 100/100 documentation quality.

Documentation Quality Report CODITECT Core - Comprehensive Link and Navigation Analysis

Documentation standards validation, quality metrics, completeness checks, and consistency analysis

Documentation Re-Organization Project Plan Project: CODITECT-CORE Documentation Reorganization Status: Phase 1 COMPLETE - Ready for Phase 2 (December 7, 2025...

Documentation Re-Organization Tasklist with Checklist Project: CODITECT-CORE Documentation Reorganization Status: Ready for Execution Created: December 7, 20...

Date: 2025-10-07

Date: 2025-10-07

Purpose: Visual representation of the complete documentation structure before and after reorganization.

coditect-rollout-master CLAUDE.md and README.md

Date: 2025-11-22

DOCX creation, editing, and analysis When to Use This Skill Use this skill when working with DOCX document generation or manipulation in your codebase. How t...

* Overview

Success Criteria [ ] [Success criterion 1] [ ] [Success criterion 2] [ ] [Success criterion 3]

Comprehensive end-to-end testing patterns for reliable, maintainable browser automation with Play...

* Overview

* Overview

Document: ADR-028

User

Version: 1.0.0

**Version:** 1.0.0 **Last Updated:** December 12, 2025 **Categories:** Education, Healthcare, Wel...

Version: 1.0.0

You are an Educational Content Generator specialist responsible for creating comprehensive, multi-level AI learning content optimized for Google NotebookLM processing and book/assessment generation.

Version: 1.0

* Overview

Research Date: December 19, 2025

Fortune 500 Financial Services Company

Overview

System Prompt

Error analysis and debugging specialist

1. Core Error Handling Framework

System Prompt

Evaluate AI responses using professional LLM-as-judge patterns. Supports direct scoring, pairwise comparison with position bias mitigation, and rubric generation.

Expert skill for creating evaluation rubrics, implementing LLM-as-judge patterns, and assessing q...

* Overview

* Overview

Generated from adr-004-v4-api-architecture-part2-technical.md

Date: 2026-02-17

Date: 2026-02-17

Company: AZ1.AI / CODITECT

Prepared For: Hal Casteel, Founder/CEO/CTO, AZ1.AI INC

**Version:** 1.0.0

Expanded Onboarding Patterns When to Use This Skill Use this skill when implementing expanded onboarding patterns patterns in your codebase. How to Use This ...

Explain Skill - Intelligent Question Answering Automatically determine the best strategy to answer user questions by combining: Direct LLM knowledge Local kn...

1. Open-Source Software Components

* Overview

* Overview

* Overview

Status: Active Development

Date: November 30, 2025

System Prompt

Welcome to the File Monitor documentation. This index provides quick navigation to all documentation resources.

Quick Access

Production-grade cross-platform file system monitoring library with comprehensive error handling, observability, and graceful shutdown.

Date: 2025-10-06

Executive Summary

Executive Summary

Date: 2025-10-06

Date: 2025-10-06

Date: 2025-10-06

Date: 2025-10-06

Date: 2025-10-06

What is the File-Monitor?

Date: 2025-10-06

Purpose

Core Application Files

Document Type: Research & Best Practices Guide

Date: November 22, 2025

Date: February 12, 2026

Documentation quality specialist for CODITECT v4. Reviews ADRs against QA-REVIEW-GUIDE-v4.3 standards, ensures cross-document consistency, tracks documentation evolution, and maintains 40/40 quality scores. Essential for ADR reviews and documentation updates.

Overview

Overview

**Version:** 1.0.0

**Version:** 1.0.0 **Category:** Mentorship & Guidance **Status:** Production **Last Updated:** D...

System Prompt

Cross-platform mobile development specialist with expertise in Flutter, Dart, and native platform integration.

Cluster Details

FoundationDB specialist for CODITECT v4. Expert in multi-tenant key design, transaction patterns, performance optimization, and distributed consistency. Ensures ADR-001 compliance for data isolation and implements efficient query patterns.

You are a Comprehensive Database Specialist combining expertise from FoundationDB operations, database architecture, and schema design. You unify three specialized areas into enterprise-grade database

Created: 2025-10-14

🎉 Mission Accomplished: $1,320/month Cost Savings!

Created: 2025-10-14

Date: 2025-10-06

Expert skill for working with FoundationDB in the T2 multi-tenant architecture.

Setup ticketing for: $ARGUMENTS

Framework migration and modernization specialist

Expert skill for event-driven systems, FSMs, architecture modeling, and reactive patterns.

You are a strategic framework specialist for strategy brief generation. Your role is to apply rigorous strategy frameworks to market and competitive data, translating raw intelligence into structured

* Overview

Version: 2.0 (theia-based)

Purpose

Autonomous frontend development specialist for React/Vue/Svelte component development, testing, and browser automation using CODITECT Component Viewer and Playwright.

Frontend and mobile development specialist

You are an Advanced React/TypeScript Frontend Specialist responsible for building production-grade user interfaces with strict type safety, modern patterns, and exceptional performance characteristics

Session: FRONTEND-EXPERT-SESSION2

System Prompt

Executive Summary

Generated: 2025-12-18

Generated: 2025-11-23

Type: Infrastructure Diagram

Date: 2025-11-23

Automated cleanup of legacy GCP resources based on proven patterns from production deployments.

Project ID: serene-voltage-464305-n2

GenAI Context-Memory Management & AI Development Analytics Market Research

Document Status: PLACEHOLDER - Awaiting market research content from web-search-researcher agent

Generate PR description for: $ARGUMENTS

Autonomous submodule specification and multi-agent implementation planning system.

System Prompt

System Prompt

You are a Generative UI Accessibility Auditor specialist expert in validating WCAG 2.1 AA/AAA compliance through automated testing, manual review, and comprehensive accessibility reporting.

You are a Generative UI Architect specialist expert in designing component hierarchies, layout structures, and architectural patterns for production-ready user interfaces.

You are a Generative UI Code Generator specialist expert in producing production-ready TypeScript/React code from UI architectures with strict typing, accessibility, and comprehensive testing.

Analysis Date: November 26, 2025

You are a Generative UI Intent Analyzer specialist expert in parsing natural language descriptions and converting them into structured UI specifications for production-ready component generation.

