Notes from the human layer.
Building AI training infrastructure for India — languages, quality, and the people behind the data.
Notes from the human layer.
Building AI training infrastructure for India — languages, quality, and the people behind the data.
A Single Directive Switched Off Two Frontier AI Models. Decentralised AI Is No Longer Optional.
What the June 2026 export-control order revealed about dependency — and why India's real opportunity is to build the layer underneath, not just chase the…
Read article →0219 June 2026Enterprise RAG Evaluation: Groundedness, Retrieval और Human Review कैसे मापें
Enterprise RAG systems में answer correctness के लिए retrieval quality, faithfulness, groundedness और human review loops को कैसे measure करें.
Read article →0319 June 2026Indic AI Data Workforce क्या है और AI companies को इसकी जरूरत क्यों है?
Indic AI data workforce उन trained human teams को कहते हैं जो Hindi, Hinglish और Indian language AI systems के लिए data annotation, evaluation, QA और feedback workflows चलाते हैं.
Read article →0419 June 2026Indic AI Data Pipeline: Golden Dataset, Annotation और QA Loop कैसे बनाएं
Indian language AI products के लिए data collection, annotation, QA, golden dataset, benchmark और feedback loop बनाने का technical operating guide.
Read article →0519 June 2026Hindi Voice AI QA: ASR, Intent और Accent Testing का Practical Scorecard
Hindi और Hinglish voice bots को production-ready बनाने के लिए WER, intent accuracy, accent coverage, escalation और human QA scorecard का practical guide.
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