AI-TadPole-OS

Structured iterative reasoning framework for deep problem solving, featuring verification loops and refinement stages.

API design principles and decision-making. REST vs GraphQL vs tRPC selection, response formats, versioning, pagination.

Main application building orchestrator. Creates full-stack applications from natural language requests.

Architectural decision-making framework. Requirements analysis, trade-off evaluation, ADR documentation.

Bash/Linux terminal patterns. Critical commands, piping, error handling, scripting.

AI operational modes (BRAINSTORM, IMPLEMENT, DEBUG, REVIEW, TEACH, SHIP).

Socratic questioning protocol + user communication. MANDATORY for complex requests.

Pragmatic coding standards - concise, direct, no over-engineering, no unnecessary comments

Code review guidelines covering code quality, security, and best practices.

Database design principles and decision-making. Schema design, indexing strategy, ORM selection.

Production deployment principles and decision-making. Safe deployment workflows, rollback strategies.

Documentation templates and structure guidelines. README, API docs, code comments.

Scouting and analysis for GitHub repositories.

Design thinking and decision-making for web UI. Use when designing components, layouts, color schemes.

Game development orchestrator. Routes to platform-specific skills based on project needs.

Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).

Internationalization patterns. Detecting hardcoded strings, managing translations, locale files.

Automatic agent selection and intelligent task routing.

Automatic quality control. Run after EVERY code change.

MCP server building principles. Tool design, resources.

Agent 99 persona for automated post-mission debriefing. Extracts architectural wisdom and updates LONG_TERM_MEMORY.md.

Mobile-first design thinking. Touch, performance, platform conventions.

React/Next.js performance optimization. Waterfalls, bundle size, rendering.

Node.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying.

Multi-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise.

Performance profiling principles. Measurement, analysis, and optimization techniques.

Structured task planning. Breakdowns, dependencies, verification.

PowerShell Windows patterns. Critical pitfalls, operator syntax, error handling.

Python development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.

Red team tactics based on MITRE ATT&CK. Attack phases, evasion, reporting.

Master Rust 1.75+ with modern async patterns, advanced type system features, and production-ready systems programming. Expert in the latest Rust ecosystem including Tokio, axum, and cutting-edge crates. Use PROACTIVELY for Rust development, performance optimization, or systems programming.

SEO principles. E-E-A-T, Core Web Vitals, technical SEO.

Server management principles. Process, monitoring, scaling.

4-phase systematic debugging methodology. Reproduce, Isolate, Understand, Fix.

Tailwind CSS v4 patterns. CSS-first config, container queries, tokens.

TDD workflow. Red-Green-Refactor.

Testing principles. Unit, Integration, Mocking.

Vulnerability analysis. OWASP 2025, Supply Chain, Attack Surface.

Review UI code for Web Interface Guidelines compliance.

Web application testing. E2E, Playwright, deep audit.