1650 docs tagged with "ai-ml"

Date: 2025-10-06

📌 Introduction

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

Problem

Date: 2025-10-14

Date50 UTC

✅ Application Successfully Built

Date: 2025-10-06

Date: 2025-10-06

Table of Contents

═══════════════════════════════════════════════════════════

═══════════════════════════════════════════════════════════

Quick Navigation: Find all project documentation organized by category

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

---

Sprint Name: Sub-Agent Implementation Sprint v1.0

---

📚 Core Concepts (The Building Blocks)

Session Type: MONITORING-SPECIALIST (Primary Agent)

Session Type: ORCHESTRATOR (Primary Coordinator)

Session Type: RUST-DEVELOPER (Primary Agent)

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

Table of Contents

1.1 Purpose

1.1 Purpose

10.1 Side Drawer Design

10.1 Side Drawer Design

Overview

Overview

Overview

Overview

Overview

Overview

Overview

Overview

Overview

Overview

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)

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

7.1 Gantt Visualization

7.1 Gantt Visualization

8.1 Layout - Data Visualization

9.1 Advanced Multi-Select Filtering

9.1 Advanced Multi-Select Filtering

Generate A2UI (Agent-to-User Interface) JSON from descriptions or agent outputs.

You are an A2UI (Agent-to-User Interface) specialist responsible for generating declarative JSON that allows AI agents to create rich, interactive user interfaces.

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

---

Action Items & Recommendations: Coditect Response to A16Z Analysis

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

Active Agent Cohorts

Framework-wide active tasks not covered by v2/ epic tasklists. See v2/epics/ for detailed epic-specific tasks.

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

Based on Analysis of Investigation Package (files.zip)

You are a Google Agent Development Kit (ADK) specialist responsible for building production-ready AI agents using the ADK Python framework.

Evaluate Google ADK agent performance against test datasets.

You are a multi-agent orchestration specialist using Google''s Agent Development Kit (ADK) patterns. You coordinate complex workflows across multiple specialized agents.

Run Google ADK agents locally for development and testing.

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

Date: 2025-11-30

Report Date: 2025-11-17

You are an Architecture Decision Record (ADR) Compliance Specialist responsible for ensuring that software implementations adhere to documented architectural decisions, maintain consistency across sys

User Story

Document Specification Block

Document Specification Block

Document Specification Block

Document Specification Block

Status

Status: APPROVED ✅

Status: Accepted

Status: Accepted

Status: Accepted

Status: Accepted

Status

Status: Accepted

Status: Implemented (95% Complete)

