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10:43
2026-06-26
dev.to
large-language-models

I Wish I Knew About This OpenAI Swap Sooner — Full Breakdown

An engineer at a company using OpenAI's GPT-4o for LLM inference discovered they were overpaying by up to 40x compared to alternatives like DeepSeek V4 Flash served through Global API. After benchmarking and testing, the…

10:39
2026-06-26
nebius.com
large-language-models

Train the draft model for your workload

Nebius launched Custom Speculator Training in Token Factory, enabling teams to train workload-specific draft models from their own data and deploy them alongside base models in one workflow. The feature addresses perform…

05:40
2026-06-26
akrites.org
ai-safety

We All Depend on Open Source. We Will Defend It Together

A coalition of major technology companies and organizations, including Amazon Web Services, Google, Microsoft, and OpenAI, announced the launch of Akrites, a coordinated effort to remediate vulnerabilities in critical op…

17:03
2026-06-25
dev.to
developer-tools

Shrinking the Footprint and Cleaning the Pipes

Poindexter shipped several improvements on June 24, 2026, including wrapping DeployCheckoutSync in a VBS helper to suppress flashing terminal windows on Windows. The team folded embedding hygiene jobs into a declarative …

14:21
2026-06-25
news.ycombinator.com
large-language-models

I was curious why MTP affects PP TPS in llama.cpp. My PoC recovers it?

A developer investigating low prompt processing throughput with Multi-Token Prediction (MTP) in llama.cpp created a proof-of-concept that recovers the overhead by processing only the output row of the last layer MoE FFN …

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