You are a Generative UI Quality Reviewer specialist expert in comprehensive code review for production-ready React + TypeScript applications with focus on type safety, performance, security, and maint

* Overview

Complete Git workflow, configuration, and best practices for the Coditect AI IDE project.

Automated git workflows for CODITECT repositories with submodule synchronization.

Automated git operations for common workflows: status checks, branch management, commits with con...

You are the **Git Workflow Orchestrator**, responsible for coordinating bottom-up git synchronization across multi-repository projects with submodules, ensuring safe operations, conventional commits,

Comprehensive CI/CD automation with GitHub Actions including workflow optimization, matrix strate...

Date: 2025-10-26

Document Purpose: Define market positioning, value proposition, and customer acquisition strategy

Project: serene-voltage-464305-n2

Project: CODITECT Google Docs Integration

Project: CODITECT Google Docs Integration

Project: CODITECT Google Docs Integration

Project: CODITECT Google Drive Integration

To persist container data with pods in Google Cloud GKE, use Kubernetes PersistentVolumes (PV) and PersistentVolumeClaims (PVC) to facilitate durable storage: a pod mounts a PVC, which dynamically provisions and attaches a persistent disk (Compute Engine Persistent Disk or Google Filestore) for consistent data across pod restarts.

Document Type: Technical Reference Guide

Project: CODITECT Google Mail (Gmail) Integration

Project: CODITECT Google Meet Integration

Document Type: Technical Reference Guide

Research Date: December 19, 2025

Production-ready GraphQL API design skill implementing industry best practices for schema design,...

System Prompt

Help Documentation Task List Created: 2025-12-11 Status: In Progress Priority: High - User Experience Total Incomplete ------------------- 115 73 20 10 41 0 ...

Overview

Time Required: 30-60 minutes

Version: 1.0.0

Time Required: 45-90 minutes

Estimated Time 45 min, production workflow: 90 min)

Estimated Time 30 min, complex with validation: 50 min)

Estimated Time 30 min, production script: 60 min)

Estimated Time 20 min, complex with agents: 40 min)

Complete workflow definitions for human resources, legal compliance, financial operations, investor relations, and risk management automation.

Complete workflow definitions for human resources, legal compliance, financial operations, invest...

Complete workflow definitions for human resources, legal compliance, financial operations, investor relations, and risk management automation.

Classification: Internal — Security Engineering

What We've Accomplished

This guide explains how to use the HTTP mock infrastructure for testing API integrations in the Runway Calculator application.

Analysis Date: 2025-10-14

Analysis Date: 2025-10-14

Analysis Date: 2025-10-14

Analysis Date: 2025-10-14

Analysis Date: 2025-10-14

Analysis Date: 2025-10-14

Date: 2025-10-29

This document outlines our hybrid approach to testing in the Runway Calculator application, which combines the standard Rust testing pattern with additional organization for complex testing scenarios.

Date: November 22, 2025

The main reason your theia instance's Kubernetes pod disappears after a session timeout is likely due to the pod's lifecycle management in conjunction with theia Cloud or the container orchestration configuration that automatically terminates pods when idle or after a timeout period. Some theia Cloud deployments are designed to destroy IDE pods automatically after a certain inactivity timeout, around 30 minutes or so, to free up resources. theia-cloud uses a session timeout and monitors network activity to decide when to terminate pods that are no longer in use, as seen in some GitHub discussions about theia-cloud container auto-destruction behavior.

Overview

System Prompt

Implementation Blueprint: Reviewer Council for Coditect This document provides production-ready implementation patterns for integrating the LLM Council's pee...

Overview

Summary

Build production-ready implementation for: $ARGUMENTS

Expert skill for tracking implementation progress across multi-file tasks with fuzzy path matchin...

From Educational Framework to Universal Template

What Was Created

Incident response and crisis management specialist

Incident response coordination and management specialist

System Prompt

Infrastructure as Code templates and best practices for GCP, AWS, and Azure deployment with Terraform and Pulumi

Date: 2025-10-07

Date00 AM EST

Issue Summary

* Overview

Date: 2025-10-13

Classify intent for: $ARGUMENTS

This skill provides a **fully interactive, general-purpose framework** for analyzing any aspect o...

When to use this skill ✅ Use this skill when: Writing 3P updates (Progress, Plans, Problems) Drafting company newsletters Creating FAQ responses Preparing st...

Internal Docs Consolidation - Quick Reference Card Status: Ready for Execution Timeline: 2 weeks (16-20 hours) Impact: 390 → 60 files (85% reduction) Before ...

Internal Documentation Analysis - Executive Summary Date: December 22, 2025 Analyst: Claude Sonnet 4.5 Scope: directory analysis for documentation reorganiza...

Date: December 22, 2025

Internal Documentation Consolidation - Visual Flow Before & After Comparison Consolidation Process Flow File Consolidation Examples

Date: December 22, 2025

Date: December 22, 2025

Completed: December 22, 2025

Generated: December 22, 2025

* Overview

Comprehensive IoT development patterns for device communication, data ingestion, and cloud integr...

Complete JSONL session file processing capability with intelligent chunking, deduplication, and r...

Expert in processing Claude Code native JSONL session files with intelligent chunking, deduplication, and resume capability.

You are a Kubernetes StatefulSet Expert specializing in persistent workloads, container orchestration, and production-ready stateful applications for enterprise environments.

Source: Anish Acharya, Partner at Andreessen Horowitz (A16Z) Context: ~1,000 days since ChatGPT launch (November 2022)

Source: Anish Acharya, Partner at Andreessen Horowitz (A16Z)

This document summarizes the comprehensive toolset and documentation created for integrating the Coditect knowledge base with the multi-agent system.

Overview

Comprehensive strategy for maintaining, updating, and ensuring the long-term relevance of the Coditect knowledge base as it grows over time.

Overview

Comprehensive debugging and troubleshooting patterns for Kubernetes clusters including pod failur...

* Overview

* Overview

50 comprehensive H.P.006-WORKFLOWS for law firm operations, case management, corporate legal, compliance, and legal technology.

> **50 comprehensive workflows** for law firm operations, case management, corporate legal, compl...

50 comprehensive workflows for law firm operations, case management, corporate legal, compliance, and legal technology.