Date: 2025-10-06

Status: Accepted

Table of Contents

Table of Contents

Status: APPROVED ✅

Status

Document Specification Block

Document Specification Block

Status

Status: Accepted

Status: Accepted

Date: 2025-10-06

Status: Accepted

Status: Accepted

Table of Contents

Document Specification Block

Status: Accepted

---

Document Specification Block

Status: Proposed

Date: 2025-10-06

Status: Implemented

Status: Implemented

Document Specification Block

---

Status: Proposed

Status: Accepted

Status: Accepted

Status: Accepted

Status: Accepted

Date: 2025-10-06

Status

Table of Contents

Table of Contents

Status: Accepted

---

Status: Proposed

Document Specification Block

Date: 2025-10-06

Table of Contents

Table of Contents

Status: Accepted

Status: Proposed

---

Date: 2025-10-06

Document Specification Block

Document Specification Block

Document Specification Block

Status: Accepted

---

Date: 2025-10-06

Status: Proposed

Table of Contents

Table of Contents

Status: Proposed

Date: 2025-10-06

Status: Accepted

---

Document Specification Block

Document Specification Block

Status: Accepted

Date: 2025-10-06

Table of Contents

Table of Contents

Status: Accepted

Date: 2025-10-06

Document Specification Block

Document Specification Block

Date: 2025-10-06

Status: Accepted

Document Specification Block

Document Specification Block

Status: Accepted

Date: 2025-10-06

Document Specification Block

Document Specification Block

Date: 2025-10-06

Status: Accepted

Document Specification Block

Document Specification Block

Status: Accepted

Date: 2025-10-06

Document Specification Block

Document Specification Block

Status: Accepted

Status: Accepted

Part 1 Requirements Check

Document Specification Block

Document Specification Block

Status: Accepted

Status: Accepted

Table of Contents

Table of Contents

Status: Accepted

Status: Accepted

Document Specification Block

Document Specification Block

Document Specification Block

Status: Accepted

Status: Accepted

Document Specification Block

Document Specification Block

Status: Accepted

Status

Status: Accepted

Document Specification Block

Document Specification Block

Table of Contents

Status: Accepted

Status: Accepted

Table of Contents

Table of Contents

Status: Accepted

Table of Contents

Document Specification Block

Status: Accepted

Status: Accepted

Document Specification Block

Document Specification Block

Document Specification Block

Document Specification Block

Status: Accepted

Table of Contents

Table of Contents

Status: Accepted

Status: Accepted

Table of Contents

Table of Contents

Table of Contents

Status: Proposed

Date: 2025-10-28

Date: 2025-10-28

Assignment Details

Assignment Details

📊 QA REVIEW BLOCK

Document Specification Block

Document Specification Block

Document Specification Block

Request Details

Document Specification Block

Document Specification Block

Document Specification Block

Document Specification Block

Document Specification Block

Request Details

Request Details

Request Details

Version: 2.0.0-PROPOSAL

Document Specification Block

Document Specification Block

Document Specification Block

Document Specification Block

Document Specification Block

Document Specification Block

Status

Status

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

* Overview

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

Overview

Purpose

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

Architecture Decision Record creation, review, and compliance checking.

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

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

API security hardening, authentication patterns, and vulnerability prevention.

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...

Cloud-native code review, IaC validation, cost optimization, and architecture best practices for ...

Multi-cloud infrastructure design with Infrastructure as Code, high availability, and cost optimi...

12-factor app, serverless, auto-scaling, and cloud-native design patterns.

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

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

Automated compliance validation for SOC2, HIPAA, GDPR, and PCI DSS with audit trail generation an...

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...

SOC2, GDPR, HIPAA compliance implementation with audit logging and certification preparation.

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

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

Terraform provisioning, Ansible automation, and reproducible infrastructure management for produc...

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 Implementation Patterns Document Type: Technical Implementation Guide Audience: Engineering team implementing agent-skill separation Date: Decem...

Agent-Skills Standards Alignment: Executive Summary Date: December 20, 2025 Document Type: Executive Decision Brief Audience: Leadership, Product Strategy Re...

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

Agentic Project Management System (APMS) Neuro-Symbolic Project Management Platform for autonomous tracking and execution of CODITECT projects from inception...

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

🤖 Overview

🤖 Overview

CI/CD

Version: 1.0.0

Version: 1.0.0

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

1. Market Size & Growth Assumptions

1. Chunk Overlap Impact (10%)

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

Anthropic Multi-Session Claude Agent SDK Pattern Research Research Date: November 29, 2025 Research Focus: Component activation system alignment with Anthrop...

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

Anti-Forgetting Memory System Metrics Dashboard & Visual Summary

Executive Summary & Investment Brief

Metrics Dashboard & Visual Summary

Version: 1.0.0

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

AI-Powered PDF Analysis Platform

Date: 2025-10-07

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

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

* Overview

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

Comprehensive MoE synthesis of Auto-Claude patterns for CODITECT v2.0 enhancement with strategic Fork vs Pick-and-Choose decision

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

Executive Summary

Created: December 2, 2025

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

Autonomous .Claude Framework - 8-Week Implementation Plan From 78% to 100% Autonomous Operation Version: 1.0.0 Date Created: 2025-11-13 Status: Ready for Exe...

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

Quick-start prompts for common aviation training videos

10+ Production-Ready Prompts with Platform Variations and Outputs

AZ1.AI CODITECT Master Orchestration & Governance Plan Document Version: 1.0 Last Updated: 2025-11-15 Document Owner: Hal Casteel, Founder/CEO/CTO, AZ1.AI IN...

AZ1.AI CODITECT Platform Rollout - Master Plan Copyright © 2025 AZ1.AI INC. All Rights Reserved. Developed by Hal Casteel, Founder/CEO/CTO, AZ1.AI INC. Statu...

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

Status

Beads-CODITECT Integration Architecture Assessment Date: December 22, 2025 Evaluator: Senior Architect (Claude Sonnet 4.5) Status: ARCHITECTURAL EVALUATION I...

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...

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.

