# terminal

Published articles for terminal.

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## Fedora 45 beta drags the Linux console into the 21st century (Register)

DevFeed: [Fedora 45 beta drags the Linux console into the 21st century (Register)](<https://devfeed.tech/articles/fedora-45-beta-drags-the-linux-console-into-the-21st-century-register-31516.md>)

Original publisher: [Read original article](<https://lwn.net/Articles/1094762/>)

Author: corbet

Published: 2026-09-16T16:24:46Z

Content type: news

Language: en

Sources: [LWN.net](<https://devfeed.tech/sources/lwn-net.md>)

Topics: [Fedora](<https://devfeed.tech/topics/fedora.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [console](<https://devfeed.tech/topics/console.md>), [legacy](<https://devfeed.tech/topics/legacy.md>), [Terminal](<https://devfeed.tech/topics/terminal.md>), [Software](<https://devfeed.tech/topics/software.md>)

Tags: [beta](<https://devfeed.tech/tags/beta.md>), [console](<https://devfeed.tech/tags/console.md>), [development](<https://devfeed.tech/tags/development.md>), [legacy](<https://devfeed.tech/tags/legacy.md>), [linux](<https://devfeed.tech/tags/linux.md>), [replacement](<https://devfeed.tech/tags/replacement.md>), [software](<https://devfeed.tech/tags/software.md>), [terminal](<https://devfeed.tech/tags/terminal.md>)

### AI overview

The article reports that Fedora 45 beta replaces Linux's legacy in-kernel console with kmscon, a software-controlled userspace terminal emulator that has been in development for more than a decade.

### Source excerpt

The Register looks forward to the upcoming Fedora 45 release. The biggest surprise is that Linux's legacy in-kernel console - the text-mode interface normally hidden beneath the GUI - has been replaced with a software-controlled alternative. The replacement is kmscon, a userspace terminal emulator that has been in development for more than a decade.

## Visual Studio Code 1.139 (Insiders)

DevFeed: [Visual Studio Code 1.139 (Insiders)](<https://devfeed.tech/articles/visual-studio-code-1-139-insiders-30876.md>)

Original publisher: [Read original article](<https://code.visualstudio.com/updates/v1_139>)

Author: Visual Studio Code Team

Published: 2026-09-16T13:22:12.332134Z

Content type: release

Language: en

Sources: [Visual Studio Code - Code Editing. Redefined.](<https://devfeed.tech/sources/visual-studio-code-code-editing-redefined.md>)

Topics: [Visual Studio Code](<https://devfeed.tech/topics/visual-studio-code.md>), [releases](<https://devfeed.tech/topics/releases.md>), [Release notes](<https://devfeed.tech/topics/release-notes.md>), [GitHub Copilot CLI](<https://devfeed.tech/topics/github-copilot-cli.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [CSS](<https://devfeed.tech/topics/css.md>)

Tags: [extension](<https://devfeed.tech/tags/extension.md>), [github](<https://devfeed.tech/tags/github.md>), [github-copilot](<https://devfeed.tech/tags/github-copilot.md>), [release](<https://devfeed.tech/tags/release.md>), [release-notes](<https://devfeed.tech/tags/release-notes.md>), [terminal](<https://devfeed.tech/tags/terminal.md>), [visual-studio-code](<https://devfeed.tech/tags/visual-studio-code.md>), [vs-code](<https://devfeed.tech/tags/vs-code.md>)

### AI overview

Visual Studio Code 1.139 (Insiders) release notes describe updates added between September 11 and September 15, 2026. Changes include Cargo completions in terminal suggestions, experimental Agent Merge support for creating and reviewing pull requests, CSS color previews, searchable Remote workspace menus, improved Copilot context routing, and other editor and API updates.

### Source excerpt

Learn what is new in Visual Studio Code 1.139 (Insiders) Read the full article

## HBO Max's verified Reddit account hijacked to spread malware

DevFeed: [HBO Max's verified Reddit account hijacked to spread malware](<https://devfeed.tech/articles/hbo-max-s-verified-reddit-account-hijacked-to-spread-malware-26612.md>)

Original publisher: [Read original article](<https://www.malwarebytes.com/blog/news/2026/09/hbo-maxs-verified-reddit-account-hijacked-to-spread-malware>)

Author: Pieter Arntz

Published: 2026-09-15T11:51:03Z

Content type: news

Language: en

Sources: [Malwarebytes](<https://devfeed.tech/sources/malwarebytes.md>)

Topics: [Malware](<https://devfeed.tech/topics/malware.md>), [ClickFix](<https://devfeed.tech/topics/clickfix.md>), [Reddit](<https://devfeed.tech/topics/reddit.md>), [Social engineering](<https://devfeed.tech/topics/social-engineering.md>), [passwords](<https://devfeed.tech/topics/passwords.md>), [Cryptocurrency](<https://devfeed.tech/topics/cryptocurrency.md>), [macOS](<https://devfeed.tech/topics/macos.md>), [Windows](<https://devfeed.tech/topics/windows.md>)

Tags: [clickfix](<https://devfeed.tech/tags/clickfix.md>), [cryptocurrency](<https://devfeed.tech/tags/cryptocurrency.md>), [hbo-max](<https://devfeed.tech/tags/hbo-max.md>), [macos](<https://devfeed.tech/tags/macos.md>), [malware](<https://devfeed.tech/tags/malware.md>), [news](<https://devfeed.tech/tags/news.md>), [passwords](<https://devfeed.tech/tags/passwords.md>), [pasteswitch](<https://devfeed.tech/tags/pasteswitch.md>), [powershell](<https://devfeed.tech/tags/powershell.md>), [reddit](<https://devfeed.tech/tags/reddit.md>), [security](<https://devfeed.tech/tags/security.md>), [social-engineering](<https://devfeed.tech/tags/social-engineering.md>), [terminal](<https://devfeed.tech/tags/terminal.md>), [windows](<https://devfeed.tech/tags/windows.md>)

### AI overview

Cybercriminals hijacked HBO Max's verified Reddit account and used it to run 108 malicious ads over about 48 hours. The ads promoted fake software and used ClickFix-style instructions to distribute infostealers and cryptocurrency clipboard hijackers to macOS and Windows users.

### Source excerpt

Cybercriminals used HBO Max's verified Reddit account to run 108 malicious ads that tricked people into installing information stealers.