Overview

Date: November 24, 2025

Date: November 24, 2025

Date: November 30, 2025 (Updated with Expanded Research)

System Prompt

Copyright © 2025 AZ1.AI INC. All Rights Reserved.

Copyright © 2025 AZ1.AI INC. All Rights Reserved.

Executive Summary

You are an LLM Judge, a specialized evaluation agent implementing best practices for LLM-as-judge patterns. You provide objective, evidence-based evaluation of AI outputs.

Production-ready load testing skill covering major tools (k6, Artillery, Locust), test scenario d...

CODITECT Citus Django Infrastructure

Complete Docker development environment setup with Ubuntu 22.04 LTS, XFCE, zsh, Claude Code, and CODITECT framework pre-installed

System Prompt

Venture capital and business analysis specialist for CODITECT v4. Provides market sizing (TAM/SAM/SOM), competitive landscape analysis, financial modeling, unit economics, investment readiness assessment, and strategic positioning for AI-powered development platforms. Expert in SaaS metrics and Series A-B valuations.

Frontend specialist for CODITECT v4 React/TypeScript implementation. Builds type-safe UIs with strict mode, WebSocket real-time features, API integrations, and responsive designs. Expert in React 18, TypeScript 5, modern CSS, and frontend performance optimization.

Observability and monitoring specialist for CODITECT v4. Implements structured logging per ADR-022, integrates with GCP operations suite, ensures distributed tracing, and enhances CODI monitoring system. Guardian of system visibility and operational excellence.

Rust implementation specialist for CODITECT v4. Develops production-grade Rust code following ADR standards, with expertise in Actix-web, FoundationDB integration, async patterns, and multi-tenant architectures. Primary agent for src/ implementation.

Full-stack cloud architecture specialist for CODITECT v4. Reviews code with deep GCP expertise, optimizes CI/CD pipelines, ensures cloud-native patterns, and validates deployment readiness. Expert in Rust, TypeScript, React, FoundationDB, and Google Cloud Platform.

CODITECT v4 ADR compliance specialist. Reviews implementations against ADR standards, ensures 40/40 quality scores, validates architectural decisions, and enforces v4 blueprint requirements. Essential for all ADR-related quality gates.

FoundationDB schema design specialist for CODITECT v4. Ensures optimal key design for multi-tenant isolation, implements efficient transaction patterns, manages data consistency, and enforces ADR-006 data model standards. Expert in distributed key-value architecture.

1. What Must Be Preserved

Date: 2026-02-13

Purpose: Validate end-to-end user experience in production

Consolidated market research covering GenAI context memory market, competitive analysis, SaaS frameworks, and strategic positioning

Purpose: Consolidated market intelligence for CODITECT strategic positioning

You are a market research specialist for strategy brief generation. Your role is to quantify market opportunities through rigorous TAM/SAM/SOM analysis, identify growth drivers and barriers, and provi

Master File-by-File Action Plan Project: CODITECT Core Production Standardization Purpose: Detailed file-by-file and directory-by-directory action plan Date:...

Purpose: Generate a complete, production-ready, cloud-native PDF analysis platform with AI integration deployed on Google Kubernetes Engine.

Overview

Overview

You are a Memory Context Agent responsible for intelligent long-term memory retrieval in the CODITECT framework. Your primary mission is to surface relevant prior work to inform current sessions while

MEMORY-CONTEXT Performance Optimizations Date: 2025-11-16 Sprint: Sprint +1 Week 2 - Performance Optimization Status: ✅ Complete Implemented performance opti...

Complete guide to CODITECT's anti-forgetting memory system.

You are a Memory Optimization Agent responsible for intelligent context management during long-running multi-file implementation tasks. Your core innovation is **write-file-triggered memory optimizati

Intelligent long-term memory retrieval that surfaces relevant prior work context while optimizing...

Design and implement memory architectures for agent systems with cross-session persistence

Date: 2025-11-16

Automated Mermaid diagram syntax fixer that ensures all diagrams render correctly on GitHub by applying idempotent fixes for common compatibility issues including line breaks, ampersands, quotes, brac

Analysis Date: 2025-11-27

Analysis Date: 2025-11-27

* Overview

Database migration patterns for safe, zero-downtime schema changes with comprehensive rollback ca...

Date: December 26, 2025

Analyzes your use case or workflow and assembles an optimal team of specialized CODITECT agents, each contributing their unique expertise.

Orchestrates the complete MoE lifecycle: assembles experts to create deliverables, then judges to evaluate and iterate until quality standards are met.

Assembles a panel of specialized judges to evaluate, critique, and score output from multiple expert perspectives.

Machine learning operations specialist with expertise in ML pipelines, model serving, and production ML systems.

Comprehensive mobile CI/CD automation for iOS and Android deployment pipelines.

Project: CODITECT Enterprise Document Management System

Level 1: System Context Diagram

Document Type: Strategic Analysis & Recommendations

Date: 2025-10-19

System Prompt

1. Core Monitoring Framework

Purpose

You are a Unified Observability and Monitoring Architect responsible for comprehensive system visibility through structured logging, distributed tracing, metrics collection, and real-time monitoring f

Status

Expert skill for managing complex multi-agent workflows with token budget awareness, context mana...

Multi-tenant architecture specialist for CODITECT v4. Expert in tenant isolation, data partitioning, security boundaries, and scalable SaaS patterns. Ensures complete tenant separation while maintaining performance and operational efficiency.

You are a Multi-Tenant Architect responsible for designing and validating complete tenant isolation, scalable SaaS architecture, and security boundaries across all system components for enterprise app

You are a Multi-Agent Coordinator, an orchestrator agent specialized in coordinating complex multi-agent workflows with robust failure handling, handoff protocols, and consensus mechanisms.

Date: November 30, 2025

Execute comprehensive competitive research using coordinated subagents.

Analysis Date: 2025-10-14

Analysis Date: 2025-10-14

Research Date: 2025-10-19

Analysis Date: 2025-10-14

Status: ✅ Implemented

Analysis Date: 2025-10-14

Version: 1.0

Version: 1.0

Overview

Document Version: 1.0

Purpose: Coordinate 5 parallel agent workstreams for CODITECT Cloud Platform deployment with zero merge conflicts and 45-52% faster completion time.

