Project Brief // AI Orchestration

Tindlekit

PHP SQLite Playwright Claude
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The Challenge // The Problem

Surfacing bold, community-driven ideas often happens in fragmented silos, while the development of these ideas is frequently slowed by inefficient workflows. There is a need for a platform that not only discovers innovation but is itself a proof-of-concept for advanced, AI-assisted development cycles.

The Solution // Technical Implementation

The Strategy

Tindlekit is an “Andrej Effect” project—built to demonstrate how a single human orchestrator can use a high-fidelity AI crew to build, test, and deploy a full-scale platform. It utilizes a Human-In-The-Loop (HITL) workflow, where AI agents (Claude Code, ChatGPT) handle the heavy lifting while the human maintains strategic oversight.

Core Features

  • Idea Surfacing: A centralized engine for discovering and supporting diverse community initiatives and open-source projects.
  • HITL Workflow: Demonstrated architecture using PRD-driven development and rigorous AI-agent collaboration.
  • Full-Stack Hardening: Includes a robust test suite (Playwright, PHPUnit) and CI/CD integration.
  • Transparent Logic: Comprehensive documentation of the agentic prompts and architectural decisions used to build the tool.

Technical Implementation

The platform uses a lean, high-performance stack: PHP for the backend, SQLite for portable state management, and Playwright for automated E2E testing of the user journey.