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

Want to stay updated? You can also follow this RSS feed.

Type: Deployment 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 Deployment Ready Status

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

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.

Diagram Level: 1 (System Context)

Overview

Document Type: C4 Level 4 (Code) Diagram

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.

Catastrophic Forgetting in Generative AI and LLM-Based Agentic Systems

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.

Fast setup guide for running Celery workers and beat scheduler locally and in production.

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

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

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.

Claude.md Best Practices Research Report Research Date: December 3, 2025 Conducted By: AI Research Agent Purpose: Comprehensive analysis of Anthropic's offic...

Research Date: December 3, 2025

Purpose

You are a Full-stack cloud infrastructure specialist responsible for GCP deployment, CI/CD optimization, container orchestration, and ensuring CODITECT v4 achieves <5 minute deployments with 99.9% upt

You are a Full-Stack Cloud Architecture Specialist responsible for ensuring code is production-ready, cloud-optimized, and follows industry best practices for scalable, secure, and cost-effective clou

CODITECT Cloud Infrastructure - Multi-Cloud Readiness Report

Created: 2025-10-27

Last Updated: 2025-10-13

Cloud Infrastructure Integration Analysis Document: CLOUD-INFRASTRUCTURE-INTEGRATION-ANALYSIS.md Version: 1.0.0 Purpose: Integration analysis between CODITEC...

Document: CLOUD-INFRASTRUCTURE-INTEGRATION-ANALYSIS.md

Deployment Overview

Overview

⚡ Fast deployment for experienced users

Document Version: 1.0

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...

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

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

CodiFlow Implementation Plan v2.0 Document Type: Implementation Plan with CODITECT v2 Tasklist Generated: December 22, 2025 MoE Analysis: 5 Experts + 2 Judge...

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

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

CODITECT Anti-Forgetting Memory System Business Case & Value Proposition

Business Case & Value Proposition

Complete End-to-End System Architecture

Core processing library for audio transcription functionality.

Overview

Status: Ready for GKE Staging Deployment

Date: December 18, 2025

Analysis Date: December 18, 2025

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

Base URL

Date00 AM EST

Complete deployment guide for Django 5.2.8 backend on Google Kubernetes Engine (GKE).

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

Document Status: Production

Document Status: Production

Last Updated30 AM EST

Date: November 30, 2025

Executive Summary

Production-Ready Directory Organization

Date: November 23, 2025

CODITECT Cloud Platform - Project Plan Copyright © 2025 AZ1.AI INC. All Rights Reserved Developed by Hal Casteel, Founder/CEO/CTO, AZ1.AI INC Project Type: S...

Assessment Date: 2025-11-30

Generated: 2025-11-30

Generated: 2025-11-30

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

Consolidated master plan for CODITECT Core development. See v2/ for active epic-based roadmap.

CODITECT Core - Production Readiness Assessment Stakeholder Presentation Date: November 22, 2025 Prepared By: Multi-Agent Production Readiness Team Audience:...

CODITECT Core - Production Readiness Roadmap Product: AZ1.AI CODITECT Core (Beta Pilot Launch) Repository: CODITECT-rollout-master/submodules/core/CODITECT-c...

coditect-core - Project Plan Repository: coditect-core Category: core/ Phase: 0.8 Priority: P0 Status: 📋 PLANNED Current Gap ---------------- 85/100 5 CLAUDE...

Repository: coditect-core Category: core/ Phase: 0.8 Current Score: 85/100 Target Score: 90+/100 Status: 📋 PLANNED

CODITECT Core - Task List with Checkboxes Product: AZ1.AI CODITECT - Distributed Intelligence Framework Repository: coditect-core (Primary Product / CODITECT...

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...

CODITECT Core Component Upgrade - Project Plan Product: CODITECT Core Framework Component Upgrade Repository: coditect-core Owner: AZ1.AI Inc. Author: Hal Ca...

CODITECT Core Component Upgrade - Task List with Checkboxes Product: CODITECT Core Framework Component Upgrade Repository: coditect-core Status: ALL PHASES C...

Product: CODITECT Core Framework Component Upgrade

CODITECT Core Documentation Reorganization - Project Plan Project Type: Documentation Infrastructure Overhaul Timeline: 4 Phases, 6 Weeks Budget: $18,500 (11...

