Notion Mail Is Shutting Down
Notion announced that it will shut down its email client on September 22. The company says more than half of users already manage email through Notion’s AI agents without opening their inbox, so it is shifting its focus from a traditional email client to agent-run workflows. Engadget reports: It has published an FAQ for users to make sure that they don’t lose any messages or data in the transition. Most emails will still … ⌘ Read more
Google Invests $75 Million In A24 To Develop AI-Powered Filmmaking Tools
Google is investing roughly $75 million in A24 as part of a research partnership with DeepMind to develop AI-powered filmmaking tools and workflows. “The deal represents the latest marriage between a Hollywood studio and AI in an era where companies have oscillated between partnerships and lawsuits,” reports Variety. From t … ⌘ Read more
AI/LLM Patch Craziness Having An Impact On ARM64 Linux Kernel Development
The ongoing rise in AI/LLM-generated patches hitting the mailing lists and affecting development workflows continues to impact Linux kernel development. For the ARM64 architecture updates in Linux 7.2 is an interesting anecdote over over feeling like this activity has “slowed us down a little on the feature side” and having to deal with this AI/LLM patch activity resulted in some features now being postponed from making it for this current L … ⌘ Read more
Launch HN: Transload (YC P26) – Measuring freight items with CCTV
Hi HN — we’re Julius, Jago, and Nils, and we’re building transload (transload.io).
transload helps LTL trucking companies measure freight dimensions using the security cameras already installed in their terminals. Instead of sending shipments through a dedicated dimensioning station, we measure them automatically as they move through the normal dock workflow.
We’ve put together a small HN-specific demo site here: [https://hn.transload.io/](https://hn.tran … ⌘ Read more
Please don’t spam people looking for employment. It’s just cruel
Earlier I posted in a “Who wants to be hired?” thread, looking for a place where I could apply my experience in hospitality, food tech and automation.
A couple hours later I received an email:
“Hi Ilia,
I saw your comment on the June Who’s Hiring thread. I build production-ready TypeScript and Python systems that integrate LLMs into real workflows, with particular focus on RAG, agent orchestration, and clear blah-blah-blah”
Come on.
I am a forced immigra … ⌘ Read more
Karpathy LLM Wiki pattern integrated into Obsidian agenic workflow
Article URL: https://github.com/pssah4/vault-operator
Comments URL: https://news.ycombinator.com/item?id=48351115
Points: 4
# Comments: 0 ⌘ Read more
Anthropic Releases Opus 4.8 With New ‘Dynamic Workflow’ Tool
Anthropic has released Claude Opus 4.8 with stronger performance and better handling of uncertain or flawed data, including a greater tendency to flag issues rather than make unsupported claims. The update also introduces a “Dynamic Workflows” research preview for coordinating complex tasks across many subagents. TechCrunch reports: Opus 4.8 comes with the expec … ⌘ Read more
Just Use Postgres for Durable Workflows
Article URL: https://www.dbos.dev/blog/postgres-is-all-you-need-for-durable-execution
Comments URL: https://news.ycombinator.com/item?id=48313530
Points: 44
# Comments: 13 ⌘ Read more
Mozilla Brings Web Serial Workflows to Firefox, Collaborates With Adafruit
The Web Serial API lets websites write to (and read from) serial devices using JavaScript, including USB and Bluetooth devices with virtual serial ports. And this week’s Firefox 151 release introduced support for the Web Serial API on desktop.
“Most folks won’t use this API,” acknowledges Mozilla’s blog, “but for our community … ⌘ Read more
Launch HN: Runtime (YC P26) – Sandboxed coding agents for everyone on a team
Hey HN, We’re Gus and Carlos from Runtime ( https://runtm.com). We’re building infra that lets your whole team (including non-engineers) ship with Claude Code, Codex, and other agents without engineering having to handhold every session.