## Tools

DevFeed: [Tools](<https://devfeed.tech/articles/tools-25375.md>)

Original publisher: [Read original article](<https://kau.sh/tools/>)

Author: Kaushik Gopal

Published: 2026-09-15T04:00:36.743345Z

Content type: article

Language: en

Sources: [Kaushik Gopal's Site](<https://devfeed.tech/sources/kaushik-gopal-s-site.md>)

Topics: [Programming](<https://devfeed.tech/topics/programming.md>), [Cloudflare](<https://devfeed.tech/topics/cloudflare.md>), [Terminal](<https://devfeed.tech/topics/terminal.md>), [Vim](<https://devfeed.tech/topics/vim.md>), [Hugo](<https://devfeed.tech/topics/hugo.md>), [Firefox](<https://devfeed.tech/topics/firefox.md>), [macOS](<https://devfeed.tech/topics/macos.md>), [Obsidian](<https://devfeed.tech/topics/obsidian-md.md>), [Font](<https://devfeed.tech/topics/font.md>)

Tags: [cloudflare](<https://devfeed.tech/tags/cloudflare.md>), [firefox](<https://devfeed.tech/tags/firefox.md>), [hugo](<https://devfeed.tech/tags/hugo.md>), [mac](<https://devfeed.tech/tags/mac.md>), [macos](<https://devfeed.tech/tags/macos.md>), [programming](<https://devfeed.tech/tags/programming.md>), [programming-font](<https://devfeed.tech/tags/programming-font.md>), [terminal](<https://devfeed.tech/tags/terminal.md>), [tools](<https://devfeed.tech/tags/tools.md>), [vim](<https://devfeed.tech/tags/vim.md>)

### AI overview

A personal tools page listing services, programming tools, macOS applications, audio equipment, desk items, and physical products. It mentions Buttondown, a customized Hugo site deployed on Cloudflare Pages, Ghostty, tmux, Vim, Zed, Obsidian, Raycast, Firefox, CleanShot, and Logic Pro.

### Source excerpt

Bits ## Services ### Newsletter via Buttondown Statically generate site with Henry (highly customized Hugo theme) Deployed on Cloudflare Pages Programming ### Berkeley Mono is my programming font of choice Ghostty for terminal stuff (along with tmux) Within the terminal I'm almost entirely using Vim. Zed as my regular text editor MacOS ### Obsidian for notes & todos Raycast is my launcher Firefox for browsing CleanShot for screenshots on my mac Logic Pro for editing AI Stuff ### With AI evolving so fast, my tag ai-model-choice is a better place to track what I'm using. Atoms ## Desk ### Nordik Leather Desk Mat LEUCHTTURM1917 Soft cover journal dotted Uniball Deluxe 0.5mm Micro pens Audio ### Earthworks Ethos - 400 microphone USBPre 21 audio interface AirPods Max (yes for podcasting!) Physical ### I drive a Tesla Model Y (and eagerly waiting to move to an R3) These are no longer sold but are built like a tank. I'd probably pick the Motu 2 if my USBPre 2 ever fails ↩︎

## Linux server performance: Is disk I/O slowing your application?

DevFeed: [Linux server performance: Is disk I/O slowing your application?](<https://devfeed.tech/articles/linux-server-performance-is-disk-i-o-slowing-your-application-20872.md>)

Original publisher: [Read original article](<https://linuxblog.io/linux-server-performance-disk-io-slowing-application/>)

Author: Hayden James

Published: 2026-09-12T16:11:54Z

Content type: tutorial

Language: en

Sources: [Hayden James](<https://devfeed.tech/sources/hayden-james.md>)

Topics: [Linux](<https://devfeed.tech/topics/linux.md>), [IO](<https://devfeed.tech/topics/io.md>), [Server](<https://devfeed.tech/topics/server.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [Processes](<https://devfeed.tech/topics/processes.md>), [NVMe](<https://devfeed.tech/topics/nvme.md>)

Tags: [blog](<https://devfeed.tech/tags/blog.md>), [command-line](<https://devfeed.tech/tags/command-line.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [linux](<https://devfeed.tech/tags/linux.md>), [load](<https://devfeed.tech/tags/load.md>), [mysql](<https://devfeed.tech/tags/mysql.md>), [nvme](<https://devfeed.tech/tags/nvme.md>), [performance](<https://devfeed.tech/tags/performance.md>), [processes](<https://devfeed.tech/tags/processes.md>), [request](<https://devfeed.tech/tags/request.md>), [server](<https://devfeed.tech/tags/server.md>), [ssd](<https://devfeed.tech/tags/ssd.md>), [storage](<https://devfeed.tech/tags/storage.md>), [sysadmins](<https://devfeed.tech/tags/sysadmins.md>), [terminal](<https://devfeed.tech/tags/terminal.md>)

### AI overview

This tutorial explains how disk I/O bottlenecks can cause high Linux load averages even when CPU usage is low. It shows how to use top, atop, and iotop on a LEMP web server, including per-core I/O wait measurements, to identify storage-related application slowdowns.

### Source excerpt

If your Linux server is bogged down by disk I/O, your first step may often be to use the top command in the terminal to check load averages. Continue reading...

## Bringing custom knowledge to agents with AutoRAG

DevFeed: [Bringing custom knowledge to agents with AutoRAG](<https://devfeed.tech/articles/bringing-custom-knowledge-to-agents-with-autorag-12353.md>)

Original publisher: [Read original article](<https://developers.redhat.com/articles/2026/09/11/bringing-custom-knowledge-agents-autorag>)

Author: Diego Alvarez Ponce, Diego Garcia Perez

Published: 2026-09-11T13:01:50Z

Content type: article

Language: en

Sources: [Red Hat](<https://devfeed.tech/sources/red-hat.md>), [Red Hat Developer](<https://devfeed.tech/sources/red-hat-developer.md>)

Topics: [Retrieval Augmented Generation (RAG)](<https://devfeed.tech/topics/retrieval-augmented-generation-rag.md>), [Model Context Protocol (MCP)](<https://devfeed.tech/topics/model-context-protocol-mcp.md>), [Databases](<https://devfeed.tech/topics/databases.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>), [LLM evaluation / benchmarking](<https://devfeed.tech/topics/llm-evaluation-benchmarking.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-inference](<https://devfeed.tech/tags/ai-inference.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [database](<https://devfeed.tech/tags/database.md>), [developer](<https://devfeed.tech/tags/developer.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [guide](<https://devfeed.tech/tags/guide.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [large-language-models-llms](<https://devfeed.tech/tags/large-language-models-llms.md>), [model-context-protocol-mcp](<https://devfeed.tech/tags/model-context-protocol-mcp.md>), [rag](<https://devfeed.tech/tags/rag.md>), [red-hat](<https://devfeed.tech/tags/red-hat.md>), [terminal](<https://devfeed.tech/tags/terminal.md>)

### AI overview

This guide explains how to use AutoRAG in Red Hat OpenShift AI to optimize retrieval-augmented generation for enterprise, domain-specific data. It also shows how to integrate a Model Context Protocol server that retrieves customer information from an internal database, using a fictional banking scenario.

### Source excerpt

The large language models (LLMs) that power generative AI work by drawing upon the patterns and information present in their training data. Without access to the right data, LLMs struggle to comprehend context--like our internal corporate vocabulary--and as a result, start to hallucinate. The post Bringing custom knowledge to agents with AutoRAG appeared first on Red Hat Developer.

