HIVE Insights
Direct, engineering-led guidance for teams moving beyond prototypes—without the hype.
Editor’s pick
Most RAG demos work. Many production RAG systems do not. Here is why retrieval, permissions, evaluation, freshness, and observability matter more than the demo.
Vector search is useful, but it is not always the right retrieval layer. Learn when exact, structured, or deterministic retrieval is faster, safer, and more accurate.
Production AI agents need more than prompts. Learn how scoped tools, retrieval, approvals, evaluation, observability, and failure handling keep agents reliable.
A practical guide to private and on-prem AI knowledge bases: deployment choices, permissions, data boundaries, audit logs, model hosting, and operational tradeoffs.
Why we designed Knolo Core around portable local-first knowledge packs, deterministic retrieval, source identity, and an architecture that does not require embeddings to function.
Where AI agents can create measurable value in property management: maintenance triage, leasing follow-up, resident communication, document workflows, and operations.
AI can help payment teams investigate disputes, assemble evidence, prioritize risk, and automate case workflows without turning critical decisions into a black box.
LangChain and LlamaIndex can accelerate development. They do not remove the production work around auth, data, evals, observability, retries, permissions, and ownership.
What U.S. teams building AI should understand about GDPR-style privacy principles, the EU AI Act, California privacy rules, data minimization, access, and auditability.
The architecture decisions that separate AI prototypes from production systems: data boundaries, state, retrieval, tools, evals, observability, failure handling, and ownership.
A practical look at how a legal document intelligence system can combine permission-aware retrieval, citations, document workflows, structured extraction, and human review.
A technical buyer's checklist for evaluating AI vendors: architecture, data boundaries, integrations, evals, security, ownership, pricing, failure handling, and production support.