After Mentum (YC S21) was acquired, I personally shipped 4 full-stack products in 3 months using coding agents. When I tried to roll the same workflow out to the rest of the team, it fell apart: Most PRs were unme … ⌘ Read more
SOLAI Launches $399 Solode Neo Linux AI Computer
BrianFagioli writes: SOLAI has launched the Solode Neo, a $399 Linux-based mini PC designed for always-on AI agents, browser automation, and persistent developer workflows. The compact system ships with an Intel N150 processor, 12GB LPDDR5 memory, 128GB SSD storage, Gigabit Ethernet, WiFi, Bluetooth, and a Linux-based operating system called Solode AI OS. The company says th … ⌘ Read more
ARCTIC Fan Controller Driver Expected To Land In Linux 7.2
A new driver expected to land in the upcoming Linux 7.2 kernel is the ARCTIC Fan Controller driver to allow fan speed monitoring and PWM controls for this upcoming ARCTIC product. Making this new driver all the more exciting is that it was worked on by ARCTIC directly compared to the typical workflow for such desktop/consumer hardware peripherals often being left up to the reverse-engineering, open-source community… ⌘ Read more
OpenAI Starts Offering a Biology-Tuned LLM
An anonymous reader quotes a report from Ars Technica: On Thursday, OpenAI announced it had developed a large language model specifically trained on common biology workflows. Called GPT-Rosalind after Rosalind Franklin, the model appears to differ from most science-focused models from major tech companies, which have generally taken a more generic approach that works for various fields. … ⌘ Read more
Chrome Now Lets You Turn AI Prompts Into Repeatable ‘Skills’
Google is rolling out a Chrome feature called “Skills” that lets users save Gemini prompts as reusable one-click workflows they can run across multiple tabs. The feature also includes preset Skills from Google. It’s launching first for Chrome desktop users set to US English. The Verge reports: Once you have access to the feature, it can be managed by t … ⌘ Read more
GRUB Bootloader Development Moves To FreeDesktop.org
The widely-used GRUB bootloader is now being developed on FreeDesktop.org with a modern GitLab-based workflow… ⌘ Read more
b4’s Review TUI With AI Integration Nearing Pre-Alpha Release
The b4 tool used for managing patch workflows to the Linux kernel has been seeing a lot of work recently on b4 review as the text user interface (TUI) to help expedite the patch review process for the Linux kernel. The b4 review TUI has been integrating AI agent code review helpers powered by the likes of Claude Code too for trying to help enhance the efficiency for Linux kernel patch reviews. That b4 review work is quickly approaching a pre-alpha sta … ⌘ Read more
Debian’s tag2upload Reaches GA For Improving Packaging Workflow
Debian’s tag2upload has finally reached general availability “GA” status for helping Debian developers/maintainers with an improved Git-based packaging workflow… ⌘ Read more
Linux’s b4 Kernel Development Tool Now Dog-Feeding Its AI Agent Code Review Helper
The b4 tool used by Linux kernel developers to help manage their patch workflow around contributions to the Linux kernel has been seeing work on a text user interface to help with AI agent assisted code reviews. This weekend it successfully was dog feeding with b4 review TUI reviewing patches on the b4 tool itself… ⌘ Read more
‘Clawdbot’ Has AI Techies Buying Mac Minis
An open-source AI agent originally called Clawdbot (now renamed Moltbot) is gaining cult popularity among developers for running locally, 24/7, and wiring itself into calendars, messages, and other personal workflows. The hype has gone so far that some users are buying Mac Minis just to host the agent full-time, even as its creator warns that’s unnecessary. Business Insider reports: Founded … ⌘ Read more
OpenAI and ServiceNow Strike Deal to Put AI Agents in Business Software
According to the Wall Street Journal, OpenAI and ServiceNow signed a three-year deal to embed AI agents directly into ServiceNow’s enterprise workflows. CNBC reports: As part of the deal, ServiceNow will integrate GPT-5.2 into its enterprise workflow platform and create AI voice technology harnessing these models. “Bringing together our … ⌘ Read more
Creator of Claude Code Reveals His Workflow
Boris Cherny, the creator of Claude Code at Anthropic, revealed a deceptively simple workflow that uses parallel AI agents, verification loops, and shared memory to let one developer operate with the output of an entire engineering team. “I run 5 Claudes in parallel in my terminal,” Cherny wrote. “I number my tabs 1-5, and use system notifications to know when a Claude needs input. … ⌘ Read more