## What is the Super key in Omarchy?

DevFeed: [What is the Super key in Omarchy?](<https://devfeed.tech/articles/what-is-the-super-key-in-omarchy-30884.md>)

Original publisher: [Read original article](<https://www.rogerperkin.co.uk/faq/what-is-the-super-key-in-omarchy/>)

Author: Roger Perkin

Published: 2026-09-11T09:52:11Z

Content type: tutorial

Language: en

Sources: [Roger Perkin Network Automation Consultant](<https://devfeed.tech/sources/roger-perkin-network-automation-consultant.md>)

Topics: [navigation](<https://devfeed.tech/topics/navigation.md>), [Cheat sheet](<https://devfeed.tech/topics/cheatsheet.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [Terminal](<https://devfeed.tech/topics/terminal.md>), [App](<https://devfeed.tech/topics/app.md>)

Tags: [cheat-sheet](<https://devfeed.tech/tags/cheat-sheet.md>), [commands](<https://devfeed.tech/tags/commands.md>), [faq](<https://devfeed.tech/tags/faq.md>), [shortcuts](<https://devfeed.tech/tags/shortcuts.md>), [terminal](<https://devfeed.tech/tags/terminal.md>), [vim](<https://devfeed.tech/tags/vim.md>), [windows](<https://devfeed.tech/tags/windows.md>)

### AI overview

This tutorial explains that Omarchy uses the Super key as the primary modifier for system navigation and shortcuts. It describes ten shortcut categories, including launching applications, closing windows, opening a terminal, changing layouts, viewing keybindings, navigating windows, switching workspaces, and moving windows between workspaces.

### Source excerpt

In Omarchy, the Super key acts as the primary modifier key for almost all system navigation and shortcuts, functioning as the Windows key on standard keyboards or the Command key on a Mac layout Based on standard Omarchy configurations and recent Hyprland window manager defaults, here are the top 10 essential Super key combinations you need to know for ...

## Set Up Cloud OIDC From the Pulumi CLI

DevFeed: [Set Up Cloud OIDC From the Pulumi CLI](<https://devfeed.tech/articles/set-up-cloud-oidc-from-the-pulumi-cli-19001.md>)

Original publisher: [Read original article](<https://www.pulumi.com/blog/esc-oidc-setup-cli/>)

Author: Sean Yeh

Published: 2026-09-11T00:00:00Z

Content type: tutorial

Language: en

Sources: [Pulumi](<https://devfeed.tech/sources/pulumi.md>)

Topics: [OpenID connect (OIDC)](<https://devfeed.tech/topics/oidc.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [AWS IAM](<https://devfeed.tech/topics/aws-iam.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [AWS Identity and Access Management (IAM)](<https://devfeed.tech/topics/aws-identity-and-access-management-iam.md>), [Azure](<https://devfeed.tech/topics/azure.md>), [Google Cloud Platform (GCP)](<https://devfeed.tech/topics/google-cloud.md>)

Tags: [automated](<https://devfeed.tech/tags/automated.md>), [aws](<https://devfeed.tech/tags/aws.md>), [azure](<https://devfeed.tech/tags/azure.md>), [cli](<https://devfeed.tech/tags/cli.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [docs](<https://devfeed.tech/tags/docs.md>), [esc](<https://devfeed.tech/tags/esc.md>), [google-cloud](<https://devfeed.tech/tags/google-cloud.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [iam](<https://devfeed.tech/tags/iam.md>), [identity](<https://devfeed.tech/tags/identity.md>), [oidc](<https://devfeed.tech/tags/oidc.md>), [openid-connect](<https://devfeed.tech/tags/openid-connect.md>), [product](<https://devfeed.tech/tags/product.md>), [pulumi](<https://devfeed.tech/tags/pulumi.md>), [pulumi-cli](<https://devfeed.tech/tags/pulumi-cli.md>), [security](<https://devfeed.tech/tags/security.md>), [terminal](<https://devfeed.tech/tags/terminal.md>), [workflow](<https://devfeed.tech/tags/workflow.md>)

### AI overview

This tutorial explains how to use the Pulumi CLI command pulumi env setup to configure Pulumi ESC as an OIDC provider for AWS, Azure, and Google Cloud. It covers interactive onboarding, non-interactive flags for scripts and agents, cloud credentials, account selection, access policies, and automatic creation of identity providers, IAM roles, policy attachments, and ESC environments.

### Source excerpt

Pulumi ESC can act as an OpenID Connect (OIDC) provider for AWS, Azure, and Google Cloud, issuing short-lived, signed tokens that these clouds exchange for temporary credentials. This eliminates hard-coded credentials and improves your security posture. Last year, we introduced an onboarding flow in the Pulumi Cloud console that makes it super easy to configure OIDC for your cloud provider in a few guided steps. We're bringing Pulumi Cloud into the CLI so agents can use its capabilities directly from the terminal, without requiring a human to complete steps in the console. The new pulumi env setup command brings OIDC onboarding to that workflow, with interactive prompts for guided setup and non-interactive flags for scripts and agents. pulumi env setup - how it works Run the command with your desired cloud provider (aws, azure, gcp). For example: pulumi env setup aws The command then asks what it needs to configure your cloud, including your credentials, the accounts to configure, and the level of access. The questions differ per cloud. For AWS, it asks: How to authenticate to AWS. It uses the credentials you already have, or it signs you in with AWS SSO. Which accounts to configure. Which policy to attach to the OIDC role. Choose AdministratorAccess for Pulumi Deployments, ReadOnlyAccess for Pulumi Insights, or any other policy ARN. Then, it will print out the plan: About to configure OIDC for organization my-org: account 111111111111: create role pulumi-esc-oidc-622e86ea-319ba4c675bb3c00-role attach arn:aws:iam::aws:policy/AdministratorAccess create ESC environment my-org/aws-login/sandbox-account-env Proceed? [yes/no] After you confirm, the command creates the identity provider, the IAM role, and the policy attachment in each account. It then creates one ESC Environment per account, with the aws-login provider already configured. Non-interactive setup You can also run the command without interactive prompts by passing in the necessary flags. Each cloud has its ow

## Quiz: An Effective Python Environment: Making Yourself at Home

DevFeed: [Quiz: An Effective Python Environment: Making Yourself at Home](<https://devfeed.tech/articles/quiz-an-effective-python-environment-making-yourself-at-home-4403.md>)

Original publisher: [Read original article](<https://realpython.com/quizzes/effective-python-environment/>)

Author: Real Python

Published: 2026-09-10T12:00:00Z

Content type: article

Language: en

Sources: [Real Python](<https://devfeed.tech/sources/real-python.md>)

Topics: [Python](<https://devfeed.tech/topics/python.md>), [Terminal](<https://devfeed.tech/topics/terminal.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [pip](<https://devfeed.tech/topics/pip.md>), [Poetry](<https://devfeed.tech/topics/poetry.md>), [coding](<https://devfeed.tech/topics/coding.md>)

Tags: [coding](<https://devfeed.tech/tags/coding.md>), [dependencies](<https://devfeed.tech/tags/dependencies.md>), [developers](<https://devfeed.tech/tags/developers.md>), [poetry](<https://devfeed.tech/tags/poetry.md>), [python](<https://devfeed.tech/tags/python.md>), [terminal](<https://devfeed.tech/tags/terminal.md>)

### AI overview

An interactive 13-question quiz tests understanding of effective Python development environments, covering shells and terminals, managing multiple Python versions, virtual environments, and dependency management with pip and Poetry.