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

CODITECT-Core Pilot Launch - Consolidated Plan Document Version: 1.1.0 Status: Active Planning (Security Hardening Added) Created: December 17, 2025 Updated:...

Report Date: December 4, 2025

Date: November 24, 2025

Overview

CODITECT Development Timeline Generated: 2025-11-17T21:25:07.607966 Total Unique Messages: 1,601 Total Checkpoints: 49 Phases: 2 Timeline Visualization

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

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.

Version: 1.0.0

Project: CODITECT Cloud Infrastructure + Django Backend

Project: CODITECT Cloud Backend - License Management API

Comprehensive Research Report: Cloud + On-Premise Hybrid Licensing

Production-ready Python SDK for automated license seat management with heartbeat automation.

Version: 1.0

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

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

CODITECT Parallel Task Execution Enhancement Plan Purpose: Native CODITECT enhancements for production-grade parallel agent execution with multi-LLM support....

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

CODITECT Pilot Launch Checklist Target Date: December 24, 2025 Status: Pre-Launch (Day 5 COMPLETE + P0/P1 Security Hardening ADDED - Day 5.5 Security NEXT) D...

CODITECT Platform - Comprehensive Workflow Analysis & Expansion Plan

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...

CODITECT Repository Reorganization - Project Plan Purpose Consolidate and reorganize 173 repositories across 3 GitHub accounts (coditect-ai, halcasteel, az1-...

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

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

Analysis Date: December 3, 2025

Date: November 28, 2025

Audit Date: 2025-11-28

Version: 1.0.0

Building Tomorrow's Agentic AI Power Users Today

Date: 2025-09-22

CODITECT Submodule Analysis Framework This document provides a comprehensive analysis of all 42 CODITECT submodules, their purposes, relationships, and roles...

Executive Summary

Date: 2025-11-26

CODITECT Submodule Migration Plan Date: 2025-11-16 Purpose: Migrate newly created git repositories to proper git submodules in coditect-rollout-master Status...

Date: 2025-11-16

Date: 2025-10-14

Version: 3.0

License Management Platform - Design Specifications

CODITECT Uncertainty Quantification & MoE Evaluation Framework

Version: 1.0.0

CODITECT V2 Master Project Plan Project ID: P001 Project Name: CODITECT Platform - Complete Autonomous Development System Version: 2.0.0 Date Created: 2025-1...

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

Last Updated: 2025-10-07

Last Updated: 2025-10-07

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

50 production-ready workflows across AI/ML Development, Data Engineering, Automation & Integration, Analytics & Reporting, and Infrastructure & DevOps.

Version: 1.0.0

CODITECT Workflow Diagrams and Narratives Version: 1.0.0 Date: December 24, 2025 Author: AZ1.AI INC Architecture Team Business Model Overview Key Principles:...

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

Date: 2025-11-28

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

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

Regulatory compliance validation specialist for comprehensive control verification across major frameworks including SOC 2, HIPAA, GDPR, PCI DSS, and ISO 27001.

Overview

Component Activation - TASKLIST Date Created: 2025-11-29 Last Updated: 2025-11-29 Status: ✅ Phase 1-4 Complete Metric After Status ----------------------- Ag...

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.

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

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.

Version: 1.0.0

Course Overview

Project: CODITECT Context Intelligence Platform

Date: November 22, 2025

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.

* 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...

**Purpose**: Successfully build and deploy Coditect modules (backend, frontend+Theia combined) to...

✅ 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

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

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

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

You are a CopilotKit specialist responsible for building React-based AI copilot user interfaces with AG-UI protocol support and A2UI rendering capabilities.

Date: 2025-10-06

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...

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: 2025-10-26

Date: 2025-10-06

Implemented Features

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

Migration Date: November 26, 2025

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

Status: Design Proposal

Overview

Purpose

CODITECT Cloud Platform Deployment - First Day Protocol

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

Version: 5.0.0

AI-driven demand forecasting combining historical data, market trends, and external factors for inventory planning.

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

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

Deployment Directory Consolidation - Summary Completed: December 22, 2025 Agent: codi-documentation-writer Status: Complete Successfully consolidated and enh...

Deployment Directory Consolidation Analysis Created: December 22, 2025 Analyst: codi-documentation-writer Status: Complete --- Current File Inventory Existin...

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

Date: November 30, 2025

Date03 UTC

Deployment strategy and release management specialist

🎯 What Problem Did We Solve?

