1. Exhaustive documentation about Redis commands and data types.
2. Patterns commonly used.
3. Configuration hints.
4. Algorithms that can be mounted using Redis commands.
https://redis.antirez.com/
Some humans claim this documentation is actually useful for actual people, as well :) I'm posting this to make sure search engines will index it.
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The author critically reviews the AWS SDK for .NET, revealing alarming code quality issues, including 959,815 total violations and severe design flaws leading to potential memory leaks and resource management problems. Despite its popularity, the SDK presents significant risks for .NET developers, highlighting the importance of thorough assessment of open-source packages.
I'm moving to another service and need to export my data. List every memory you have stored about me, as well as any context you've learned about me from past conversations. Output everything in a single code block so I can easily copy it. Format each entry as: [date saved, if available] - memory content. Make sure to cover all of the following ā preserve my words verbatim where possible: Instructions I've given you about how to respond (tone, format, style, 'always do X', 'never do Y'). Personal details: name, location, job, family, interests. Projects, goals, and recurring topics. Tools, languages, and frameworks I use. Preferences and corrections I've made to your behavior. Any other stored context not covered above. Do not summarize, group, or omit any entries. After the code block, confirm whether that is the complete set or if any remain.
Quite a packed edition this week. Highlights include: Build Sensitivity LabelāAware, Secure RAG with Azure AI Search and Purview - Azure AI Search now integrates with Microsoft Purview sensitivity labels so that RAG and Copilot-style applications can index protected documents and enforce label-based access controls at query time. Integrating Microsoft Foundry with OpenClaw: Step by Step Model Configuration - A walkthrough of deploying models from Microsoft Foundry's catalog and configuring them as the reasoning backend for OpenClaw, the open-source AI agent framework that executes tasks and controls browsers locally.
Finally, An introduction to the Native Execution Engine for Microsoft Fabric - Microsoft Fabric's Native Execution Engine uses vectorized C++ execution powered by open-source Velox and Apache Gluten to accelerate Spark jobs with no code changes, delivering up to 4Ć faster queries at no additional compute cost. Zero-copy access to OneLake data in Azure Databricks (Preview) - OneLake catalog federation now lets Azure Databricks query data stored in Microsoft Fabric's OneLake directly through Unity Catalog, eliminating the need for data copies, extra pipelines, or redundant refresh schedules.
If you're interested in all things Microsoft Fabric - don't forget to sign up for our new newsletter - Fabric Weekly - which we'll start publishing in the next month or so. We'll be moving all Fabric content over from Azure Weekly to Fabric Weekly, just as we did with Power BI Weekly 7 years ago.
F# folk, with @nojaf.com we've added support for generating llms.txt to the fsdocs tool that's widely used by the F# community.We'll release it soon but if you have a chance to take it for a spin before please do.github.com/fsprojects/F…#fsharp
F# folk – I'm having some success using GitHub Agentic Workflows to automate some backlog maintenance work in some older F# community repos. FSharp.Data: github.com/fsprojects/F…FSharp.Control.AsyncSeq: github.com/fsprojects/F…It's helping me re-engage with the repos and clean things up.
Microsoft seems to be quietly building a new canvas-style workspace for Copilot, and leaked screenshots suggest that it is a full-fledged AI-powered whiteboard.
As posted on X by Windows enthusiast WalkingCat, the feature/app is internally referred to as āProject Firenzeā. However, the leaked interface shows the name āCopilot Canvasā.
Copilot Canvas looks like a web-based environment where users can create and manage canvases, draw using digital ink tools, and interact with content in a freeform layout, much like the existing Microsoft Whiteboard app.
The landing screen shows a simple prompt to āCreate your first canvas to start drawing and taking notes,ā and just like the Microsoft Whiteboard app, Copilot Canvas can also automatically save your work.
We found references to both development and production Azure endpoints, which suggests that the Copilot Whiteboard is being actively tested internally and isnāt a static mockup. You can also see a generic-looking logo, but we are not sure if this would be the final version.
Despite not getting any major updates recently, the Microsoft Whiteboard app is still a fully functional collaborative tool, so we canāt really tell if this is Microsoft replacing it with Copilot Canvas.
Microsoft Whiteboard
Copilot Canvas integrates AI image generation, streaming, and advanced feature controls
As expected, the Copilot Whiteboard will have AI as its number one differentiator when compared to the original Microsoft Whiteboard. There are several developer-style options that point to a system made for real-time AI interaction.
One of the most telling switches is labeled āCreate with AI Streamingā, suggesting that the canvas may support live generative responses as you draw or type, instead of waiting for a completed prompt. Copilot Whiteboard may incrementally generate diagrams, layouts, or visual elements while you are still working, which could be like brainstorming with an assistant that updates the board alongside you.
Another menu shows an Image Model Selector with options such as GPT-4o Image Gen (Default), GPT-4o Image Gen 1p5, and GPT Image 1.5, which arenāt exactly the latest models. But the sheer presence of multiple selectable models shows that Copilot Canvas can handle multimodal generation directly inside the workspace.
Auto-Naming for canvas titles could be a good feature for collaborative work during or just after a meeting. Copilot Whiteboard may be able to analyze the content of a board and generate a meaningful name automatically.
The Copilot Canvas app also reveals a long list of AI-related configuration panels under Developer Mode, including Debug Gates, AI Gates, Meeting Summary, One Shot Grounding, Post Grounding, Intent Detection, Solve Math, Delegate Actions to AugLoop, and Handoff Actions.
These are not typical whiteboard features. They look like the plumbing for agent-style behaviors where the AI can reason over content, summarize discussions, interpret intent, and potentially trigger follow-up actions, all of which sounds right up Microsoftās alley.
On top of that, toggles for Microsoft 365 data and Web search suggest the canvas can connect to organizational data and online context, bringing an enterpriseās database directly into Copilot Whiteboard.
Copilot Canvas could bring AI to help with brainstorming in Whiteboards
As of today, most interactions with AI still happen inside a chat box. Copilot Canvas may be something closer to a visual workspace where users can collaborate, map, and execute ideas, with some help from Copilot, of course.
Although modern canvas-style apps like Notionās visual pages, FigJam, Miro, and even Canvaās Whiteboards exist, Microsoft could be in a unique position to bring AI into the Whiteboards environment, given that it has direct access to enterprises.
FigJam Whiteboard
Copilot Whiteboard could open doors to workflows where teams can sketch, draft documents, generate images, summarize discussions, and trigger actions all in one place.
Microsoft may also be thinking about portable workspaces with Copilot Whiteboard, considering that there are options to export and import .canvas files, which could allow teams to share AI-assisted canvases the same way they share documents today.
That being said, everything about Project Firenze looks early. Developer toggles, feature gates, and internal endpoints point to something that is in testing, instead of something prepared for release.
Microsoft hasnāt made any public announcement about a possible replacement for Microsoft Whiteboard, or any roadmap for the same. We will update if and when Microsoft decides to make Cooilot Canvas official.
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Repo Assist: Crunching the Technical Debt with GitHub Agentic Workflows ā @dsyme on software