### Source excerpt

Test your understanding of Python environments, including shells, terminals, pyenv, virtual environments, and package managers like pip and poetry.

## How Fable and Astra Could Change Software Engineering Work

DevFeed: [How Fable and Astra Could Change Software Engineering Work](<https://devfeed.tech/articles/software-engineers-your-job-is-about-to-get-weird-28575.md>)

Original publisher: [Read original article](<https://thehustlingengineer.substack.com/p/software-engineers-your-job-is-about>)

Author: Hemant Pandey

Published: 2026-09-09T14:09:16Z

Content type: opinion

Language: en

Sources: [The Hustling Engineer](<https://devfeed.tech/sources/the-hustling-engineer.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [coding](<https://devfeed.tech/topics/coding.md>), [Fable](<https://devfeed.tech/topics/fable.md>), [computer-use](<https://devfeed.tech/topics/computer-use.md>), [Code](<https://devfeed.tech/topics/code.md>), [anthropic](<https://devfeed.tech/topics/anthropic.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [anthropic](<https://devfeed.tech/tags/anthropic.md>), [code](<https://devfeed.tech/tags/code.md>), [coding](<https://devfeed.tech/tags/coding.md>), [computer-use](<https://devfeed.tech/tags/computer-use.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [fable](<https://devfeed.tech/tags/fable.md>), [openai](<https://devfeed.tech/tags/openai.md>), [terminal](<https://devfeed.tech/tags/terminal.md>), [vs-code](<https://devfeed.tech/tags/vs-code.md>)

### AI overview

This opinion article examines what Fable and Astra could change for software engineers. It contrasts Fable's long-running, multi-step coding and research work with Astra's ability to operate software and complete tasks across tools used by engineers.

### Source excerpt

What actually changes for software engineers after Fable and Astra?

## A C File Runs a 744B Model, Cloudflare Maps Agentic Traffic, and Karpathy's $48 GPT-2 - The Tokenizer Edition #36

DevFeed: [A C File Runs a 744B Model, Cloudflare Maps Agentic Traffic, and Karpathy's $48 GPT-2 - The Tokenizer Edition #36](<https://devfeed.tech/articles/a-c-file-runs-a-744b-model-cloudflare-maps-agentic-traffic-and-karpathy-s-48-gpt-2-the-tokenizer-edition-36-18330.md>)

Original publisher: [Read original article](<https://newsletter.artofsaience.com/p/a-c-file-runs-a-744b-model-cloudflare>)

Author: Sairam Sundaresan

Published: 2026-09-09T00:00:40Z

Content type: article

Language: en

Sources: [Gradient Ascent](<https://devfeed.tech/sources/gradient-ascent.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Machine learning](<https://devfeed.tech/topics/machine-learning.md>), [C](<https://devfeed.tech/topics/c.md>), [Cloudflare](<https://devfeed.tech/topics/cloudflare.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-ml](<https://devfeed.tech/tags/ai-ml.md>), [c](<https://devfeed.tech/tags/c.md>), [cloudflare](<https://devfeed.tech/tags/cloudflare.md>), [terminal](<https://devfeed.tech/tags/terminal.md>)

### AI overview

A curated weekly roundup of AI resources covering research papers, videos, articles, developer tools, and learning materials. Featured items include a C program that streams a 744-billion-parameter model from disk, Cloudflare's analysis of human and agent web sessions, and a low-cost GPT-2-class model training project.

### Source excerpt

This week's most valuable AI resources

## You can now read and search changelogs from the CLI

DevFeed: [You can now read and search changelogs from the CLI](<https://devfeed.tech/articles/you-can-now-read-and-search-changelogs-from-the-cli-1210.md>)

Original publisher: [Read original article](<https://vercel.com/changelog/you-can-now-read-and-search-changelogs-from-the-cli>)

Author: Melkey Moksyakov

Published: 2026-09-09T00:00:00Z

Content type: release

Language: en

Sources: [Vercel News](<https://devfeed.tech/sources/vercel-news.md>)

Topics: [Command-line interface](<https://devfeed.tech/topics/cli.md>), [changelog](<https://devfeed.tech/topics/changelog.md>), [Vercel](<https://devfeed.tech/topics/vercel.md>), [Terminal](<https://devfeed.tech/topics/terminal.md>), [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [JSON](<https://devfeed.tech/topics/json.md>), [Markdown](<https://devfeed.tech/topics/markdown.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [changelog](<https://devfeed.tech/tags/changelog.md>), [cli](<https://devfeed.tech/tags/cli.md>), [coding-agents](<https://devfeed.tech/tags/coding-agents.md>), [content](<https://devfeed.tech/tags/content.md>), [features](<https://devfeed.tech/tags/features.md>), [json](<https://devfeed.tech/tags/json.md>), [markdown](<https://devfeed.tech/tags/markdown.md>), [products](<https://devfeed.tech/tags/products.md>), [search](<https://devfeed.tech/tags/search.md>), [terminal](<https://devfeed.tech/tags/terminal.md>), [update](<https://devfeed.tech/tags/update.md>), [vercel](<https://devfeed.tech/tags/vercel.md>)

### AI overview

Vercel introduces the vercel changelog command for reading and searching Vercel changelog entries from a terminal. It supports result limits, keyword searches, full Markdown content, and JSON output for scripts and coding agents. The feature requires Vercel CLI 59.6.0 or later.

