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GLM-5.3-Flash turns the anonymous Ox Alpha trial into an open-weight multimodal coding model

GLM-5.3-Flash combines open weights, multimodal coding/agent capability and an 18B-active sparse architecture with a large anonymous pre-launch trial. Z.ai has already issued a chat-template correction for early downloads, showing that day-one self-hosted deployments need artifact-level validation as well as model benchmarking.

GitHub’s OAuth apps get short-lived tokens, multiple callbacks — and a wildcard setting worth auditing

GitHub OAuth apps can now use eight-hour access tokens with rotating refresh tokens, register up to 10 callback URLs, and explicitly control wildcard callback matching. New apps default to expiring tokens, while existing single-callback apps should review a legacy wildcard setting GitHub has now made visible.

Kanbanchi says team-first pricing helped move 78% of purchases to multi-seat plans

The useful part of Kanbanchi’s case is that it did not need a new product category or a giant ad budget. A 25-person bootstrapped team changed the economics and presentation of an existing product, made team savings visible and progressively moved its customer mix toward multi-seat accounts.

Android Bench 2.0 shows frontier coding agents still fail most multi-day Android tasks

Android Bench 2.0 moves coding-agent evaluation away from small repository fixes toward dependency upgrades, app builds, migrations and other jobs that can take a human engineer days. The results expose a much larger reliability gap than short-task benchmarks—and show that the agent harness can materially change cost and outcome.

Cerebras CS-4 turns Nexus into a multi-generation rack-scale inference platform

CS-4 combines three WSE-3 Turbo wafers with Cerebras’ Nexus rack design. The practical shift is architectural: compute, power and I/O become modular, while Cerebras now says the same platform is intended to support CS-5 in 2027 and a 3D-memory CS-6 generation after that.