PRACTICAL AI FIELD GUIDES
Guides for building useful, reliable AI experiences
Explore practical articles on AI agents, RAG, integrations, security, and operations. Browse by topic or search for the question you need answered.
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Choose a subject to explore focused, practical guidance.
AI Agents
Design useful agents, choose the right level of autonomy, and plan safe human handoffs.
RAG & Data
Make business knowledge searchable with sound retrieval, evaluation, and data practices.
Integrations
Connect assistants to websites, APIs, CRMs, and the tools your team already uses.
Security & Privacy
Set trust boundaries, protect customer data, and design safer AI workflows.
Industry & Applications
See how AI assistants fit real customer and operational workflows.
Evaluation & Operations
Measure quality, monitor production behaviour, and keep improving over time.
Latest articles
Explore new ideas and practical guidance from the ChatNexus library.
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AI-Powered Content Creation: Automated Marketing and Communications
Introduction In today’s fast-paced digital landscape, brands must produce high-quality, engaging content continuously to capture audience attention and maintain competitive advantage. Marketing teams face pressures to deliver personalized… Read guide
6 min read -
Secure Multi-Party Computation for AI: Benefits, Limits & RAG
Understand MPC threat models, practical privacy trade-offs and why secure retrieval alone does not make an AI assistant private or compliant. Read guide
6 min read -
Zero-Knowledge Proofs for AI: What Verifiable Inference Can Prove
What ZK proofs can establish for AI inference and RAG—and why a valid proof does not guarantee truth, privacy or compliance. Read guide
5 min read -
MCP Client Integration: Connect Chatbots to Servers Safely
A current MCP client integration guide covering hosts, clients and servers, official SDK setup, transport choices, permissions, tool safety and testing. Read guide
6 min read -
MCP for RAG: Connect AI to Data and Tools Safely
Understand how MCP connects RAG applications to data and tools—and which retrieval, memory, authorization and security responsibilities remain in your application. Read guide
7 min read -
RAG with Web Search: Current Sources, Citations & Safety
A practical guide to adding web search to RAG: route queries safely, verify sources, show citations, protect private data and handle prompt injection or search outages. Read guide
7 min read -
AI Coding Assistants for Technical Support: RAG, Testing & Safety
Design a safer AI technical-support assistant with versioned documentation, code review, privacy safeguards, scoped tools and tests for real failure cases. Read guide
6 min read -
Memory Management in Large-Scale RAG Deployments
How to size and reduce memory in RAG systems: estimate vectors and indexes, choose compression carefully, separate database from model memory, and test retrieval quality. Read guide
7 min read -
Caching Strategies for High-Performance RAG Systems
A practical guide to caching RAG embeddings, retrieval results and answers without serving stale data or crossing tenant boundaries. Includes key design, invalidation, evaluation and rollout advice. Read guide
6 min read -
Multi-Armed Bandit Testing for Dynamic Response Optimization
Introduction In modern AI-driven conversational systems, delivering relevant, timely, and engaging responses is critical. Static response strategies—where a chatbot always provides a fixed reply to a given query—can… Read guide
6 min read -
Real-Time Dashboard Design for Chatbot Performance Monitoring
Introduction As AI-driven chatbots become critical components of customer support, e-commerce, and enterprise operations, real-time performance monitoring has emerged as a strategic necessity. Monitoring usage patterns, sentiment trends,… Read guide
7 min read -
Mining Industry: Safety Protocols and Equipment Maintenance via AI
Introduction The mining industry is inherently high-risk. Workers face hazards such as cave-ins, toxic gas exposure, heavy machinery accidents, and electrical failures, while operations rely on the consistent… Read guide
7 min read