### Source excerpt

You and your agents can now read and search the Vercel changelog feed from your terminal using vercel changelog. Coding agents can use this command to discover new Vercel products and features, find updates relevant to your project, and read full announcements to inform their recommendations. vercel changelog returns the latest five changelogs with full Markdown content. You can also set the number of results, search all changelogs using a keyword, and access JSON output for scripts and agents. Update the Vercel CLI to version 59.6.0 or later and run vercel changelog to get started. See vercel changelog --help for all available options. Read more

## Red Hat Developer Hub software template authoring with rhdh-templates

DevFeed: [Red Hat Developer Hub software template authoring with rhdh-templates](<https://devfeed.tech/articles/red-hat-developer-hub-software-template-authoring-with-rhdh-templates-12346.md>)

Original publisher: [Read original article](<https://developers.redhat.com/articles/2026/09/07/red-hat-developer-hub-software-template-authoring-rhdh-templates>)

Author: Kashish Mittal

Published: 2026-09-07T07:01:32Z

Content type: tutorial

Language: en

Sources: [Red Hat Developer](<https://devfeed.tech/sources/red-hat-developer.md>)

Topics: [Backstage](<https://devfeed.tech/topics/backstage.md>), [internal developer portal](<https://devfeed.tech/topics/internal-developer-portal.md>), [Nunjucks](<https://devfeed.tech/topics/nunjucks.md>), [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [YAML](<https://devfeed.tech/topics/yaml.md>)

Tags: [ai-coding-agents](<https://devfeed.tech/tags/ai-coding-agents.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [backstage](<https://devfeed.tech/tags/backstage.md>), [developer-portal](<https://devfeed.tech/tags/developer-portal.md>), [developer-productivity](<https://devfeed.tech/tags/developer-productivity.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [quick-start](<https://devfeed.tech/tags/quick-start.md>), [red-hat](<https://devfeed.tech/tags/red-hat.md>), [software-templates](<https://devfeed.tech/tags/software-templates.md>), [terminal](<https://devfeed.tech/tags/terminal.md>), [validation](<https://devfeed.tech/tags/validation.md>)

### AI overview

This tutorial introduces the rhdh-templates skill for building Red Hat Developer Hub and Backstage software templates with an AI coding assistant. It covers Nunjucks conventions, YAML schema checking, reference templates, local offline validation, repository templatization, and optional testing against a Red Hat Developer Hub instance.

### Source excerpt

If you are a platform engineer or developer building Red Hat Developer Hub software templates, you know the friction of wrestling with Nunjucks syntax, guessing location.yaml placements, and discovering errors only after rendering in your developer portal. While AI coding agents handle generic YAML, they lack Red Hat Developer Hub and Backstage-specific conventions. The post Red Hat Developer Hub software template authoring with rhdh-templates appeared first on Red Hat Developer.

## Pair Programming With Your AI Agent

DevFeed: [Pair Programming With Your AI Agent](<https://devfeed.tech/articles/pair-programming-with-your-ai-agent-24913.md>)

Original publisher: [Read original article](<https://blog.blundellapps.co.uk/pair-programming-with-your-ai-agent/>)

Author: blundell

Published: 2026-09-06T21:50:09Z

Content type: tutorial

Language: en

Sources: [Blundell](<https://devfeed.tech/sources/blundell.md>)

Topics: [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Local AI](<https://devfeed.tech/topics/local-ai.md>), [Programming](<https://devfeed.tech/topics/programming.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [androiddev](<https://devfeed.tech/tags/androiddev.md>), [antigravity](<https://devfeed.tech/tags/antigravity.md>), [cli](<https://devfeed.tech/tags/cli.md>), [gemini](<https://devfeed.tech/tags/gemini.md>), [geminicli](<https://devfeed.tech/tags/geminicli.md>), [intermediate](<https://devfeed.tech/tags/intermediate.md>), [intermediate-reference-ai-androiddev-gemini-geminicli-pairing](<https://devfeed.tech/tags/intermediate-reference-ai-androiddev-gemini-geminicli-pairing.md>), [pair](<https://devfeed.tech/tags/pair.md>), [pairing](<https://devfeed.tech/tags/pairing.md>), [programming](<https://devfeed.tech/tags/programming.md>), [reference](<https://devfeed.tech/tags/reference.md>), [terminal](<https://devfeed.tech/tags/terminal.md>)

### AI overview

This tutorial presents sessions with a local AI agent as pair programming and maps four classic pairing styles--unstructured, Driver/Navigator, Strong-Style Pairing, and Ping Pong--to AI-assisted development. It uses Antigravity CLI for examples while noting that the approach is not specific to that tool.

### Source excerpt

This post explains how to treat a session with a local AI agent as a pair programming session, and how the four classic pairing styles map onto working with one. I'll use Antigravity CLI for the concrete examples, though nothing here is specific to it. Swap in whichever agent sits in your terminal. The idea [...] The post Pair Programming With Your AI Agent first appeared on Blundell.

## Mongorewind: Rewind Your MongoDB Test Data Without Restoring a Backup

DevFeed: [Mongorewind: Rewind Your MongoDB Test Data Without Restoring a Backup](<https://devfeed.tech/articles/mongorewind-rewind-your-mongodb-test-data-without-restoring-a-backup-14103.md>)

Original publisher: [Read original article](<https://www.percona.com/blog/mongorewind-rewind-your-mongodb-test-data-without-restoring-a-backup/>)

Author: Zelmar Michelini

Published: 2026-09-02T11:38:40Z

Content type: tutorial

Language: en

Sources: [Blog - Percona](<https://devfeed.tech/sources/blog-percona.md>)

Topics: [MongoDB](<https://devfeed.tech/topics/mongodb.md>), [Terminal](<https://devfeed.tech/topics/terminal.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [ci](<https://devfeed.tech/topics/ci.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>), [Streams](<https://devfeed.tech/topics/streams.md>)

Tags: [ci](<https://devfeed.tech/tags/ci.md>), [code](<https://devfeed.tech/tags/code.md>), [commands](<https://devfeed.tech/tags/commands.md>), [database](<https://devfeed.tech/tags/database.md>), [mongodb](<https://devfeed.tech/tags/mongodb.md>), [state](<https://devfeed.tech/tags/state.md>), [terminal](<https://devfeed.tech/tags/terminal.md>), [tests](<https://devfeed.tech/tags/tests.md>), [ui](<https://devfeed.tech/tags/ui.md>)

### AI overview

This article introduces mongorewind, a terminal UI tool that records MongoDB data changes through a cluster-wide change stream and reverses them in reverse chronological order. It is designed to restore test data to its pre-test state without restoring a backup and supports interactive and CI use.

### Source excerpt

Mongorewind: Rewind Your MongoDB Test Data Without Restoring a Backup One day, my friend Martín told me about a problem he and his team were dealing with. Every time they needed to run a pre-production test, they had to restore a copy of the production database into their test cluster. That process alone takes about ... Continued The post Mongorewind: Rewind Your MongoDB Test Data Without Restoring a Backup appeared first on Percona.

