Insights
Notes from delivery, not SEO filler.
Short pieces on the decisions that actually show up in statements of work.
RAG first, fine-tune when the eval says so
Most teams fine-tune too early. Here is the sequence Forklabs uses: retrieval, tools, then weights — and the eval that decides.
Agents that finish jobs need stop conditions
An agent without a stop condition is a chatbot with extra API keys. Define the job, the tools, and when a human must take over.
Migrations fail in the mapping, not the cutover night
Dual-run, field maps, and reconciliation reports beat heroic go-lives. How Forklabs plans CRM and marketplace moves.
We believe we can ship AI that operators keep open.
Tell us the job to be done. We reply with a written plan — architecture, timeline, and what done looks like.