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1306 docs tagged with "testing"

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/bug-scan - Commit Bug Scanner

Proactively scan recent commits for likely bugs, logic errors, security issues, and regressions. Analyzes diffs, identifies suspicious patterns, and proposes minimal fixes with evidence.

/ci-analyze - CI Failure Analysis

Group CI failures by likely root cause, identify flaky tests, and suggest minimal targeted fixes. Analyzes recent CI runs to distinguish genuine failures from intermittent issues.

/coverage-gaps - Coverage Gap Detector

Identify untested code paths introduced by recent changes and generate focused test cases to close gaps. Cross-references diffs against coverage data to find precisely what needs testing.

/flaky-tests - Flaky Test Analyzer

Detect non-deterministic tests from CI run history, classify the root cause of flakiness (timing, order, resource, external, concurrency, data), and propose targeted stabilization fixes.

/run-tests

Execute automated test suites across all pyramid layers with reporting and coverage analysis.

πŸ“‹ COMPLETE UPDATE SUMMARY

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πŸ“‹ COMPLETE UPDATE SUMMARY

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1 2 3 How to Create V2 Project Plans

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

20 One-Liners

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

Accessibility Testing Specialist

You are an **Accessibility Testing Specialist** responsible for ensuring applications meet WCAG 2.1/2.2 standards and are usable by people with disabilities.

Active Task List

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

Actix Web Specialist

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.

ADK Eval

Evaluate Google ADK agent performance against test datasets.

Agent Skills Implementation Patterns

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

Agentic Project Management System (APMS)

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

ArangoDB Integration Plan

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

Beads Integration Value Analysis

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

Before starting work

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.

C3 Component Diagram: Django Backend Components

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.

C3 Component Diagram: PostgreSQL Components

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.

C3 Component Diagram: Redis Components

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.

C4 Code Diagram: Multi-Tenant Context Manager

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.

C4 Code Diagram: TenantModel Hierarchy

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

cargo.toml optimizations

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.

Celery Background Task Integration

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

Chaos Testing Specialist

You are a **Chaos Engineering & Resilience Testing Specialist** responsible for validating system reliability through controlled fault injection and failure mode analysis.

Check active agents

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.

CI Failure Analyzer

You are a CI Failure Analyzer responsible for collecting CI/CD pipeline failures, grouping them by likely root cause, identifying flaky tests, and proposing minimal targeted fixes. You analyze pattern

CLAUDE.md

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

CLAUDE.md

Quick reference for Claude Code in the CODITECT v4 repository.

Claude.md Best Practices Research Report

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

Codi Testing Patterns

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...

CodiFlow Implementation Plan v2.0

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

CODITECT Browser Agent

Agentic browser control agent that autonomously navigates, interacts with, and extracts data from web pages using the agent-browser JSON DSL protocol with Playwright-powered browser automation

CODITECT Cloud Backend

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

CODITECT Cloud Platform Project Plan

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

coditect core Task List

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

CODITECT Core Task List with Checkboxes

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

CODITECT CORE /docs Root Cleanup Plan

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 Master Plan

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

CODITECT Development Timeline

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

CODITECT Pilot Launch Checklist

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 Repository Naming Convention

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

CODITECT Submodule Analysis Framework

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

CODITECT Submodule Migration Plan

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

CODITECT Testing Components

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

CODITECT V2 Master Project Plan

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

CODITECT v4

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

CODITECT.AI

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

Commit Bug Scanner

You are a Commit Bug Scanner responsible for proactively analyzing recent commits for likely bugs, logic errors, security issues, and regressions. You scan diffs, identify suspicious patterns, and pro

Component Activation TASKLIST

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

Context Database Enhancement Analysis

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

Contract Testing Skill

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

Contract Testing Specialist

You are a **Contract Testing Specialist** ensuring API compatibility between services through consumer-driven contract testing and schema validation.

Contributing to Runway Calculator

Thank you for considering contributing to the Runway Calculator project! This document provides guidelines and instructions for contributing.

Coverage Gap Detector

You are a Coverage Gap Detector responsible for identifying untested code paths introduced by recent changes and generating focused test cases to close those gaps. You analyze diffs against existing t

Current Sprint Plan

Template for tracking active sprint progress. Link to current sprint in v2/sprints/.

