Agentic AI7 min read
How AI Agents Actually Work
Strip away the hype and an agent is a loop: observe, reason, act, check. Here is what that loop looks like in a production system.
Insights
Notes from building AI and automation in production.
AI6 min read
RAG vs Fine-Tuning: When Should You Use Each?
Retrieval gives a model knowledge. Fine-tuning gives it behaviour. Most teams need the first long before the second.
Engineering8 min read
Building Production-Ready AI Workflows
A demo works once. A workflow works every day. The difference is evaluation, guardrails and observability.
Automation5 min read
What Businesses Get Wrong About AI Automation
Automating a broken process just produces broken results faster. Start with the process, then add the AI.
Software Engineering7 min read
From Prototype to Production: Deploying LLM Systems
Serving, caching, fallbacks and cost control — the infrastructure decisions that decide whether your LLM feature survives real traffic.