Research & Knowledge Hub
1,838+ research articles, technical guides, and in-depth analyses authored by council members and industry experts.
Articles - Page 2
1,838 articles
Evaluating Agentic AI: Metrics and Benchmarks for Reliable Tool Use and Task Completion
Learn how evaluating agentic AI uses multi-dimensional metrics and benchmarks to measure task success, tool use accuracy, reliability, cost, and safety in real workflows.
Multi-Agent Systems 101: How Agentic AI Teams Collaborate, Coordinate, and Resolve Conflicts
Multi-agent systems enable agentic AI teams to collaborate via roles, shared memory, and protocols. Learn coordination strategies and conflict resolution for enterprise-ready MAS.
Prompt Engineering for LLMs: Techniques, Templates, and Common Failure Modes
Learn prompt engineering for LLMs with practical techniques, reusable templates, and mitigation strategies for hallucinations, prompt injection, and brittle outputs.
Agentic AI in the Enterprise: High-Impact Use Cases Across Customer Support, DevOps, and Analytics
Explore agentic AI in the enterprise with real use cases in customer support, DevOps, and analytics, plus guardrails and KPIs to deploy safely and measure ROI.
MLOps for Beginners: CI/CD, Model Versioning, Feature Stores, and Production Best Practices
Learn MLOps for beginners with practical CI/CD stages, model versioning via registries, feature stores to prevent skew, and production best practices for monitoring and safe rollout.
From Chatbots to Agents: A Practical Roadmap to Upgrading LLM Apps into Agentic Workflows
A practical roadmap for moving from chatbots to agents by adding tools, workflows, planning, orchestration, and production guardrails for reliable agentic AI.
Building Safe Agentic AI Systems: Guardrails, Permissions, and Human-in-the-Loop Patterns
Learn how to build safe agentic AI systems with multi-layer guardrails, tool-scoped permissions, and human-in-the-loop patterns that scale, stay auditable, and reduce risk.
AI Model Evaluation Metrics: Choosing the Right KPIs for Classification, Regression, and LLMs
Learn how to select AI model evaluation metrics for classification, regression, and LLMs. Build KPI dashboards that balance performance, calibration, robustness, fairness, and safety.
Phishing-Resistant Security: Email Authentication (SPF/DKIM/DMARC) and User Training That Works
Learn how SPF, DKIM, and DMARC reduce spoofing, where they fall short, and which simulation-driven training methods measurably lower phishing risk.
Agentic AI Explained: How Autonomous AI Agents Plan, Act, and Learn in Real Time
Agentic AI enables autonomous agents to plan, use tools, act on real systems, and adapt in real time. Learn how agentic workflows work, where they fit, and key risks to manage.
AI Agents Explained: Architecture, Tool Use, Memory, and Real-World Applications
AI agents combine LLMs with tools, memory, and orchestration to complete multi-step workflows. Learn agent architecture, memory types, tool use patterns, and real applications.
Identity and Access Management (IAM) Deep Dive: MFA, Passwordless Authentication, and PAM
Identity and Access Management (IAM) deep dive covering MFA, passwordless authentication, and PAM, with practical patterns for hybrid work, cloud, and Zero Trust.