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2026 Open-Source Models Claim 1M Context but Read It Selectively
GLM-5.3 picks 2048 tokens from history, DeepSeek-V4-Pro holds 1024 compressed blocks, and Qwen3.8 and Kimi K3 use full attention in only every fourth layer. What agent builders should do.

Moscow Startup Summit Showcases a Robot That Is Learning to Work on the Factory Floor
The Moscow Startup Summit, run by the Moscow Government and Sber, took place in SberCity in late September. The expo showed a robot that talks, gestures and is learning factory tasks.

Sber Publishes September Roundup of GigaIDE Pro Updates
Sber has summed up September for GigaIDE's Pro features. The latest monthly digest appeared on October 9, 2026, on the company blog on Habr.

Apple Foundation Models SDK for Python: Local Apple Intelligence Inside the Hermes Agent
Sber engineers plugged Apple Intelligence's local model into the Python agent Hermes via the Foundation Models SDK: 2.8 seconds per response and 46 out of 50 on a benchmark.