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Starting from real user scenarios, we derive every key design decision in OpenClaw's Gateway — why it exists, why WebSocket was chosen, why three-layer auth was designed, and why a flat handler map was used.

OpenClaw Source Deep Dive (1): Gateway — Why Does a Personal AI Assistant Need a Central Hub? WonderLab ・ Feb 28 #openclaw #opensource #ai

Open Source Project of the Day (Part 2): Remotion - Create Videos Programmatically with React

Introduction "What if video production worked just like writing code — built with components, functions, and logic?" This is Part 2 of the "Open Source Project of the Day" series. Today we explore Remotion (GitHub). Imagine no longer needing to open After Effects or Premiere Pro, no more manually...

I built a mobile remote for Claude Code — here's how

If you've used Claude Code, you know how powerful it is. But there's one problem — you're chained to your desk. What if you could send Claude Code commands from your phone, get real-time responses, and keep working from anywhere? That's exactly why I built ttapp. I kept having ideas while...

Decision Logs for Engineering Teams: Building Institutional Memory That Lasts

Decision Logs for Engineering Teams: Building Institutional Memory That Lasts Every engineering team makes hundreds of decisions that shape their codebase, architecture, and processes. Most of these decisions live only in the minds of the people who made them. When those people move on, the...

Your Benchmarks Are Lying to You (And This 148-Star Crate Knows Why)

Microbenchmarks lie. Not maliciously, just structurally. You write a tight loop, measure it a thousand times, compare two implementations, and declare a winner. Except your CPU was thermally throttling during the second run. Or the OS decided to schedule a background process halfway through your...

How I built an AI-powered Git context menu for Windows using Tauri and Rust

As developers, we commit code constantly. The annoying part is that quick commits tend to force a slow workflow: Open a heavy IDE (often just to stage files and write a message), or Run git add . && git commit -m "fix" in a terminal and hope you remember what changed. I wanted the best parts of...

Scaling quietly. Building loudly

Happy Birthday, Lettuce! 🥬✨ Two Years of Helping Us “Let You Get Started” Donnie Brown for OWASP BLT ・ Mar 1 #webdev #help #owasp #security

I Built a macOS App to Stop Links From Opening in the Wrong Chrome Profile

I use multiple Chrome profiles. Every morning I open Slack, click a Notion link, and watch it open in my personal profile. I copy the URL, switch to the work profile, paste, hit enter. Then I click a GitHub link in email — same thing, wrong profile. Copy, switch, paste. I've been doing this dozens...

Stop Writing Date Helpers in Go: Introducing go-date-fns

Every Go developer eventually runs into the same problem: Working with dates looks simple… until it isn’t. You start with something small like: date := time.Now() nextWeek := date.Add(7 * 24 * time.Hour) Then suddenly you're dealing with: month boundaries timezone conversions parsing multiple date...

MEA – Modbus Exposure Analyzer: Passive ICS/OT Security Analysis by Rugero Tesla (404saint)

MEA (Modbus Exposure Analyzer) is a Python-based tool I developed for assessing the exposure of Modbus devices in ICS/OT environments. It uses passive behavioral analysis, entropy measurements, and register monitoring to help security researchers, pentesters, and blue teams safely evaluate device...

Why AI Agents Need Specs: The Birth of MDSpec

mdspec is an open source spec management platform. And a spec is a md (markdown) file within your projects. As we are building with AI agents either via Cursor, VScode or Antigravity, we can see md files or specs (software term for md files) are fast becoming AI infrastructure. A communication...

Why AI Agents Need Specs: The Birth of MDSpec

mdspec is an open source spec management platform. And a spec is a md (markdown) file within your projects. As we are building with AI agents either via Cursor, VScode or Antigravity, we can see md files or specs (software term for md files) are fast becoming AI infrastructure. A communication...

Where Did My 20 Years Go?" — How to Transfer Senior Engineers' Tacit Knowledge to AI Before It Disappears

Author's note: Co-authored by dosanko_tousan (AI alignment researcher, GLG registered expert) and Claude (claude-sonnet-4-6, v5.3 Alignment via Subtraction). Series: "Solving Senior Engineers' Problems with AI" — Part 3. MIT License. 80% of a senior engineer's 20 years of experience has never been...

What If Your AI Agent Could Find You an Apartment?

