LangChain makes reasoning effort portable—but not equivalent
LangChain now standardizes reasoning effort across OpenAI, xAI and Fireworks, but identical labels still hide different cost, latency and model behavior.
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#Large Language Models
4 articles
TECHi reporting and analysis covering Large Language Models. 4 articles, newest first.
Kimi K3 Is Cheap to Call, but the Weights Are Not Here
Kimi K3’s API is live, but its weights, license and self-hosting stack are not. TECHi audits the 64-accelerator gap behind Moonshot AI’s claims today.
Inkling’s Open Weights Still Need a Data Center
Thinking Machines Lab's Inkling publishes open weights, but its 600 GB VRAM floor, limited fine-tuning contexts and launch-day gaps complicate ownership.
Tencent’s Hy3 preview Marks the First Major Model to Emerge From Its AI Rebuild
Tencent has introduced Hy3 preview, the first major model to emerge since the company rebuilt key parts of its pre-training and reinforcement-learning infrastructure earlier this year, making the release as much a sign of internal change as a routine model update. According to briefing materials, Hy3 preview reached pu