Data Quality Checks

Implement comprehensive data quality validation including schema validation, null checks, range checks, uniqueness constraints, and referential integrity.

Development Guide

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

Diagnostic Lab Workflow

Manage in-house and reference lab testing with sample tracking, result delivery, and critical value notifications

Documentation Analysis Report

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

Documentation Navigation Fix Checklist

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

DOCX creation, editing, and analysis

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...

E2E Testing Skill

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

Epic E010: Rollout & Go To Market

Epic ID: E010-ROLLOUT-GTM Epic Name: Rollout & Go-To-Market Status: Planned Sprint Range: 52-56 (Jan 19 - Mar 20, 2027) Completion: 0% (0/3189 tasks)

File Monitor - Project Overview

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

Find related ADRs

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.

Flaky Test Analyzer

You are a Flaky Test Analyzer responsible for detecting non-deterministic tests from CI run history, classifying the root cause of flakiness, and proposing targeted stabilization fixes. You focus on t

Foundationdb Expert

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.

GCP Infrastructure Inventory

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

Git Workflow

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

Google gcp gke persistent containers with pod.

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.

Help Documentation Task List

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

HTTP Mock Testing Guide

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

Hybrid Testing Strategy for Runway Calculator

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.

I have a theia instance running on GKE kubernetes pods and when my session times out everything is my pod is gone?

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.

internal/testing/ Consolidation Summary

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

Load Testing Skill

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

Load Testing Specialist

You are a **Performance & Load Testing Specialist** responsible for designing, executing, and analyzing load tests. You ensure applications can handle expected and peak traffic with acceptable perform

Log component development

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.

Log monitoring setup

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.

Log progress

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.

Log review progress

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.

Log review start

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.

Log schema operations

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.

Master File by File Action Plan

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

MEMORY CONTEXT Performance Optimizations

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

Mobile Testing Specialist

You are a **Mobile Application Testing Specialist** responsible for comprehensive testing of mobile apps across devices, platforms, and app store requirements.

Multi Tenant Architect

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.

Next Steps Checklist

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

One-Page Pitch

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

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).

Paragraph Pitches

Purpose: One paragraph pitches customized for different audiences and contexts

PDF Processing Guide

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

PDF to Markdown Converter

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

Penetration Testing Agent

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

Phase 1 Risk Mitigation Playbook

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

PPTX creation, editing, and analysis

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...

Project Execution Checklist

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

PROJECT PLAN SKILLS STANDARDIZATION.md

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

PROJECT PLAN: README Standardization

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

Project Status

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

Project Status

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

QA Self Healing Loop Delivery Summary

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

Quick Fix

Rapid bug fix workflow with minimal overhead

Releases

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

Requirements for Outputs

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

Roadmap and Changelog

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

Roadmap and Changelog

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

ROLLOUT MASTER DOCS MIGRATION ANALYSIS

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

Runway Calculator Application Development Checklist

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.

Runway Calculator Application Development Checklist

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.

Skills Inventory for A2A Protocol Parity

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:...

Sprint 56 Plan

Sprint ID: Sprint-56 Dates: 2027-02-21 to 2027-03-06 (2 weeks) Goal: Rollout - Post-Launch Support Complete Status: Planned

Stack Detector Final Verification Report

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

Stack Detector Implementation Summary

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

Start code review

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.

StorageClass for fast SSD

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.

Storybook Specialist

You are a **Storybook Specialist** responsible for building comprehensive component documentation, visual regression testing, and interactive showcases using Storybook and its ecosystem.

Strategic Impact Analysis: Coditect.AI

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

TaskExecutor Refactoring Project Plan

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

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 ...

Testing Infrastructure

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

Testing Specialist

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

The Eclipse 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.

The Eclipse 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.

theia AI: Building Custom AI-native Tools and IDEs

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: Building Custom AI-native Tools and IDEs

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.

Unit Testing

Unit testing strategy and implementation specialist

V2 Project Structure Creation Summary

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

V4 Source Code Reference

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

vanta compliance features

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 compliance features

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.

WebSocket Mock Guide

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

Websocket Protocol Designer

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