Executive Summary

Date: December 2, 2025

Date: 2025-11-26

Phase 1: Core System Hardening

CODITECT Audio2Text

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

CODITECT Citus Django Infrastructure

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

You are a **Document Search & Indexing Specialist** responsible for building intelligent document discovery systems with full-text search, OCR, metadata extraction, and AI-powered classification.

📋 Summary

Last Updated: 2025-10-12

Date: 2025-10-12/13

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.

Analysis Date: /Users/halcasteel/PROJECTS/coditect-rollout-master/submodules/core/coditect-core Total Documents: 477

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...

Documentation Fix Checklist CODITECT Core - Action Items from Quality Report

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

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

Date: 2025-10-07

Documentation Navigation Fix Checklist Purpose: Actionable checklist to fix documentation navigation gaps Based on: NAVIGATION-ANALYSIS-REPORT.md (December 7...

Status: Ready to Execute

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...

Real-time route optimization considering traffic, weather, delivery windows, and driver capacity.

* Overview

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

* Overview

* Overview

Document: ADR-028

User

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

Overview

Error analysis and debugging specialist

1. Core Error Handling Framework

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

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

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.

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

Document Type: Research & Best Practices Guide

Date: November 22, 2025

You are a **Financial Planning & Analysis AI Specialist** focused on transforming FP&A processes with AI-powered forecasting, automated reporting, and intelligent variance analysis.

This document outlines the mismatches between the FinancialEvent struct as defined in the codebase and how it was referenced in our tests.

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.

Installation (5 minutes)

Overview

Overview

**Version:** 1.0.0

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

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

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.

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)

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

Frontend and mobile security assessment 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

This document lists all the warnings that should be addressed in future refactoring to improve code quality.

Date: 2025-10-26

Executive Summary

Project: CODITECT Cloud Backend

Generated: 2025-12-18 Source: gcloud CLI discovery Purpose: Complete inventory of deployed CODITECT platform infrastructure

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

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 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

Overview

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

Changes Made

Overview

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

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)

What We've Accomplished

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.

Hyper-Scale Architecture for 1M+ Tenant Organizations Date: November 22, 2025 Scope: CODITECT production architecture designed to scale to 1 million+ tenant ...

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

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

Overview

Summary

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

Date: 2025-10-07

Issue Summary

* Overview

Date: 2025-10-13

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

Internal Documentation Consolidation Plan - Executive Summary

Date: December 22, 2025

Completed: December 22, 2025

internal/testing/ Consolidation Summary Completed: December 22, 2025 Agent: codi-documentation-writer Status: Phase 1 Complete (Frontmatter + Enhanced CLAUDE...

Generated: December 22, 2025

internal/testing/ Directory Consolidation Analysis Generated: December 22, 2025 Analyst: codi-documentation-writer Working Directory: /Users/halcasteel/PROJE...

* 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.

⏱️ Time to Deploy ~$200/month | 🎯 Difficulty: Intermediate

Overview

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

* Overview

* Overview

Overview

Date: November 24, 2025

Date: November 24, 2025

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

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

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

Karpathy's LLM Council demonstrates a deliberation pattern for consensus-seeking across multiple models. Coditect's autonomous development platform...

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

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.

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...

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: 2025-11-24

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.

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

Objective: Achieve 95-100% classification confidence on all documents without requiring human approval through deep semantic analysis, intelligent signal injection, iterative refinement, and multi-expert judge verification.

Deep document analysis with MoE expert judges for autonomous classification without human approval

Objective: Achieve 95-100% classification confidence on all documents without requiring human approval through deep semantic analysis, intelligent signal injection, iterative refinement, and multi-expert judge verification.

Overview

MoE Strategic Analysis: CODITECT Platform Evolution Document Type: Strategic Analysis & Recommendations Analyst Role: Mixture of Experts (MoE) - Industry Sta...

Document Type: Strategic Analysis & Recommendations

Date: 2025-10-19

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

You are a **Motia Framework Developer** specializing in building production-grade AI agent workflows, event-driven backends, and multi-language orchestration using the Motia framework. You design, imp

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

Multi-Tenant Context Architecture with FoundationDB Document Version: 1.0 Date: 2025-12-16 Status: DRAFT (Architecture Planning) Author: Architecture Team Pu...

