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Algeria's 69 wilayas, 538 dairas and 1,541 communes with Arabic/French search and historical administrative boundaries. Python and TypeScript libraries.

  • administrative-divisions
  • algeria
  • arabic
  • commune

Enterprise-grade benchmark evaluating whether AI agents deliver verifiable business outcomes in real business systems — general domain, finance, supply chain, and manufacturing.

  • mfg
  • scm
  • erp
  • eval

Safety in Embodied AI: A Survey of Risks, Attacks, and Defenses | 500+ Papers | Perception, Cognition, Planning, Interaction, Agentic System

  • adversarial-attacks
  • ai-safety
  • autonomous-driving
  • backdoor-attacks

DecisionPivot: a diagnostic benchmark for decision models in LLM systems. Contrast pairs that differ in one decisive detail, generators with independent solvers, scorer and runners.

  • benchmark
  • calibration
  • decision-making
  • evaluation

A dual-agent framework leveraging left-brain logic (structured coding, syntax validation, debugging) and right-brain intuition (macro architecture, creative patterns, UX flows). It splits cognitive loads to boost LLM development efficiency, preventing hallucination while maximizing system scalability.

Fast, isolated machines for AI agents and dev teams, self-hosted in your own cloud. Use them as agent sandboxes, dev environments or servers, on GCP, AWS or bare metal.