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Qdrant Publishes a 10B-Vector Benchmark and Open Tools to Rerun It

FineWeb-10B pairs an unusually large retrieval corpus with a public workflow for building and testing it. The useful test now is whether other database operators can reproduce comparisons on the same workload. Qdrant has published a benchmark meant to move vector-database testing beyond small collections, along with the open-source software needed to rebuild and run the test.

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Funding Startups

Aug 25, 2026

Ringg’s Reported $10M Peak XV Round Has Conflicting Accounts of Whether It Closed

The Bengaluru company is positioning its voice software for broader enterprise workflows, but the capital meant to support that expansion has not been independently clarified. Ringg is reported to have raised a $10 million Series A extension led by Peak XV Partners to widen its enterprise AI platform across voice, WhatsApp and browser agents.

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