AI
RAG explained: how grounded AI answers from your documents
Understand retrieval-augmented generation (RAG), from document preparation and search to grounded answers, citations, access control and evaluation.
Ornova Labs Blog
AI guides
Original, practical articles for people working with ai. Clear steps, realistic examples and useful references.
Start here
Featured AI guide
All in AI
Continue exploring
AI
Prompt engineering: a practical guide for reliable work
A practical prompt engineering method based on context, outcome, constraints, examples and verification—without magic phrases or keyword rituals.
AI
How to reduce AI hallucinations in practical workflows
A practical guide to reducing AI hallucinations with grounded sources, narrow tasks, structured outputs, verification checks and human accountability.
AI
AI tools for civil engineers: useful jobs, limits and a safe workflow
A grounded guide to using AI for civil engineering paperwork, document search, drafting and data organisation while keeping calculations, compliance and sign-off with competent people.
AI
AI agents explained: tools, memory, planning and guardrails
A plain-language guide to AI agents: how models use tools, keep state, plan work, verify results and why permissions and human review matter more than impressive demos.
AI
Where AI actually helps with engineering paperwork (and where it shouldn't)
An honest, anti-hype look at AI in engineering paperwork: it is strong at the mechanical, checkable language work and dangerous for facts, quantities, code compliance and sign-off. Covers hallucination, automation bias, the NIST AI Risk Management Framework, and a clear line between assistant and authority.
AI
AI-assisted development: how we use it to build tools faster
A behind-the-scenes look at how a small studio uses AI to build software faster - what we hand to AI, the spec-draft-review-test loop we keep humans inside, and what the evidence (GitHub's 55% study and the 2024 Stack Overflow survey) says about where the speed-up really lands.
Explore another topic