dphnAI's distributed inference network served 32B DeepSeek tokens in 24h, ~6% of Venice's daily volume
Ronangmi · x · 2026-10-21
Per the quoted data from @richwgalvin, dphnAI's inference network — still in effectively closed beta — served 32 billion DeepSeek API tokens over the last 24 hours, about 6% of the 500B/day Venice reported last week. Usage is still mostly on promotional credits, so not a revenue signal yet, but throughput confirms production-scale capacity.
The commentator argues most cheap-token avenues come with short-term viability or latency/performance tradeoffs, while dphnAI tackled hard distributed-systems problems to unlock consumer hardware at scale for cheaper inference — a durable advantage. Products like Flipper, its multi-agent engineering harness, will build on this efficiency; over time the 24/7 network could dynamically route idle throughput to other workloads: in-house custom uncensored model training, post-training as a service, data generation for verifiable domains, and large-scale distributed web scraping.
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