Date: 2025-10-14

Generated25:00Z

You are a Native Installer Builder responsible for creating production-ready installation scripts that enable users to install CLI tools and binaries without requiring Node.js or package managers.

✅ Use when: Updating project templates (project-plan.md, tasklist.md) Synchronizing configuration changes across multiple submodules Applying new...

MEMORY-CONTEXT Dashboard

System Prompt

Last Updated15 EST

This document outlines the next steps for completing and improving the Runway Calculator application.

Completed

Completed

Status: Phase 2 ✅ COMPLETE → Moving to Staging Deployment

Expert skill for optimizing educational content specifically for Google NotebookLM processing, en...

You are an expert meta-cognitive novelty detection specialist with advanced automation capabilities in systematic situation assessment and adaptive response strategy development. Your primary expertis

This skill provides comprehensive patterns for packaging and publishing native binaries as npm pa...

Expert skill for distributing native binaries via npm using the optionalDependencies pattern with...

You are an npm Packaging Specialist responsible for creating production-ready cross-platform npm packages that distribute native binaries efficiently using modern npm patterns and best practices.

Observability and monitoring implementation specialist for distributed systems, focusing on the three pillars: metrics, logs, and traces.

Version: 1.0.0

CODITECT Cloud Infrastructure

Company Hal Casteel, Founder/CEO/CTO | Email: hal@az1.ai

Plan and implement: $ARGUMENTS

Research and plan ticket: $ARGUMENTS

Implementation Status: 🔧 Requires Adaptation

Date: November 30, 2025

Executive Summary: Comprehensive DevOps operational analysis comparing centralized monolithic OpenTofu/Terraform infrastructure management against distributed service-specific approach for multi-service platforms. Includes operational complexity scoring (1-10 scale) across team sizes from founder-led startup (1-2 engineers) to scaling organization (5-10 engineers).

Date: December 1, 2025

Date30 AM EST

Date: 2025-10-06

Optimize performance for: $ARGUMENTS

Production-ready optimization patterns for improving application performance across caching, lazy...

Multi-submodule zero human-in-the-loop orchestration for entire CODITECT ecosystems.

Zero human-in-the-loop orchestration for bringing a submodule to CODITECT compliance standards.

Zero human-in-the-loop orchestration for bringing submodules and ecosystems to CODITECT complianc...

You are a Unified Multi-Agent Orchestrator responsible for comprehensive workflow coordination across T2 project development, CODI system integration, and production-grade multi-agent management. You

You are an intelligent Code Review Orchestration Specialist with advanced automation capabilities. You conduct comprehensive ADR-compliant code reviews while coordinating multi-agent workflows with sm

You are an intelligent multi-agent coordination planner with advanced automation capabilities. Your job is to analyze complex tasks and create detailed execution plans using smart context detection an

News around Eclipse theia

News around Eclipse theia

Purpose: One paragraph pitches customized for different audiences and contexts

CODITECT Cloud Platform Deployment Optimization

CODITECT Cloud Platform Deployment

Execute multiple tasks concurrently in isolated git worktrees.

Pattern matching, similar code discovery, anti-pattern detection, and duplication analysis for code quality improvement

The PDF Generation skill provides publication-grade document conversion capabilities for the CODI...

Use this skill when working with PDF document generation or manipulation in your codebase.

You are a PDF Publishing Specialist responsible for generating publication-grade PDF documents from Markdown source files with consistent CODITECT branding.

Security penetration testing specialist for authorized vulnerability assessment across web applications, APIs, and infrastructure with comprehensive ethical hacking methodologies.

Comprehensive guide to optimizing the AI-Powered PDF Analysis Platform for production scale.

Specialized performance analysis agent for identifying and diagnosing application bottlenecks across CPU utilization, memory consumption, I/O operations, and request latency. Generates actionable opti

Date: 2025-10-28

Date: November 27, 2025

Date: 2025-10-06

Date: 2025-10-14

Overview

Date: December 1, 2025

Date: December 1, 2025

Date: December 1, 2025

Status: Design Complete → Implementation in Progress

Status: Implementation Complete ✅

-------------- 10/min PATCH Refresh session TTL None

Status: ✅ COMPLETE

Status: ✅ COMPLETE

Project: CODITECT Cloud Backend License Management

Status: In Progress

Date: November 30, 2025

Project: CODITECT Core Production Standardization Phase: 1 - Standards Compliance Analysis (Grading Complete + Phase 0.7 Upgrades Complete) Date:...

Project: CODITECT Core Production Standardization Phase: 1 - Standards Compliance Analysis (IN PROGRESS) Date: December 4, 2025 Status: 🟡 INTERIM...

Date: November 30, 2025

Date: November 30, 2025

Date: 2025-10-14

Date: November 27, 2025

Date: November 27, 2025

Date: November 27, 2025

Date: November 27, 2025

Date: November 27, 2025

Date: 2025-10-14

Date: December 26, 2025

Phase ID: CODITECT-PHASE-5-MULTI-SESSION Status: 📋 READY TO START Priority: P0 - CRITICAL for Production Use Created: 2025-11-29 Estimated Effort:...

Project: CODITECT Cloud Infrastructure

Date Completed: 2025-11-30

Date: November 30, 2025

Date: November 30, 2025

Last Updated00:00Z

Workflow ID: WF-PILOT-001

Comprehensive orchestrated workflow for PILOT project execution with Track-based task management, MoE orchestration, and automated session management

Workflow ID: WF-PILOT-001

Multi-Slide Presentation (15 slides)

Date: 2025-10-26

Automatic environment synchronization after branch checkout, ensuring dependencies and configuration are always current.

Date: 2025-11-24

Analyze context health after each session to detect degradation patterns, measure optimization effectiveness, and recommend improvements for future sessions.

Advanced PostgreSQL patterns for production-grade database design, query optimization, and operat...

PPTX creation, editing, and analysis When to Use This Skill Use this skill when working with PPTX document generation or manipulation in your codebase. How t...

Date: 2025-11-26

Comprehensive pre-commit validation ensuring code quality, security, and standards compliance before any commit is created.

Validates CODITECT framework components before commit with quick quality checks.

Overview

Test execution and build verification before pushing to remote repository, preventing broken code from reaching shared branches.

Automatically retrieves relevant long-term memory context when a new Claude Code session starts. Analyzes the current project context and injects relevant prior work, decisions, and patterns.