## Agents babysitting agents

DevFeed: [Agents babysitting agents](<https://devfeed.tech/articles/agents-babysitting-agents-15993.md>)

Original publisher: [Read original article](<https://workos.com/blog/agents-babysitting-agents>)

Author: WorkOS

Published: 2026-08-31T18:26:02Z

Content type: opinion

Language: en

Sources: [WorkOS Blog](<https://devfeed.tech/sources/workos-blog.md>)

Topics: [Development](<https://devfeed.tech/topics/development.md>), [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [Pull Request](<https://devfeed.tech/topics/pull-request.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [Model Context Protocol (MCP)](<https://devfeed.tech/topics/model-context-protocol-mcp.md>), [Terminal](<https://devfeed.tech/topics/terminal.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [cursor](<https://devfeed.tech/topics/cursor.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agents](<https://devfeed.tech/tags/agents.md>), [claude](<https://devfeed.tech/tags/claude.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [coding-agents](<https://devfeed.tech/tags/coding-agents.md>), [cursor](<https://devfeed.tech/tags/cursor.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [pull-request](<https://devfeed.tech/tags/pull-request.md>), [review](<https://devfeed.tech/tags/review.md>), [terminal](<https://devfeed.tech/tags/terminal.md>), [tests](<https://devfeed.tech/tags/tests.md>)

### AI overview

WorkOS engineers describe using one coding agent to supervise another after pull requests are opened, with headless monitoring, narrowly scoped jobs, visible costs, protected credentials, and human approval for merging.

### Source excerpt

How WorkOS engineers make agents babysitting agents safe: a headless surface to supervise through, scoped jobs, visible costs, and a human on the merge button.

## Introducing Appwrite Terminal

DevFeed: [Introducing Appwrite Terminal](<https://devfeed.tech/articles/introducing-appwrite-terminal-16425.md>)

Original publisher: [Read original article](<https://appwrite.io/blog/post/announcing-console-terminal>)

Author: Eldad Fux

Published: 2026-08-31T00:00:00Z

Content type: release

Language: en

Sources: [Appwrite Blog](<https://devfeed.tech/sources/appwrite-blog.md>)

Topics: [Appwrite](<https://devfeed.tech/topics/appwrite.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [browser](<https://devfeed.tech/topics/browser.md>), [Node.js](<https://devfeed.tech/topics/node-js.md>)

Tags: [browser](<https://devfeed.tech/tags/browser.md>), [cli](<https://devfeed.tech/tags/cli.md>), [node-js](<https://devfeed.tech/tags/node-js.md>), [products](<https://devfeed.tech/tags/products.md>), [terminal](<https://devfeed.tech/tags/terminal.md>)

### AI overview

Appwrite introduces Appwrite Terminal, an Appwrite CLI embedded in the Console. It runs in the browser with the current Console session and project preconfigured, preserving command history and caching the CLI installation for later use.

### Source excerpt

Appwrite Terminal runs the Appwrite CLI directly inside the Console. Your session and project context are preconfigured, with keyboard-first controls and multi-tab workflows, so you can inspect resources without leaving the project.

## Vercel CLI expands commands for DNS, domains, and projects

DevFeed: [Vercel CLI expands commands for DNS, domains, and projects](<https://devfeed.tech/articles/vercel-cli-expands-commands-for-dns-domains-and-projects-1132.md>)

Original publisher: [Read original article](<https://vercel.com/changelog/vercel-cli-expands-commands-for-dns-domains-and-projects>)

Author: Melkey Moksyakov

Published: 2026-08-28T00:00:00Z

Content type: release

Language: en

Sources: [Vercel News](<https://devfeed.tech/sources/vercel-news.md>)

Topics: [Vercel](<https://devfeed.tech/topics/vercel.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [Terminal](<https://devfeed.tech/topics/terminal.md>), [API](<https://devfeed.tech/topics/api.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>), [observability](<https://devfeed.tech/topics/observability.md>), [JSON](<https://devfeed.tech/topics/json.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [api](<https://devfeed.tech/tags/api.md>), [cli](<https://devfeed.tech/tags/cli.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [dns](<https://devfeed.tech/tags/dns.md>), [json](<https://devfeed.tech/tags/json.md>), [observability](<https://devfeed.tech/tags/observability.md>), [projects](<https://devfeed.tech/tags/projects.md>), [terminal](<https://devfeed.tech/tags/terminal.md>), [update](<https://devfeed.tech/tags/update.md>), [vercel](<https://devfeed.tech/tags/vercel.md>), [web](<https://devfeed.tech/tags/web.md>)

### AI overview

Vercel CLI adds commands for managing DNS records, Vercel domains, project state, observability settings, and project members. The commands support structured JSON output and require explicit confirmation for billable or destructive actions.

### Source excerpt

The Vercel CLI now provides dedicated commands for managing DNS records, domains, and projects. This brings more of the functionality available through the Vercel dashboard and API to the terminal, where it can be used interactively, in scripts, or by agents. Inspect and update DNS records Retrieve the complete configuration for a DNS record or update it in place using its record ID. vercel dns update supports changes to the record name, type, value, TTL, MX priority, and comment. SRV records can also be updated using their priority, weight, port, and target fields. Renew domains bought on Vercel Renew a domain on demand or control whether it renews automatically. The renewal command displays the current renewal price and asks for confirmation before completing the purchase. Control project state and observability Pause or resume a project and configure its observability features directly from the CLI. Web Analytics and Speed Insights could already be enabled from the CLI; they can now be disabled as well. Add and remove project members Add a project member with a specific role or remove an existing member. All of the new commands support structured JSON output for scripts and agents. Billable or destructive actions require explicit confirmation. Update to version 59.6.2 (or later) of the Vercel CLI to use the new commands: Learn more in the Vercel CLI documentation. Read more

## Vercel Security Dashboard is now generally available

DevFeed: [Vercel Security Dashboard is now generally available](<https://devfeed.tech/articles/vercel-security-dashboard-is-now-generally-available-1187.md>)

Original publisher: [Read original article](<https://vercel.com/changelog/vercel-security-dashboard-is-now-generally-available>)

Author: Jathin Singaraju

Published: 2026-08-26T00:00:00Z

Content type: release

Language: en

Sources: [Vercel News](<https://devfeed.tech/sources/vercel-news.md>)

Topics: [dashboards](<https://devfeed.tech/topics/dashboards.md>), [Security](<https://devfeed.tech/topics/security.md>), [Vercel](<https://devfeed.tech/topics/vercel.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [OpenID connect (OIDC)](<https://devfeed.tech/topics/oidc.md>), [Terminal](<https://devfeed.tech/topics/terminal.md>), [ci](<https://devfeed.tech/topics/ci.md>), [CSV](<https://devfeed.tech/topics/csv.md>), [JSON](<https://devfeed.tech/topics/json.md>)

Tags: [ci](<https://devfeed.tech/tags/ci.md>), [cli](<https://devfeed.tech/tags/cli.md>), [coding-agents](<https://devfeed.tech/tags/coding-agents.md>), [documentation](<https://devfeed.tech/tags/documentation.md>), [git](<https://devfeed.tech/tags/git.md>), [json](<https://devfeed.tech/tags/json.md>), [oidc](<https://devfeed.tech/tags/oidc.md>), [report](<https://devfeed.tech/tags/report.md>), [scope](<https://devfeed.tech/tags/scope.md>), [security](<https://devfeed.tech/tags/security.md>), [terminal](<https://devfeed.tech/tags/terminal.md>), [ui](<https://devfeed.tech/tags/ui.md>), [vercel](<https://devfeed.tech/tags/vercel.md>)

### AI overview

Vercel Security Dashboard is generally available on all plans. It centralizes security findings across accounts and projects, supports risk-ordered remediation and CSV export, and provides equivalent checks through the Vercel CLI. Agents can inspect findings, apply supported fixes, and re-check results, with JSON output available in CI and other non-interactive environments.