Claude Code Is Coming To Slack
Anthropic is bringing Claude Code directly into Slack, letting developers spin up coding sessions from chat threads and automate workflows without leaving the app. TechCrunch reports: Previously, developers could only get lightweight coding help via Claude in Slack – like writing snippets, debugging, and explanations. Now they can tag @Claude to spin up a complete coding session using Slack context like bu … ⌘ Read more
6 Must-Have MCP Servers (and How to Use Them)
The era of AI agents has arrived, and with it, a new standard for how they connect to tools: the Model Context Protocol (MCP). MCP unlocks powerful, flexible workflows by letting agents tap into external tools and systems. But with thousands of MCP servers (including remote ones) now available, it’s easy to ask: Where do… ⌘ Read more
Docker Desktop 4.50: Indispensable for Daily Development
Docker Desktop 4.50 represents a major leap forward in how development teams build, secure, and ship software. Across the last several releases, we’ve delivered meaningful improvements that directly address the challenges you face every day: faster debugging workflows, enterprise-grade security controls that don’t get in your way, and seamless AI integration that makes modern development… ⌘ Read more
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Done ✅ Will be available on this pod as soon as the publish workflow finished successfully.
What 986 million code pushes say about the developer workflow in 2025
Nearly a billion commits later, the way we ship code has changed for good. Here’s what the 2025 Octoverse data says about how devs really work now.
The post What 986 million code pushes say about the developer workflow in 2025 appeared first on [The GitHub Blog](https: … ⌘ Read more
Most DevSecOps Advice Is Useless without Context—Here’s What Actually Works
Generic DevSecOps advice may sound good on paper, but it often fails in practice because it ignores team context, workflow, and environment-specific needs. Overloaded controls, broad policies, and misapplied tools disrupt the flow of development. And once flow breaks, security measures are the first to get bypassed. The way forward isn’t more rules but smarter… ⌘ Read more
Introducing Agent HQ: Any agent, any way you work
At Universe 2025, GitHub’s next evolution introduces a single, unified workflow for developers to be able to orchestrate any agent, any time, anywhere.
The post Introducing Agent HQ: Any agent, any way you work appeared first on The GitHub Blog. ⌘ Read more
Docker Hub Incident Report – October 20, 2025
Docker experienced significant disruptions due to a widespread outage in AWS’s US-East-1 region on October 20, 2025. Developers worldwide rely on Docker as part of their daily workflow, and we regret the disruption this caused. In this post, we want to provide transparency about what happened, what we have learned, and how we are strengthening… ⌘ Read more
Getting Started with Offload: Automating Everyday Workflows with Docker
Every developer eventually hits a wall with their local machine. Maybe it’s training an AI model that drains your CPU, compiling a massive codebase that makes your fan sound like a jet engine, or simply trying to run GPU workloads on a laptop that doesn’t have one. The result is the same: slow builds, limited… ⌘ Read more
Accelerate developer productivity with these 9 open source AI and MCP projects
GitHub Copilot and VS Code teams, along with the Microsoft Open Source Program Office (OSPO), sponsored these nine open source MCP projects that provide new frameworks, tools, and assistants to unlock AI-native workflows, agentic tooling, and innovation.
The post [Accelerate developer productivity with these 9 open source AI and MCP projects](https://github.blog/open-source/acce … ⌘ Read more
GitHub Copilot CLI: How to get started
Discover how to use GitHub Copilot directly in the terminal. From cloning a repository to opening a pull request, here’s how to streamline your workflow with Copilot CLI.
The post GitHub Copilot CLI: How to get started appeared first on The GitHub Blog. ⌘ Read more
How to build reliable AI workflows with agentic primitives and context engineering
See how this three-part framework will turn AI into a repeatable and reliable engineering practice.