* Overview

Process documentation from: $ARGUMENTS

Analyze and process Claude Code native JSONL session files from ~/.claude/projects/ with intelligent chunking, deduplication, and watermark tracking.

Clean repository: $ARGUMENTS

Multi-agent coordination specialist for production directory cleanup operations.

Date: 2025-10-26

Complete production deployment procedures with pre-flight checklists, step-by-step deployment, validation, and rollback procedures

This guide covers operational considerations for deploying the file monitor in production environments.

Expert skill for validating, detecting, and organizing project folder structures to CODITECT prod...

Expert skill for production-ready code with circuit breakers, comprehensive error handling, obser...

AI-Powered PDF Analysis Platform

🏗️ Dual Repository Architecture

You are a **Project Builder Orchestrator** responsible for coordinating interactive project building workflows. You guide users through discovery, inventory, analysis, and deliverable generation by or

Design and build LLM-powered projects from ideation through deployment with staged pipelines

You are a project discovery and requirement gathering specialist. Your purpose is to autonomously conduct interactive discovery interviews, gather comprehensive project requirements, assess risks, and

Date: November 26, 2025

Required Modifications for Human Authority Implementation

Version: 1.0

Migrate project to new framework, language, or architecture

Migrate project to new framework, language, or architecture

Overview

Standardized directory structures, file organization, naming conventions, and automated project scaffolding

Overview

You are an intelligent project organization specialist with advanced automation capabilities and project type awareness. Your job is to analyze file organization, identify misplaced files, reorganize

Project Plan Summary .claude Framework: 78% → 100% Autonomous Operation

Date34:53Z

Project: CODITECT License Management Platform (FastAPI + PostgreSQL)

Project: CODITECT Hyper-Scale Multi-Tenant SaaS Platform

Overview

1. Introduction

November 2024

Generated25:57Z

Completed Components

✅ Completed

1. Completed Components

Date38:13Z

Report Date35:44Z

Complete directory tree for the Coditect AI IDE project.

Analysis Date: 2025-12-18

You are a project structure optimization specialist. Your purpose is to autonomously generate production-ready directory structures customized by project type, create starter templates for primary com

Project Overview

Overview

Prompt Metadata

Context

Context

Context

Context

Context

Context

Context

Context

Context

Context

Context

Context

Purpose

You are a prompt analyzer specialist focusing on AI-powered prompt analysis platform development with multi-dimensional analysis engines, AI provider orchestration, and real-time collaboration feature

Executive Summary

* Overview

Build rapid prototype for: $ARGUMENTS

System Prompt

System Prompt

📊 QA REVIEW BLOCK - FINAL APPROVAL

📊 QA REVIEW BLOCK - FINAL APPROVAL

Review Request Block

📊 QA REVIEW BLOCK

📊 QA REVIEW BLOCK

📊 QA REVIEW BLOCK

📊 QA REVIEW BLOCK

You are a QA reviewer agent specializing in documentation quality assurance and ADR review using the CODITECT v4 8-category scoring rubric. Your primary expertise lies in ensuring all technical docume

Purpose

QA Self-Healing Loop - Delivery Summary Date: 2025-12-22 Version: 1.0.0 Status: ✓ COMPLETE AND PRODUCTION READY Pattern Origin: Inspired by Auto-Claude auton...

QA Self-Healing Loop - Implementation Summary Date: 2025-12-22 Version: 1.0.0 Status: Production Ready Pattern Origin: Inspired by Auto-Claude autonomous val...

Version: 1.0.0

---------------- 1,000 1,000 1,600 4,000 2,240 16,000 3,072 64,000 4,146...

Architectural Evolution: Request/Response → Event-Driven

Executive Summary

Executive Summary

System Overview

Process Overview

📚 All Documents Created (370KB+ Total)

Comprehensive query optimization patterns for identifying and resolving database performance bott...

TL;DR: Generate 90 prompt files across 15 categories in 3 sessions using automation + AI orchestration.

Get the complete system running in under 30 minutes (local) or 2 hours (GKE production).

✅ Setup Complete!

Analysis Date: January 25, 2026

Implement ticket: $ARGUMENTS

System Prompt

System Prompt

Version: 1.0.0

Overview

Cross-platform mobile development specialist with expertise in React Native, Expo, and native module integration.

System Prompt

IMPORTANT: Before beginning work, read these documents IN ORDER.

System Prompt

Overview

System Prompt

Date: November 26, 2025

Date: December 26, 2025

Use this skill when working with XLSX document generation or manipulation in your codebase.

Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas

Complete workflow definitions for research and intelligence operations across 5 specialized categories.

Complete workflow definitions for research and intelligence operations across 5 specialized categ...

Complete workflow definitions for research and intelligence operations across 5 specialized categories.

Generates Architecture Decision Records documenting research adoption decisions using CODITECT ADR template

Conducts comprehensive technical research to inform implementation decisions, library selections, architectural choices, and best practices. Provides actionable findings with code examples and recomme

Generates c4-architecture.md with full C4 model analysis. C1 System Context (where tech sits relative to CODITECT actors), C2 Container Diagram (how it maps to CODITECT containers), C3 Component Diagram (internal decomposition), C4 Code Diagram (key interfaces, classes, data structures). Each level includes Mermaid diagram and narrative explaining architectural intent, design rationale, and compliance implications.

System Prompt

Date: 2026-02-11

Navigation guide for CODITECT research documentation - helps AI agents and contributors quickly find relevant research

Audience: Contributors, AI Agents, Research Team

Verify assumptions and validate technical approach for: $ARGUMENTS

Date2000

Document Type: Technical Reference Guide

1. Engineering Team Structure & Growth

Production-ready RESTful API design skill implementing industry best practices for resource-orien...

System Prompt

Roblox is a large user‑generated 3D gaming and social platform where players both create and play millions of experiences across devices, and it is one of the leading “metaverse‑style” platforms globally.

ROLLOUT-MASTER DOCS MIGRATION ANALYSIS Date: November 22, 2025 Objective: Centralize ALL core CODITECT documentation in CODITECT-core/docs/ Principle: CODITE...

This checklist tracks the development tasks for completing the Yew WASM Startup Runway Calculator application. The goal is to write high-quality code, test thoroughly, and update GitHub only with stable, well-tested features.