### Source excerpt

The Vercel Security Dashboard is now generally available on all plans, giving you one place to see your security posture across every account and project. You can access the Security Dashboard in the UI or run vercel security check in the Vercel CLI. As teams grow and coding agents make it faster to spin up projects, small misconfigurations add up quietly. The Security Dashboard automatically flags issues like: Team members without 2FA Long-lived credentials that can be replaced with OIDC Public preview deployments Non-sensitive and stale environment variables The Security Dashboard UI Misconfigurations are ordered by risk with the most severe first, and each finding links to the settings that fix them. Findings that are just noise for your team can also be muted, and all results can be exported to a CSV file for triage or reporting. The Security Dashboard CLI You can also run the same checks in your terminal through the new Vercel CLI vercel security check command, allowing your agents to work through the findings for you. An agent using vercel security check --findings can read what failed, apply the fix and re-check to confirm. Fixes an agent can apply include: Turning on Git fork protection Marking an environment variable as sensitive Replacing a static credential with OIDC federation You can also scope the check to one project with --project when you want a narrow change set. In CI or any other non-interactive environment, the command writes the report to stdout as JSON automatically, giving agents structured output without extra flags. Get started by running your first scan from the Security Dashboard, and learn more in the Security Dashboard documentation. Read more

## Six Heroku CLI Commands for Improving Terminal Workflows

DevFeed: [Six Heroku CLI Commands for Improving Terminal Workflows](<https://devfeed.tech/articles/6-lesser-known-heroku-cli-commands-you-probably-aren-t-using-26361.md>)

Original publisher: [Read original article](<https://www.heroku.com/blog/6-lesser-known-heroku-cli-commands/>)

Author: Andy Smith

Published: 2026-08-25T16:28:53Z

Content type: tutorial

Language: en

Sources: [Heroku](<https://devfeed.tech/sources/heroku.md>)

Topics: [Command-line interface](<https://devfeed.tech/topics/cli.md>), [Heroku](<https://devfeed.tech/topics/heroku.md>), [Developer experience](<https://devfeed.tech/topics/developer-experience.md>), [code productivity](<https://devfeed.tech/topics/code-productivity.md>)

Tags: [cli](<https://devfeed.tech/tags/cli.md>), [command-line](<https://devfeed.tech/tags/command-line.md>), [commands](<https://devfeed.tech/tags/commands.md>), [config](<https://devfeed.tech/tags/config.md>), [developer-experience](<https://devfeed.tech/tags/developer-experience.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.md>), [ecosystem](<https://devfeed.tech/tags/ecosystem.md>), [heroku](<https://devfeed.tech/tags/heroku.md>), [heroku-postgres](<https://devfeed.tech/tags/heroku-postgres.md>), [productivity](<https://devfeed.tech/tags/productivity.md>), [terminal](<https://devfeed.tech/tags/terminal.md>), [tools](<https://devfeed.tech/tags/tools.md>), [variables](<https://devfeed.tech/tags/variables.md>)

### AI overview

This tutorial presents six Heroku CLI commands intended to reduce context switching and improve terminal-based workflows. The supplied content discusses exporting app configuration for local environments and checking active Heroku Postgres database queries, while warning about production configuration handling and credential leaks.

### Source excerpt

Improving developer experience in the command line relies on minimizing context switches. While most engineers use the Heroku CLI strictly for basic tasks like pushing code, it contains a powerful suite of command line tools built to optimize your workflow. If you want to keep your focus locked on writing code, these six Heroku CLI commands will instantly upgrade your daily productivity. The post 6 Lesser-Known Heroku CLI Commands You Probably Aren't Using appeared first on Heroku.

## Granite 4.2 brings native reasoning to enterprise agents

DevFeed: [Granite 4.2 brings native reasoning to enterprise agents](<https://devfeed.tech/articles/granite-4-2-brings-native-reasoning-to-enterprise-agents-17340.md>)

Original publisher: [Read original article](<https://research.ibm.com/blog/introducing-granite-4-2>)

Author: Mike Murphy; Kim Martineau

Published: 2026-08-25T15:00:00Z

Content type: release

Language: en

Sources: [IBM Research](<https://devfeed.tech/sources/ibm-research.md>)

Topics: [ibm](<https://devfeed.tech/topics/ibm.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Loop Engineering](<https://devfeed.tech/topics/loop-engineering.md>), [Reinforcement learning](<https://devfeed.tech/topics/reinforcement-learning.md>), [foundation-models](<https://devfeed.tech/topics/foundation-models.md>), [Software Engineering](<https://devfeed.tech/topics/software-engineering.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [apache](<https://devfeed.tech/tags/apache.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [fine-tuning](<https://devfeed.tech/tags/fine-tuning.md>), [ibm](<https://devfeed.tech/tags/ibm.md>), [large-language-models](<https://devfeed.tech/tags/large-language-models.md>), [reasoning](<https://devfeed.tech/tags/reasoning.md>), [reinforcement-learning](<https://devfeed.tech/tags/reinforcement-learning.md>), [release](<https://devfeed.tech/tags/release.md>), [terminal](<https://devfeed.tech/tags/terminal.md>)

### AI overview

IBM is releasing Granite 4.2 language models in 3B, 8B, and 30B sizes for enterprise agentic workflows. The models provide native reasoning, tool calling, instruction following, coding support, and deployment across cloud, on-premises, and edge environments. They are released under the Apache 2.0 license and trained with a multi-stage reinforcement learning process.

### Source excerpt

IBM's new open Granite models are designed for agentic AI, combining reasoning, tool use, coding, instruction following, and speech capabilities.

