Insights
Notes from the studio.
What we're learning while building — written as we go, not polished after the fact.
Engineering
Why we didn’t reach for an LLM
For Verity, a classical NLP pipeline outperformed the obvious choice — on speed, cost, and interpretability.
March 4, 20261 min read
Research
Building for code-mixed languages
Most NLP tooling assumes clean, single-language text. Real conversation in India rarely works that way.
February 18, 20261 min read
AI
The case for visible reasoning in RAG
A retrieval-augmented system is only as trustworthy as your ability to check its work.
January 22, 20261 min read
Company
Our five-step process, in practice
Understand, research, design, build, evolve — what each step actually looks like on a real project.
December 10, 20251 min read