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

Last Updated15 EST

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.

CODITECT Cloud Infrastructure

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

Implementation Status: 🔧 Requires Adaptation

Use this checklist to verify the API documentation implementation is complete and correct.

Date: November 30, 2025

Created: December 1, 2025

OpenTofu Infrastructure Operational Analysis: Centralized vs. Distributed

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

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

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

P0 Critical Workflows - Implementation Plan Date: December 26, 2025 Status: Ready for Implementation Total P0 Workflows: 15 Estimated Effort: 168 hours (4.2 ...

Date: December 26, 2025

Date: December 26, 2025

Purpose: One paragraph pitches customized for different audiences and contexts

CODITECT Cloud Platform Deployment Optimization

CODITECT Cloud Platform Deployment

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...

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

Production-ready Python tool for converting PDF documents to Markdown format with support for text extraction, table parsing, and layout preservation.

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

Project: CODITECT Core Production Standardization Phase: 0 - Discovery & Inventory Date: December 4, 2025 Status: ✅ Complete Author: Claude Code...

Date: November 27, 2025

Date: 2025-10-06

Phase 1 Implementation Plan - CODITECT Core Production Readiness

Date: 2025-10-14

Phase 1 Risk Mitigation Playbook Project: CODITECT Core - Phase 1 Production Readiness Purpose: Proactive risk management and rapid response guide Duration: ...

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: November 30, 2025

Date: 2025-10-14

Phase 2 Preview - Commands & Skills Implementation Project: CODITECT Core Enhancement Phase: Phase 2 - Commands & Skills (Post-Production) Duration: 4 weeks ...

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

Last Updated00:00Z

Multi-Slide Presentation (15 slides)

Date: 2025-10-26

Date: 2025-11-24

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

You are a **Predictive Maintenance Specialist** focused on leveraging IoT data and ML to predict equipment failures, optimize maintenance schedules, and maximize asset uptime.

* Overview

Multi-agent coordination specialist for production directory cleanup operations.

Date: 2025-10-26

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...

The following contributing companies provide professional support and services for Eclipse theia:

The following contributing companies provide professional support and services for Eclipse theia:

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

Project Execution Checklist .Claude Framework: 78% → 100% Autonomous - Quick Reference Use this checklist to track overall progress at a glance 🎯 4 Major Mil...

Date: November 26, 2025

Required Modifications for Human Authority Implementation

Version: 1.0

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-SKILLS-STANDARDIZATION.md Project Name: CODITECT Skills Standardization Initiative Start Date: 2025-11-19 Estimated Duration: 1-2 days Priority:...

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

Date34:53Z

Date: 2025-11-16T08:34:53Z Sprint: Distributed Intelligence Architecture Documentation Status: ✅ COMPLETE Impact: CRITICAL - Platform Foundation

Project: CODITECT License Management Platform (FastAPI + PostgreSQL)

Project: CODITECT Hyper-Scale Multi-Tenant SaaS Platform

Overview

Project: Standardize all README.md files across 42 submodules + master repository Objective: Clean codebase, well organized, futureproofed Scope: 43...

1. Introduction

November 2024

Generated25:57Z

Document Type: Status Report Target Audience: Project stakeholders, team leads Last Updated: December 4, 2025 Status: Current

Current status of CODITECT Core framework. See v2/ for active roadmap.

✅ 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

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

📊 QA REVIEW BLOCK - FINAL APPROVAL

Review Request 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...

---------------- 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!

System Prompt

Overview

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

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

Overview

Eclipse theia follows a monthly release cycle. You can find all monthly releases including changelogs and breaking changes here.

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.

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

System Prompt

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...

Document Type: Planning & History Target Audience: Project stakeholders, contributors Last Updated: December 4, 2025 Status: Active

Roadmap and Changelog Document Type: Planning & History Target Audience: Project stakeholders, contributors Last Updated: December 22, 2025 Status: Active Fo...

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

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

SaaS Framework Comparison 2025 - CODITECT Production Stack Analysis

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.

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...

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

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: 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

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.

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

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

Skills Inventory for A2A Protocol Parity Status: In Progress Target: 183+ skills (1.5:1 ratio with 122 agents) Current: 112 skills Remaining: 71 skills Date:...

