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-4o, Claude, Gemini, and more. Includes caching simulation and output multiplier.
Embedding Distance Calculator
Measure cosine similarity between text pairs and visualize semantic proximity in embedding space.
Prompt Diff Analyzer
Compare two prompt versions side-by-side, highlighting semantic differences and token cost delta.
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.
Curriculum Paths
Dependency trees for understanding AI architectures layer by layer. Built on deterministic skill graphs.
Sandboxes and harness tests.
Interact directly with live agent orchestration logic, indexing configurations, and evaluation metrics.
RAG Harness Explorer
An interactive test bench for simulating indexing pipelines and tweaking density configurations of embeddings.
Agentic Orchestrator
Live testing environment for orchestrating tool calls across autonomous node networks and analyzing trace outputs.
Panchatantra
An experimental engine blending algorithmic execution steps with narrative-based learning paths.
Evaluation Metrics Lab
Telemetry dashboard for tracking hallucinations and output entropy against gold-standard baseline datasets.
Built on proven foundations.
Each tool chosen for performance, maintainability, and real-world scale — not trends.