Blog

The question of whether to build, buy, or partner for LLM training comes up in almost every enterprise...

Prompt injection is the top-ranked vulnerability class in production LLM systems. It works because LLMs cannot reliably distinguish...

Large language models that can produce correct answers don’t always produce correct answers for the right reasons. A...

Sentiment annotation is the process of labeling text with polarity, emotion, or opinion signals to train NLP classifiers....

Bounding box annotation cost scales with object density, class complexity, required IoU thresholds, and QA depth. Loose boxes...

The most common failure mode in enterprise RAG programs is not the language model. It is the knowledge...

Construction zones are among the most demanding scenarios for autonomous vehicle perception systems. The environment changes faster than...

I’ve talked to many enterprise teams that are frustrated with their GenAI programs. The model they selected is...

Human feedback training data services are specialized data pipelines that collect, structure, and quality-control the human preference signals...

Most Gen AI programs fail between the pilot and production, and the reason is almost always the data...

A perception model trained on daytime data does not automatically extend to nighttime conditions. The visual characteristics of...

A single autonomous vehicle perceiving the world through its own sensors has hard limits on what it can...