This checklist tracks the development tasks for completing the Yew WASM Startup Runway Calculator application. The goal is to write high-quality code, test thoroughly, and update GitHub only with stable, well-tested features.

Project Initialization (Q1 2024)

Project Status Overview

Current Status (Q1 2025)

Expert skill for Rust/Actix-web development in the T2 backend (GCP-deployed API).

Date: 2025-10-26

Purpose

⚠️ DEPRECATION NOTICE (January 2026)

You are a Rust Quality Assurance Specialist responsible for ensuring production-grade code quality through comprehensive reviews, testing validation, and adherence to Rust best practices and safety st

Date: November 22, 2025

You are a sample budget-aware agent demonstrating the thinking budget configuration system. This agent serves as a template for configuring other agents with cost-optimized thinking budgets.

System Prompt

Date: 2025-10-29

Human Authority and Project Governance

You are a script utility analyzer agent specializing in evaluating shell scripts, build scripts, and automation tools within codebases. Your primary expertise lies in determining script relevance, cat

Script Utility Patterns When to Use This Skill Use this skill when implementing script utility patterns patterns in your codebase. How to Use This Skill Revi...

Version: 1.0.0

Expert skill for optimizing codebase searches using Grep, Glob, Read, and specialized agents.

Production-ready secrets detection skill for identifying and preventing credential exposure in so...

Section to Add to PROJECT-PLAN-EXECUTOR-REFACTORING.md Insert this section after "Strategic Context & Rationale" and before "Technical Architecture" User Req...

Overview

Date: 2025-11-23

Production-ready security auditing skill implementing OWASP Top 10 coverage with integrated SAST ...

Security audit and vulnerability assessment specialist

CODITECT Citus Django Infrastructure

System Prompt

Date: 2025-10-07

Supported Versions

AI-Powered PDF Analysis Platform

Security scanning and automated vulnerability detection specialist

Automated security scanning with SAST, DAST, container scanning, IaC validation, and secrets detection integrated into CI/CD

Purpose

You are an Enterprise security architect responsible for multi-tenant isolation, vulnerability assessment, compliance frameworks, and ensuring CODITECT v4 maintains zero security breaches through comp

You are a Senior Software Architect responsible for designing and implementing enterprise-grade systems with comprehensive technical leadership, architectural decision-making, and full-stack developme

Overview

Purpose: RSA-4096 asymmetric key creation, license token signing, public key distribution, and signature verification for tamper-proof offline licensing.

Purpose: PostgreSQL database connection initialization, schema migration execution with Alembic, and zero-downtime migration strategies.

Purpose: Complete Django application deployment to Google Kubernetes Engine with Docker, Cloud Build, and rolling updates.

Purpose: Periodic heartbeat mechanism to maintain active seat reservations and prevent zombie sessions.

Purpose: Automatic subscription renewal via Stripe with invoice payment, license extension, and email notifications.

Purpose: Complete license validation workflow from CODITECT client startup through license token generation and local verification.

Purpose: Redis connection initialization, session key patterns, TTL management, Lua script execution, and failover handling for license seat tracking.

Purpose: Atomic seat acquisition workflow for floating concurrent licensing with Redis-based seat counting.

Purpose: Explicit seat release when CODITECT shuts down gracefully, freeing seats immediately for other users.

Purpose: Complete subscription creation workflow from plan selection through Stripe Checkout and license activation.

Purpose: User-initiated subscription cancellation with immediate effect or end-of-period options, retention offers, and downgrade handling.

Purpose: 14-day Pro trial activation workflow with validation, activation, and conversion tracking.

Purpose: Enterprise tier usage-based billing with event sourcing, periodic aggregation, and Stripe Usage Records API integration.

Purpose: Automatic cleanup of abandoned sessions (crashed clients, network failures, laptop sleep) to prevent permanent seat waste.

* Overview

* Overview

* Overview

* Overview

* Overview

* Overview

* Overview

* Overview

Status

Status

Status

Automated Claude Code session scanning, indexing, and analysis across all projects. Provides comp...

You are a specialist in Claude Code session management and analysis. Your job is to scan, index, analyze, and provide insights into Claude Code development sessions across all projects.

Generate comprehensive markdown and JSON indexes of all Claude Code sessions, organized by project with complete metadata.

Overview

Date: 2025-11-17

Date: YYYY-MM-DD

Date: 2025-10-06

Agent Identity and Mission

The Primary Orchestrator: Architect of Autonomous Development

Purpose and Importance

System Prompt

Expert skill for implementing secure checksum verification across platforms to ensure binary inte...

You are an intelligent skill quality enhancement specialist with advanced automation capabilities. Your job is to systematically evaluate and enhance T2 skills using smart context detection and automa

Status: In Progress

System Prompt

System Prompt

Name: smart-merge

**Name:** smart-merge **Version:** 1.0.0 **Category:** Documentation **Status:** Active

Research market intelligence: $ARGUMENTS

Complete workflow definitions for social media, community management, and non-profit operations c...

Complete workflow definitions for social media, community management, and non-profit operations categories.

Complete workflow definitions for social media, community management, and non-profit operations categories.

Date: 2025-10-26

Executive Summary

Investigation Date: October 20, 2025

System Architecture

Document Type: Technical Analysis & Incident Report

Purpose: Systematically diagnose Socket.IO 400 errors in GKE environment

Print this page for rapid incident response

You are a Software Design Document (SDD) Architect responsible for creating comprehensive software architecture designs using C4 methodology and industry-standard design practices. You specialize in t

Document Specification Block

AZ1.AI llm IDE - Browser-Based Development Environment

Document Version: 1.0

Autonomous AI Curriculum Development System

You are a Software Design Document Specialist responsible for creating comprehensive, maintainable, and enterprise-grade system architecture documentation that serves as the authoritative technical sp

| Metadata | Value |

Document Version: 1.0

------------

5. Metrics Collection System

Specialized Intelligence & Content Skills - Implementation Summary

Date: December 20, 2025

1. Vector Search Implementation

Date30:00Z

Date: 2025-10-19

System Prompt

Date: 2026-02-17

Rust quality assurance specialist for CODITECT v4. Combines deep Rust expertise with rigorous QA practices. Reviews Rust code for safety, performance, multi-tenant isolation, and ADR compliance. Ensures 95% test coverage and production readiness.

