OpenAI's annualized revenue nears $50B, $20B below prior $70B figure

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.

A community developer built Baikal LoopSR x2, a tiny anime/illustration upscaler that applies the recurrent shared-block concept from Looped-DiT to direct RGB restoration. Released for ComfyUI with weights available.

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.