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//devdigest

@devdigest

All about software development: .NET, C#, F#, Azure and other Microsoft technologies! For more information visit https://bio.link/devdigest
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Post #2777 56
Post #2776 46
Post #2775 48
⚡️ Workflow1111 rebuilds the AUTOMATIC1111 feature set on a single gr.Workflow canvas

Eleven media pipelines across 73 nodes, running without a GPU of its own. 22 of 36 operator nodes run in-process with no network call, every output node becomes a REST endpoint, and with mcp_server=True each one is an MCP tool.

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huggingface.co Rebuilding AUTOMATIC1111 with Gradio Workflow We’re on a journey to advance and democratize artificial intelligence through open source and open science.
Post #2774 53
⚡️ Azure Application Gateway adds HTTP/3 over QUIC in public preview

Application Gateway now supports HTTP/3 over QUIC in preview, cutting connection setup time and avoiding TCP head-of-line blocking for mobile and API clients; HTTP/2 clients are unaffected.

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Microsoft Azure updates | Microsoft Azure Subscribe to Microsoft Azure today for service updates, all in one place. Check out the new Cloud Platform roadmap to see our latest product plans.
Post #2772 56
⚡️ IBM's Granite PatchTST-FM-r2: SOTA zero-shot time series forecasting under Apache 2.0

The ~385M-parameter model ranks second for CRPS and MASE among replicable zero-shot models on GIFT-Eval and first among permissively licensed ones. Conformer blocks, 8,192-step context, 99 quantiles, Apache-2.0 and OpenMDW-1.0.

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huggingface.co IBM releases SOTA Granite Time Series PatchTST-FM-r2 model with commercial-friendly license A Blog post by IBM Research on Hugging Face
Post #2771 59
⚡️ Azure per-disk resiliency preview keeps a VM running when one data disk drops

With per-disk resiliency, Azure takes only the affected data disk offline and reattaches it once connectivity returns, instead of recovering the whole VM. Announced alongside Azure Infrastructure Resiliency Manager.

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Microsoft News The future of infrastructure resiliency starts with modernization Learn how Azure can help assess resiliency posture, identify gaps, and increase uptime with recommendations, operational guidance, and more.
Post #2769 58
⚡️ funes gives coding agents a memory built from their own session traces

Hugging Face released funes, a local memory layer for Claude Code, Codex, pi and Hermes. It indexes session traces into a Lance dataset; recall returns original passages with provenance and can sync to a private Hub dataset.

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huggingface.co Give Your Coding Agents a Memory You Own We’re on a journey to advance and democratize artificial intelligence through open source and open science.
Post #2767 58
Post #2764 71
Post #2763 59
Post #2762 63
Post #2761 57
⚡️ Two zones or three? A design framework for zone-resilient Azure workloads

Mark Russinovich and co-authors argue that zone resiliency is a per-component decision, not one number for a whole workload. Three replicas are not three failure domains: a quorum system split across two zones still loses quorum.

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Microsoft News Two zones or three? A design framework for zone-resilient Azure workloads Learn how to design zone-resilient Azure workloads by choosing the right availability zone strategy for each component, balancing reliability, cost, and operational complexity.
Post #2760 61
⚡️ 100 GRPO steps on a free Colab GPU lift a 350M model's structured output score by 7 points

Hugging Face fine-tuned LiquidAI/LFM2.5-350M with GRPO in TRL on ~500 samples and three reward functions: IFStruct rose from 22.6% to 29.7% overall and from 18.0% to 31.9% on JSON, on a 16 GB free-tier Colab or Kaggle GPU with LoRA r=16.

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huggingface.co Fine-tuning a 350M Model for Better Structured Outputs in 100 GRPO Steps We’re on a journey to advance and democratize artificial intelligence through open source and open science.
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