Target: 10-20 concurrent users

Research Date: November 23, 2024

⏱️ Time Required: 2-4 hours

Date: 2025-10-26

Document: ADR-029

Kubernetes StatefulSet expert for CODITECT persistent terminal pods. Specializes in GKE E2 machine configuration, persistent volume management, pod lifecycle orchestration, and resource optimization. Expert in stateful workload patterns for development environments.

* Overview

Strategic Impact Analysis: Coditect.AI Analysis Date: November 2025 Source Material: Anish Acharya (A16Z) Interview Focus: Implications for autonomous AI dev...

Analysis Date: November 2025

Generate professional executive strategy briefs with multi-stage research, strategic framework ap...

**Role:** Executive strategy brief generation specialist producing McKinsey/BCG/Bain-quality market and competitive analysis deliverables with multi-agent research coordination.

System Prompt

Project: CODITECT Stripe Integration

Project: CODITECT Stripe Integration

🚀 Claude Sub-Agent Workflows: 1-2-3 Quick Start

You are a submodule orchestration specialist responsible for the complete lifecycle management of CODITECT submodules. Your purpose is to autonomously coordinate setup, verification, health monitoring

System Prompt

Verify submodule setup, troubleshoot configuration issues, run health checks after updates

Overview

Transform any user request into the correct "Use the [agent-name] subagent" format.

Document Type: Supplementary Diagram

Document Type: Supplementary Diagram

Svelte and SvelteKit development specialist focusing on reactive patterns, efficient state management, and modern web application architecture.

Mixture of Experts evaluation comparing 4 sync architecture options for CODITECT

Date: 2025-12-29

You are a strategy synthesis specialist for strategy brief generation. Your role is to synthesize research findings from sibling agents into compelling executive summaries, one-page briefs, and action

CODITECT Hyperscale Multi-Tenant SaaS Platform

Part 1: System Categorization and Overview

Part 2: Introduction and Detailed System Overview

Part 3: Component Design

Part 4: Data Architecture

Part 4.1: Detailed Data Flow Diagrams

Part 5: Summary and Glossary

1. Core Infrastructure Components

9. Testing & Quality Assurance

Complete C4 model diagrams for the AI-Powered PDF Analysis Platform.

CODITECT Audio2Text

Version: 2.0

1. Core System Components Review

Visual representation of task dependencies for parallel execution planning

Overview

Overview

Legend

Project: CODITECT License Management Platform (Django + React + PostgreSQL)

* Overview

System Prompt

Test-driven development workflow specialist

Orchestrates the full 3-phase technology evaluation pipeline with multi-agent coordination, quality gates, and compliance-aware artifact generation

1. Detailed Performance Metrics

1. Additional Technical Components

System Prompt

Document Specification Block

Technical Overview

AZ1.AI llm IDE - Technical Implementation Specification

Document Version: 1.0

Document Version: 1.0

Document Version: 1.0.0

Consolidated technical research findings covering infrastructure, performance optimization, memory systems, and deployment strategies

Purpose: Consolidated technical research findings for CODITECT infrastructure and performance

Overview

Terminal Integration Patterns When to Use This Skill Use this skill when implementing terminal integration patterns patterns in your codebase. How to Use Thi...

Purpose

You are a terminal integration specialist focusing on WebAssembly terminal emulation, WebSocket real-time communication, and Kubernetes persistent container integration. Your expertise bridges fronten

🎯 Agent Overview

Infrastructure as Code best practices with Terraform including module design, state management, m...

Comprehensive test automation patterns for validating CODITECT framework components across 13 tes...

System Prompt

Document Version: 1.0.0

Quick reference for CODITECT testing framework and documentation

Status: Production

🎉 Summary

This directory contains test utilities and integration tests for the runway calculator application.

Purpose

You are a Comprehensive Testing Specialist and Quality Gate Enforcer responsible for test-driven development, quality validation, and task completion verification. You combine capabilities from testin

Overview

An Open, Flexible and Extensible Platform to efficiently develop and deliver Cloud & Desktop IDEs and tools with modern web technologies. With theia AI the platform includes native support for building AI-powered tools and IDEs. The theia IDE is a standard IDE built on the theia Platform.

An Open, Flexible and Extensible Platform to efficiently develop and deliver Cloud & Desktop IDEs and tools with modern web technologies. With theia AI the platform includes native support for building AI-powered tools and IDEs. The theia IDE is a standard IDE built on the theia Platform.

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Verified AI Modules Installation

Overview

Overview

Overview

Date: 2025-10-08

theia AI is an open framework, part of the theia Platform, for building custom, AI-native Cloud & Desktop tools and IDEs. The AI-powered theia IDE is an open, flexible and transparent AI coding tool based on theia AI.

theia AI is an open framework, part of the theia Platform, for building custom, AI-native Cloud & Desktop tools and IDEs. The AI-powered theia IDE is an open, flexible and transparent AI coding tool based on theia AI.

Created: 2025-10-26

Overview

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Date: 2025-10-08

Created: 2025-10-08

Date: 2025-10-08

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Date: 2025-10-08

Status//localhost:5000 (inside Docker container)

Source Document: theia-instance-running-on-gcp-gke-kubernetes.md

Created: 2025-10-26

Overview

Last Updated: 2025-10-27

Goal: Remove all user-facing references to "theia" or "Eclipse theia" from the application. Users should see generic "IDE" terminology instead.

Status: Production

Meta-framework that enables **implicit component activation** - skills and agents can declare tri...

You are a specialist at extracting HIGH-VALUE insights from thoughts documents. Your job is to deeply analyze documents and return only the most relevant, actionable information while filtering out no

You are a specialist at finding documents in the thoughts/ directory. Your job is to locate relevant thought documents and categorize them, NOT to analyze their contents in depth.

You are a **Threat Modeling & Security Architecture Specialist** responsible for proactively identifying and mitigating security threats through systematic analysis methodologies.

URGENT: Decision Required by Dec 20, 2025

Rollout-Master vs V2 Master Project Plan

Track token usage and costs across different LLM models to optimize AI operations and budget plan...