The post How to build reliable AI workflows with agentic primitives and context engineering appeared first on [The GitHub Blog]( … ⌘ Read more
Testing asynchronous workflows using OpenTelemetry and Istio
Learn how to test complex asynchronous workflows in cloud native applications using OpenTelemetry for context propagation and Istio for traffic routing. Explore cost-effective approaches to isolate test environments without duplicating infrastructure. Introduction Asynchronous architectures have become… ⌘ Read more
LoRA Explained: Faster, More Efficient Fine-Tuning with Docker
Fine-tuning a language model doesn’t have to be daunting. In our previous post on fine-tuning models with Docker Offload and Unsloth, we walked through how to train small, local models efficiently using Docker’s familiar workflows. This time, we’re narrowing the focus. Instead of asking a model to be good at everything, we can specialize it:… ⌘ Read more
How GitHub Copilot enabled accessibility governance process improvements in record time
See how we turned weekly accessibility grade signals into an automated, accountable remediation workflow—powered by GitHub Copilot and cross‑functional collaboration.
The post [How GitHub Copilot enabled accessibility governance process improvements in record time](https://github.blog/ai-and-ml/github-copilot/how-we-automated-accessibility-compliance-in-five-h … ⌘ Read more
Announcing ORAS v1.3.0: Elevating artifact and registry management workflows
The ORAS community is thrilled to announce the release of ORAS CLI v1.3.0, a version packed with stability improvements and pioneering capabilities. In addition to strengthening existing functionality, this release introduces three major new features designed… ⌘ Read more
From Shell Scripts to Science Agents: How AI Agents Are Transforming Research Workflows
It’s 2 AM in a lab somewhere. A researcher has three terminals open, a half-written Jupyter notebook on one screen, an Excel sheet filled with sample IDs on another, and a half-eaten snack next to shell commands. They’re juggling scripts to run a protein folding model, parsing CSVs from the last experiment, searching for literature,… ⌘ Read more
Docker MCP Toolkit: MCP Servers That Just Work
Today, we want to highlight Docker MCP Toolkit, a free feature in Docker Desktop that gives you access to more than 200 MCP servers. It’s the easiest and most secure way to run MCP servers locally for your AI agents and workflows. The MCP toolkit allows you to isolate MCP servers in containers, securely configure… ⌘ Read more
been a while! i’ve been using my laptop more to kind of change my workflow, but without my browser bookmarks to remind me to check some sites, i’ve forgotten to check yarnverse! forgive me friends T_T
How to create issues and pull requests in record time on GitHub
Learn how to spin up a GitHub Issue, hand it to Copilot, and get a draft pull request in the same workflow you already know.
The post How to create issues and pull requests in record time on GitHub appeared first on The GitHub Blog. ⌘ Read more
An Alfred workflow to open GCP services and browse resources within
An Alfred workflow that lets you instantly open Google Cloud services or search GCP resources—fast, simple, and right from your Alfred.
$750 Bounty: for HTTP Reset Password Link in Mattermost
How an Unsecured Protocol in a Critical Workflow Opened the Door for Network-Based Account Takeovers
[Continue reading on InfoSec Write-ups »](https://infosecwriteups.com/750-bounty-for … ⌘ Read more
golang 每日一庫之 go-workflow
go-workflow 是一個基於 Go 語言開發的超輕量級工作流引擎，設計靈感來源於 Java 的 Activiti，但進行了深度簡化和解耦，特別適用於微服務架構下的流程控制需求。特點微服務架構友好 ：go-workflow 僅關注流程流轉邏輯，完全解耦用戶、組織等業務數據，便於與各類系統集成。 JSON 流程定義 ：採用 JSON 數組替代傳統的 BPMN 模 ⌘ Read more
golang 每日一庫之 go-workflow
go-workflow 是一個基於 Go 語言開發的超輕量級工作流引擎，設計靈感來源於 Java 的 Activiti，但進行了深度簡化和解耦，特別適用於微服務架構下的流程控制需求。特點微服務架構友好 ：go-workflow 僅關注流程流轉邏輯，完全解耦用戶、組織等業務數據，便於與各類系統集成。 JSON 流程定義 ：採用 JSON 數組替代傳統的 BPMN 模 ⌘ Read more