Field notes on building
high-performance remote teams.

Your RAG bot isn’t hallucinating – your knowledge base is. Chunking, de-dup, metadata and HITL curation that make retrieval accurate in pr

AI training data done as a discipline: sourcing, cleaning, multimodal annotation, RLHF/SFT and human-in-the-loop QA. Fix the data, fix the model.

AI agent red-teaming as a service: prompt-injection, jailbreak, data-leakage and tool-abuse testing mapped to OWASP LLM Top 10 and NIST AI RMF.

Data labeling and human-in-the-loop annotation across text, image, audio, video and LiDAR – multi-stage QA, SME review and RLHF. Why cheap label