Run the code.
See the nodes.
Interactive environments built with real architectures — not simplified demos. Explore the code, run the multi-agent nodes, and understand how production systems are orchestrated.
Browser-native utilities
Lightweight, client-side tools for common AI engineering tasks — no server, no wait.
Token Economics Calculator
Estimate token counts and compare real API costs across GPT-6, Claude, Gemini, and more. Includes caching simulation and output multiplier.
AI Cost Calculator
Plan monthly AI system costs at scale. Compare models, toggle semantic caching, and simulate prompt compression to see live cost impact.
RAG Pipeline Visualiser
Animate the full Retrieval-Augmented Generation pipeline step-by-step. Explore 4 chunking strategies on real text.
Prompt Engineering Lab
BYOK prompt testing. Compare zero-shot, few-shot, and chain-of-thought techniques with version history. API key stays in your browser.
AI System Builder
Drag-and-drop canvas to design AI system architectures. Connect LLMs, vector DBs, retrievers, and caches — then export a Python scaffold.
Stable execution.
Production-grade modules focusing on deep, stable visualization of computational logic and curriculum execution.
Visual Flow Engines
A native rendering sandbox mapping complex system architectures onto interactive 3D/2D visual planes for engineering studies.
PyAnimate Sandbox
Decompiles and maps live Python execution stacks into frame-by-frame memory layout animations.
Sandboxes and harness tests.
Interact directly with live agent orchestration logic, indexing configurations, and evaluation metrics.
Built on proven foundations.
Each tool chosen for performance, maintainability, and real-world scale — not trends.