Baikal LoopSR x2 anime upscaler adapts Looped-DiT concept

AWS details pay-per-inference for AI agents, where purchases are small and frequent — sometimes a fraction of a cent each — and happen inside the agent's loop with no person available.

NVIDIA's KGMON team placed second in the KDD Cup 2026 Data Agents competition, building its system around a smaller, more verifiable agent harness rather than a larger model. Teams had to work with a small, fixed LLM, making the harness the main optimization surface.

OpenAI told investors its annualized revenue is approaching $50 billion, per the FT, roughly $20 billion less than the previously reported $70 billion. The higher figure came from investors' attempts to compare directly with Anthropic's annualized revenue, which counts cloud-partner sales that OpenAI does not.

Halogen's 0.17.2 update sustains ~45 tokens/sec decode at high context running Qwen 3.8 Flash Next on a 128GB Strix Halo machine. The model is roughly 177B parameters.