AI delivery
Blog category · AI delivery · by Kalpak Kale
AI delivery: 4 posts by Kalpak Kale. All blog posts.
Every message is a seed: designing an intent-first RAG chatbot
Design pattern for trustworthy chatbots: treat each message as a seed, context as soil, retrieval as nourishment, turn values into testable response rules.
The 21-case test that decides whether a RAG chatbot ships
The 21-case test that decides whether a RAG chatbot ships: weighted evaluation, nine QA rounds, and client-run daily accuracy reports.
Giving 19 developers AI access through one proxy, and what actually changed
Rolling AI coding tools out to a team is not just licensing. It is a gateway, spending policy, evaluation habit and working rules for a 60-person firm.
A brief goes in, software comes out. Shipping client products without a dev team assigned.
An operations manager with an agentic coding tool can ship a statement of work to production using a fixed process for payments and security.
