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Infra2026-09-26 · source-backed
The writeup covers porting DeepEP v2's dispatch and combine kernels from CUDA-specific RDMA to libfabric so expert-parallel all-to-all runs over EFA. Running GRPO on a GLM-5 744B-class MoE across 48 P5en instances, 16 training and 32 inference, aggregate rollout throughput rose 40% over the Slime NCCL baseline. The recipe is in the open-source Miles 0.1.0 framework.
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Six co-designed chips, supply chain twice the size of Grace Blackwell, with AWS, Google Cloud, Microsoft, and OCI deploying instances in H2 2026 (NVIDIA). If inference really drops 10x, the economics of always-on agents change at the root. The cost crisis in story one is partl...
GLM-5.1 from Zhipu AI scored 58.4% on SWE-bench Pro. GPT-5.4 scored 57.7%. Claude Opus 4.6 scored 57.3%. That's the first time an open-weight model has ever topped a major coding benchmark against the best proprietary models. The specs matter. GLM-5.1 is a 754B-parameter mixtu...
Comparing gpt-5.6-luna, terra and sol on Bedrock against gpt-5.4-mini and nano: on AIME, Luna cost $0.0021 per passing answer against Mini's $0.0139 despite Mini's lower nominal token price. On DeepSearchQA multi-turn agent trajectories the gap widened to $0.05 against $0.40 p...
AWS now lets an org subscribe to a model once centrally and distribute access across accounts without per-account subscriptions. It's plumbing, but it removes real friction for enterprises governing model access at scale. Unsexy governance work is exactly what "AI is table sta...
First-party pricing, counts toward AWS commitments, Codex via CLI and IDE plugins for VS Code, JetBrains, and Xcode, across commercial and GovCloud (AWS). This removes the procurement and compliance wall for AWS shops that couldn't touch OpenAI under existing contracts. Distri...
The walkthrough covers implementing MCP tools, wiring authentication, and deploying with AWS CDK against Bedrock AgentCore and Mistral AI Studio. Steal the two-layer JWT pattern: agent identity and end-user identity as separate token layers. Most MCP server tutorials hand-wave...
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