Insights
Techpuvi Notes.
Engineering, AI, and the work of building software that lasts.

AI Engineering
Why Most AI Integration Projects Fail in the First 90 Days
We've seen this pattern a dozen times. Here's what goes wrong, in order, and the evals-first approach that fixes it.

AI Engineering
We Benchmarked 5 LLMs on Indian Medical Record Extraction
Original benchmark: 5 frontier and open-source models extracting structured fields from real Indian medical records. Accuracy, cost, latency, and which model wins for what.
