Labs

Useful tools - AI Agents

Interactive tools for understanding, building, and evaluating AI agents. Explore ReAct patterns, tool schemas, memory architectures, and security defences without writing code.

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Emerging Templates4

Architecture patterns for AI/ML systems, edge computing, IoT, quantum-safe cryptography, and other emerging technologies.

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Dataset Profile Report

/tools/ai-agents

Foundation

Profile CSV columns, missing values, and type hints with local-only processing.

Train Test Split Visualiser

/tools/ai-agents

Foundation

Visualise simple train/test splits and leakage hints.

Label Quality Checker

/tools/ai-agents

Practitioner

Check labels for balance and confusion patterns.

Bias Slice Explorer

/tools/ai-agents

Practitioner

Preview group fairness metrics on small label slices.