## Remote Control for Google Antigravity: Drive Your AI Coding Agent From Telegram 

DevFeed: [Remote Control for Google Antigravity: Drive Your AI Coding Agent From Telegram ](<https://devfeed.tech/articles/remote-control-for-google-antigravity-drive-your-ai-coding-agent-from-telegram-22857.md>)

Original publisher: [Read original article](<https://medium.com/google-developer-experts/remote-control-for-google-antigravity-drive-your-ai-coding-agent-from-telegram-%EF%B8%8F-f9d11deeef66?source=rss----a67bd6fa7d58---4>)

Author: Nicola Guglielmi

Published: 2026-08-21T12:12:57Z

Content type: tutorial

Language: en

Sources: [Google Developer Experts - Medium](<https://devfeed.tech/sources/google-developer-experts-medium.md>)

Topics: [google-antigravity](<https://devfeed.tech/topics/google-antigravity.md>), [MCP Server](<https://devfeed.tech/topics/mcp-server.md>), [cursor](<https://devfeed.tech/topics/cursor.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [Terminal](<https://devfeed.tech/topics/terminal.md>), [Code](<https://devfeed.tech/topics/code.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [antigravity](<https://devfeed.tech/tags/antigravity.md>), [coding](<https://devfeed.tech/tags/coding.md>), [google-antigravity](<https://devfeed.tech/tags/google-antigravity.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [mcp-server](<https://devfeed.tech/tags/mcp-server.md>), [telegram-bot](<https://devfeed.tech/tags/telegram-bot.md>), [terminal](<https://devfeed.tech/tags/terminal.md>), [vibe-coding](<https://devfeed.tech/tags/vibe-coding.md>)

### AI overview

This tutorial introduces Telegravity, a single-binary MCP server that connects Telegram with AI coding agents such as Google Antigravity, Claude Code, and Cursor. It describes remote instructions, live status, conversation history, workspace selection, and an active mode for reacting to Telegram messages.

### Source excerpt

Your agent runs for 20 minutes. You walk away from the laptop. What if your phone became your mission control? We are living a strange new moment in the software industry. We kick off an AI coding agent: Antigravity, Claude Code, Cursor, give it a task, and then... we sit there. Watching a terminal. Babysitting a process that might run for two minutes or for two hours. That always felt wrong to me. The whole promise of an autonomous agent is that it works while you live your life. But the moment you stand up to grab a coffee, you go blind: you can't see what it's doing, you can't nudge it, you can't say "wait, not that file" until you're back at the keyboard. So I built the missing piece I needed. I call the project Telegravity, the uplink between Telegram and my AI coding agent. In this article I want to show how it turns Antigravity into something you can drive remotely, from the same chat app you already check fifty times a day. Let's launch. 🚀 https://github.com/nicolaguglielmi/Telegravity The idea explained in one sentence Telegravity is a single-binary MCP server that exposes a tiny set of tools to your agent, pull instructions, post live status, stream conversation history, while the Telegram side gives you a polished dashboard, a conversation hub, and an Active Mode that wakes the agent the instant you type. That's it. One process. No cloud service in the middle, no extra account, no telemetry. Your bot token never leaves your machine. End to end, the whole conversation stays private. The magic is that it speaks the Model Context Protocol (MCP), so it doesn't care which agent you use. Antigravity is a first-class citizen, but the exact same setup works for Claude Code, Cursor, Cline, or anything else that speaks MCP. What you actually get Before the setup, here's the payoff, so you know what we're building toward: A live dashboard with an agent heartbeat: 💭 Thinking - ⚡ Executing - ✅ Done an unread inbox counter, the current workspace, and a chat-mode badge. A

## Manage Vercel Toolbar comments from the CLI

DevFeed: [Manage Vercel Toolbar comments from the CLI](<https://devfeed.tech/articles/manage-vercel-toolbar-comments-from-the-cli-1009.md>)

Original publisher: [Read original article](<https://vercel.com/changelog/manage-vercel-toolbar-comments-from-the-cli>)

Author: George Karagkiaouris

Published: 2026-08-20T18:03:00Z

Content type: release

Language: en

Sources: [Vercel News](<https://devfeed.tech/sources/vercel-news.md>)

Topics: [Vercel](<https://devfeed.tech/topics/vercel.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [Git](<https://devfeed.tech/topics/git.md>), [Terminal](<https://devfeed.tech/topics/terminal.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [cli](<https://devfeed.tech/tags/cli.md>), [git](<https://devfeed.tech/tags/git.md>), [json](<https://devfeed.tech/tags/json.md>), [terminal](<https://devfeed.tech/tags/terminal.md>), [update](<https://devfeed.tech/tags/update.md>), [vercel](<https://devfeed.tech/tags/vercel.md>), [workflow](<https://devfeed.tech/tags/workflow.md>)

### AI overview

Vercel CLI can now manage Vercel Toolbar comments for a linked project and the current Git branch. The workflow supports listing and filtering unresolved comments, inspecting threads, replying, resolving, reopening, editing, and deleting comments, with JSON output for scripts and agents.

### Source excerpt

You can now use the Vercel CLI to manage Vercel Toolbar comments. vercel comments covers the full triage loop: List and filter unresolved comments for the linked project, scoped to your current Git branch Inspect a full thread with every message and its IDs Reply, resolve, reopen, edit, or delete from the terminal --format json output for scripts and agents Common workflow Start by listing all of the unresolved comments in the current branch: Dig deeper into a specific thread: Reply, resolve, edit: Get started Update to the latest Vercel CLI version and run vercel comments. Or just prompt your coding agent: Learn more in the comments CLI docs. Read more

## From a Raw Shell to a Sandboxed Coding Agent

DevFeed: [From a Raw Shell to a Sandboxed Coding Agent](<https://devfeed.tech/articles/from-a-raw-shell-to-a-sandboxed-coding-agent-18302.md>)

Original publisher: [Read original article](<https://www.decodingai.com/p/run-coding-agents-safely>)

Author: Paul Iusztin

Published: 2026-08-18T11:02:59Z

Content type: tutorial

Language: en

Sources: [Decoding ML](<https://devfeed.tech/sources/decoding-ml.md>)

Topics: [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [LangChain](<https://devfeed.tech/topics/langchain.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [Docker](<https://devfeed.tech/topics/docker.md>), [computer-use](<https://devfeed.tech/topics/computer-use.md>), [codex](<https://devfeed.tech/topics/codex.md>), [Python](<https://devfeed.tech/topics/python.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-evals](<https://devfeed.tech/tags/ai-evals.md>), [anthropic](<https://devfeed.tech/tags/anthropic.md>), [claude](<https://devfeed.tech/tags/claude.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [codex](<https://devfeed.tech/tags/codex.md>), [coding](<https://devfeed.tech/tags/coding.md>), [coding-agents](<https://devfeed.tech/tags/coding-agents.md>), [computer-use](<https://devfeed.tech/tags/computer-use.md>), [docker](<https://devfeed.tech/tags/docker.md>), [guide](<https://devfeed.tech/tags/guide.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [python](<https://devfeed.tech/tags/python.md>), [terminal](<https://devfeed.tech/tags/terminal.md>)

### AI overview

A tutorial on isolating coding-agent tools inside local Docker or remote Modal sandboxes. It explains how to build a Python harness that safely executes commands and supports remote, parallel agent workflows.

### Source excerpt

The guide to isolating your harness and safely executing its commands, locally or remotely.

[Next page](<https://devfeed.tech/tags/terminal.md?cursor=WyIyMDI2LTA4LTE4VDExOjAyOjU5KzAwOjAwIiwgIjliNGQ1MjAzLTYxNmQtNDgyOC1iYTI0LWI0YzcyZjZjYjJjZiJd>)