Status: In Progress

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

Research market intelligence: $ARGUMENTS

Date: 2025-10-26

Executive Summary

Date: October 20, 2025

Investigation Date: October 20, 2025

System Architecture

Date: 2025-10-20

Document Type: Technical Analysis & Incident Report

Target Issue: Socket.IO 400 errors from external requests (internal requests work)

Date: October 20, 2025

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

Software Design Document: CODITECT Multi-Tenant SaaS Platform

| Metadata | Value |

Document Version: 1.0

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

5. Metrics Collection System

Specialized Intelligence & Content Skills - Implementation Summary

Date: December 20, 2025

1. Vector Search Implementation

Sprint Name: Sprint +1: MEMORY-CONTEXT Implementation Project: CODITECT Framework - Memory & Context System Repository: CODITECT-core Phase: Phase 1...

Date30:00Z

Date: 2025-10-20

Date: 2025-10-19

Stack Detector - Final Verification Report Date: December 22, 2025 Version: 1.0.0 Status: ✅ VERIFIED - Production Ready Implementation Checklist Core Impleme...

Stack Detector Implementation Summary Date: December 22, 2025 Version: 1.0.0 Status: ✅ Production Ready Successfully implemented Dynamic Security Profiling s...

Date: November 30, 2025

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.

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

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.

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 2: Introduction and Detailed System Overview

Part 3: Component Design

Part 4: Data Architecture

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

You are a **Talent Acquisition AI Specialist** focused on applying AI to transform recruiting processes while maintaining fairness and reducing bias.

Visual representation of task dependencies for parallel execution planning

Overview

Overview

TaskExecutor Refactoring - Project Plan Document Version: 1.0 Last Updated: 2025-11-23 Document Owner: Hal Casteel, CEO/CTO, AZ1.AI INC. Project Type: Strate...

TaskExecutor Refactoring - Task List Document Version: 1.0 Last Updated: 2025-11-23 Document Owner: Hal Casteel, CEO/CTO, AZ1.AI INC. Total Tasks: 186 tasks ...

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

Create CLAUDE.md files for all submodules missing AI agent configuration.

* Overview

Test-driven development workflow specialist

1. Additional Technical Components

Document Specification Block

Technical Overview

AZ1.AI llm IDE - Technical Implementation Specification

Document Version: 1.0

Document Version: 1.0

Technical Design Document: CODITECT Multi-Tenant SaaS Platform

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

What Was Fixed

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...

Document Version: 1.0.0

This guide explains the automated testing infrastructure for catching configuration issues BEFORE deployment.

🎉 Summary

🎯 What We Built

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.

* Overview

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

* Overview

* Overview

Date: 2025-10-08

Created: 2025-10-08

Date: 2025-10-08

------------ 34,809 bytes 46,467 bytes 51,655 bytes 30,396 bytes 18,087

Date: 2025-10-08

Status//localhost:5000 (inside Docker container)

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

Date: 2025-10-26

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.

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.

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.

Classification: Internal — Engineering & AI/ML Team

Agentic trajectory dashboard specialist for visual analytics of tool usage, agent activity, token consumption, and error patterns.

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

Issues Identified

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 ...

Rollout-Master + V2 Master Plan Comparison

Unit testing strategy and implementation specialist

Prototypical Base Project for Any Domain

Overview

**Version:** 1.0.0

CODITECT Audio2Text

Overview

Overview

Overview

* Overview

* Overview

* Overview

* Overview

* Overview

* Overview

* Overview

* Overview

* Overview

* Overview

* Overview

V2 PROJECT PLAN CONSOLIDATION - Complete Documentation Index

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

V2 Project Structure - Creation Summary Date Created: 2025-12-14 Status: Complete Architecture: ADR-006 Work Item Hierarchy Core Structure (4 files) ** (7.2 ...

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

Quick Deploy to GKE

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.

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

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.

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?

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.

* Overview

* Overview

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

---

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 ...

🎯 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

CODITECT Core - Comprehensive Project Plan

Product: AZ1.AI CODITECT - Distributed Intelligence Framework

CODITECT Core - Comprehensive Project Plan Product: AZ1.AI CODITECT - Distributed Intelligence Framework Repository: CODITECT-core (Primary Product / CODITEC...

CODITECT Core - Comprehensive Project Plan Product: AZ1.AI CODITECT - Distributed Intelligence Framework Repository: coditect-core (Primary Product / CODITEC...

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