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All about software development: .NET, C#, F#, Azure and other Microsoft technologies! For more information visit https://bio.link/devdigest
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频道帖子
⚡️ The model price war: GPT-6 Luna is half the price of the last Luna, Opus 5.5 down 20%
Claude Opus 5.5 and GPT-6 Sol/Luna landed with steep price cuts, but Opus 5.5 reportedly stalled at max reasoning on one test, burning its full output budget with no answer.
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| 2 | ⚡️ Mark Seemann: LLMs speed up writing code, not how fast you actually learn
Seemann argues LLMs don't shorten the real bottleneck in learning programming -- how fast a human absorbs concepts -- and suggests asking LLMs only falsifiable, verifiable questions.
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| 3 | ⚡️ F# Weekly #40 is out: Blazor AI components for agent chat UIs
Sergey Tihon's F# Weekly #40 is out. The highlight: experimental Blazor AI components in .NET 11 RC1 that turn an agent chat with streaming, tool calls and approvals into a single ChatPage component.
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| 4 | ⚡️ Shopify compresses agent failures into model weights, cutting inference cost 96%
A continual learning loop combining SFT, GRPO and prompt compression on PyTorch and vLLM let Shopify match frontier-model quality at a fraction of the cost.
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| 5 | ⚡️ GPT-6 Astra, Sol and Luna land in Microsoft Foundry, starting at $0.10 per million tokens
Three GPT-6 tiers for reasoning, general agent work, and high-volume routine tasks, priced $0.10-$75 per million tokens depending on model and direction, live across 28 regions.
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| 6 | ⚡️ AG-UI Protocol gets an official .NET SDK built on Microsoft.Extensions.AI
Microsoft shipped an official .NET SDK for the AG-UI agent-to-UI streaming protocol, built on IChatClient, interoperable with the existing TypeScript and Python SDKs.
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| 7 | ⚡️ Transformers can now load llama.cpp GGUF quants directly via from_pretrained
Hugging Face added native GGUF support for Qwen3.5 on Apple Silicon using ggml's Metal kernels, matching llama.cpp throughput while staying inside the regular Transformers API.
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| 8 | ⚡️ Azure Container Apps Sandboxes: an isolated microVM for an agent in seconds
Hardware-isolated microVMs with sub-second startup now run over a million agent sandboxes a day across Microsoft products, with KPMG running 30,000+ concurrent for tax work.
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| 9 | ⚡️ Microsoft's live series builds a production AI agent in C# from scratch
A four-part live series shows the Microsoft Agent Framework harness in C#: tool calls, approval policies, file sandboxing, shell execution and OpenTelemetry tracing, with code in the MafClaw repo.
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| 10 | ⚡️ Rider and ReSharper 2026.2.2 add an AI Agent Setup widget and sharper coding-agent hooks
Rider/ReSharper 2026.2.2 ships a status-bar widget for configuring MCP tools, skills and hooks, sharper inspection/reformat hook feedback for coding agents, and TUnit coverage support in dotCover.
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| 11 | ⚡️ Environment.ProcessorCount reports process limits, not host cores, since .NET 6
Andrew Lock's platform-specific workarounds (Windows GetActiveProcessorCount, macOS sysctlbyname, Linux /sys/devices/system/cpu/online) recover the actual host processor count.
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| 12 | ⚡️ 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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| 13 | ⚡️ 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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| 14 | ⚡️ F# beats C# on most axes except tooling, argues Mark Seemann
Seemann's core argument: F# disallows circular module dependencies by default, a language-level safeguard against spaghetti code that C# has no equivalent for.
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| 15 | ⚡️ 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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| 16 | ⚡️ 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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| 17 | ⚡️ Uno Platform split their MCP server in two by data lifetime, not by feature
A stateless docs server and a stateful local app server cost the agent 6.4k and 1.5k context tokens respectively, versus 5.2k for GitHub's single built-in MCP server.
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| 18 | ⚡️ 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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| 19 | ⚡️ Azure Connector Namespace hosts MCP servers for Azure SRE Agent, no infrastructure to run
Azure Connector Namespace is a managed service for hosting connectors and MCP servers — deployment, HTTPS, auth, secrets and scaling handled by the platform. The Azure SDK team shows how to deploy an Azure SQL MCP server with azd up and plug it into Azure SRE Agent via managed identity.
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| 20 | ⚡️ Rider 2026.3 EAP 1: rainbow brackets, data breakpoints from the editor, completion filters
The first Rider 2026.3 EAP build adds rainbow brackets (off by default), data breakpoints set by right-clicking a variable, filters in the completion popup, a Game Development plugin category, and dotCover support for TUnit.
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