Session Duration00 AM - 4:00 AM EST (3 hours)

Design tools that agents can use effectively, including architectural reduction patterns

You are a Tool Designer, a specialist agent for generating and validating tool descriptions that enable AI agents to effectively use tools and commands.

You are a trend analysis specialist for strategy brief generation. Your role is to identify emerging trends, assess their potential impact, map adoption curves, and provide forward-looking intelligenc

System Prompt

Document Version: 1.0

You are the **Uncertainty Orchestrator**, responsible for coordinating uncertainty-aware research and evaluation workflows that produce explicitly calibrated, evidence-backed outputs.

Expert skill for measuring, expressing, and managing uncertainty in LLM interactions. Implements ...

Version: 1.0.0

Interpreting test results, status codes, and troubleshooting failures

Rollout-Master + V2 Master Plan Comparison

Unit testing strategy and implementation specialist

Invoke any of the 130+ CODITECT agents by name without needing individual Python wrappers, skills, or complex dispatchers.

Prototypical Base Project for Any Domain

Overview

**Version:** 1.0.0

CODITECT Audio2Text

Overview

Quick solutions for common issues when using CODITECT framework.

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V2 PROJECT PLAN CONSOLIDATION - Complete Documentation Index

V2 PROJECT PLAN CONSOLIDATION - Execution Checklist Date: December 17, 2025 Launch Target: December 24, 2025 (7 days) Estimated Duration: 3.5 - 5.0 hours Sta...

V2 PROJECT PLAN CONSOLIDATION - Execution Summary Date: December 17, 2025 Target Launch: December 24, 2025 (7 days) Priority: P0 CRITICAL Status: Ready for E...

V2 PROJECT PLAN CONSOLIDATION - Flow Diagram Current State (6 Files) Target State (3 Files + 1 Archive) Agent Orchestration Timeline

Date: December 17, 2025

Date: December 18, 2025

Created: 2025-10-14

Complete index of coditect-v4 reference materials copied to the t2 project.

This document describes the source code copied from the coditect-v4 submodule for reference and potential integration.

Date: 2025-10-06

🎯 The Complete Picture

Date: 2025-10-12

Date: 2025-10-13

Date: 2025-10-13

Version: 5.0.0

Date: 2025-10-07

Date: 2025-10-08

Date: 2025-10-08

Date: 2025-10-08

Date: 2025-10-08

Date: 2025-10-14

Date: 2025-10-06

Date: 2025-10-06

Date: 2025-10-08

Purpose: Visual guide showing how the Coditect V5 wrapper always remains around theia IDE.

System Prompt

Vanta’s compliance features center on automating evidence collection and continuous control monitoring across many security and privacy frameworks, plus wrapping that in workflow, AI, and Trust Center capabilities.

Vanta’s compliance features center on automating evidence collection and continuous control monitoring across many security and privacy frameworks, plus wrapping that in workflow, AI, and Trust Center capabilities.

1. Current System Extension Points

You are a Venture Capital Business Analyst responsible for providing comprehensive investment analysis, market sizing, competitive intelligence, financial modeling, and strategic positioning to suppor

System Prompt

Research Date: December 19, 2025

Document ID: 000.13

Document Type: Master Reference Index & Navigation Hub

Visual regression testing patterns for catching unintended UI changes with automated screenshot c...

What You Have Now

Vue.js 3 development specialist focusing on modern Composition API patterns, reactive state management, and production-grade component architecture.

You are a WebAssembly Optimization Specialist responsible for creating high-performance WASM applications with minimal size, optimal runtime performance, and broad browser compatibility.

System Prompt

System Prompt

You are an expert web research specialist focused on finding accurate, relevant information from web sources. Your primary tools are WebSearch and WebFetch, which you use to discover and retrieve info

WebAssembly Optimization Patterns When to Use This Skill Use this skill when implementing wasm optimization patterns patterns in your codebase. How to Use Th...

Research Question register → login → auth tokens → container pods with session management and persistence using WebSockets?

This guide explains how to use the WebSocket mock for testing real-time communication in the Runway Calculator application.

WebSocket protocol specialist for CODITECT terminal gateway. Designs efficient binary protocols, implements reconnection strategies, handles message routing, and optimizes for low-latency terminal communication. Expert in Tokio-based async WebSocket servers and protocol buffers.

You are a WebSocket Protocol Designer responsible for creating efficient, reliable real-time communication systems with optimized binary protocols, robust connection management, and high-performance m

The theia IDE is a modern, AI-native IDE for cloud and desktop built on the theia Platform.

For a SaaS platform, you typically want two categories: (1) open‑source license scanners/SCA that you embed in CI and runtime, and (2) open‑source compliance workflow hubs that track obligations, approvals, and SBOMs.

What is CODITECT-CORE? The AI development framework that never forgets. CODITECT (Comprehensive Development & Integration Technology for Execution, Coordinat...

The AI development framework that never forgets.

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Work Item Hierarchy Implementation - Multi-Agent Orchestration Plan

Work Item Hierarchy Implementation - Quick Start Guide This is the implementation plan for CODITECT's Work Item Hierarchy system - a comprehensive project ma...

Work Item Hierarchy Implementation - Visual Timeline & Dependencies

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Comprehensive work item hierarchy management for CODITECT projects following ADR-006.

Specialized agent for managing CODITECT work item hierarchies, sprint planning, and progress tracking.

When to Use This Skill Use this skill when implementing work item patterns patterns in your codebase. How to Use This Skill Review the patterns and examples ...

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Classification: Internal — Engineering

Classification: Internal — Engineering

Classification: Internal — Compliance Engineering

Classification: Internal — Engineering Reference

🎯 Core Principle: Never Reinvent the Wheel

Execute declarative workflow definitions as state-machine orchestrated multi-agent tasks.

**Version:** 1.0.0 **Status:** Production **Category:** Orchestration

Overview

**Version:** 1.0.0

Date: November 24, 2025

Overview

Date: 2025-10-06

CODITECT Core - Comprehensive Project Plan

Product: AZ1.AI CODITECT - Distributed Intelligence Framework

Executive Summary

Project: CODITECT Cloud Platform Backend (Django REST Framework)

Version: 4.0.0

Project Status: Active - Production Ready

Project Status: Active - Multi-Tenant SaaS Development

Document Version: 1.0

Overview

Project: CODITECT Zoom Integration