What If Your AI Agent Could Find You an Apartment? You tell your AI agent: "Find me a 1BR in Fort Collins, cat-friendly, under $1,400." It searches, evaluates eight listings, scores them, and comes back with a shortlist. The top match scores 0.94. Your agent knows your budget is firm and the pet...

How I added human-in-the-loop approval to my AI agent in 5 minutes

I kept running into the same problem building AI agents: they'd take real-world actions: sending emails, creating tickets, deploying code, without asking first. The agent doesn't know the difference between a test environment and production. It doesn't know that "send follow-up email to all leads"...

I Built a Voice-to-Code VS Code Extension That Runs Entirely On-Device

Every AI coding assistant requires typing. GitHub Copilot, Continue, Kiro — they all expect you to type your prompts. But what if you could just talk? That's why I built VoxPilot. I spend a lot of time typing prompts like "refactor this function to use async/await with proper error handling and add...

Why Non-Custodial Agent Wallets Win: Coinbase vs MoonPay vs Open Source

MoonPay launched agent wallets on February 24th. Coinbase shipped theirs in January. Both are solid products from companies worth billions. I've been building a non-custodial agent wallet SDK since early February. Here's what I learned about why custody model matters more than brand name when...

Automate Open Graph images on every blog post

How to Automate OG Image Generation for Every Blog Post You hand-craft social images for every blog post. Title, author, date, custom background. Hours spent in Figma. Then you update the post, forget to update the image, and Twitter shows the old version. Automate it: generate a unique OG image...

I Was Losing Focus Because of My Desktop — So I Gave It 6 Zones

My desktop used to look like a junk drawer: screenshots, random downloads, half-finished projects, and tools mixed together. Every time I needed a file, I had to visually scan everything. I didn’t want another productivity app. So I tried something simple: I turned my wallpaper into a visual map...

Our agreement with the Department of War

Details on OpenAI’s contract with the Department of War, outlining safety red lines, legal protections, and how AI systems will be deployed in classified environments.

prompt-run: Run .prompt files against any LLM from your terminal

The post Prompts buried in Python strings. No git history. No way to diff two versions. No clean way to swap models. I got tired of it. So I built prompt-run — a CLI tool that treats .prompt files as first-class runnable artifacts. pip install "prompt-run[anthropic]" export...

SaaS Documentation Tools Are Not Enough: The Hidden Cost of Fragmented Product Communication

When founders search for SaaS documentation tools, they are usually trying to solve one problem: “We need better docs.” As SaaS products grow, teams add tools for: Product documentation Public roadmaps Feedback collection Release notes API documentation Each tool solves one problem well. Most SaaS...

Как конвертировать CHM в один PDF на Linux: без мусора и битых ссылок

Как конвертировать CHM в один PDF на Linux: без мусора и битых ссылок Если у тебя есть bsm_api.chm и нужно получить один нормальный PDF , а не «папку из 900 HTML + слёзы», вот рабочий пайплайн: CHM → HTML → (сборка) → PDF. В конце будет: один manual.pdf без битых внутренних ссылок (насколько...

How to automate OG image generation for every blog post

How to Automate OG Image Generation for Every Blog Post You hand-craft social images for every blog post. Title, author, date, custom background. Hours spent in Figma. Then you update the post, forget to update the image, and Twitter shows the old version. Automate it: generate a unique OG image...

Automated design system documentation with screenshots

Automated Design System Documentation with Screenshots Design system documentation falls out of sync the moment you ship a new component or update an existing variant. Screenshots get out of date. Examples become misleading. Teams stop trusting the docs. The solution: screenshot every component...

Programmer Productivity: Why Measuring Output Is the Wrong Question

By Arjun Mehta In 2023, McKinsey published a framework for measuring individual developer productivity. It sparked one of the most heated debates in software engineering in years. Gergely Orosz at The Pragmatic Engineer wrote a detailed rebuttal. Will Larson published a response. GitHub researchers...

Software Architecture Documentation: The Part That Always Goes Stale

By Arjun Mehta I have seen a lot of architecture documents. Neat C4 diagrams. Detailed service maps. Carefully labeled component charts. And I have watched almost all of them become fiction within six months of being drawn. The problem isn't that engineers are undisciplined about updating docs....

Software Architecture Documentation: The Part That Always Goes Stale

By Arjun Mehta I have seen a lot of architecture documents. Neat C4 diagrams. Detailed service maps. Carefully labeled component charts. And I have watched almost all of them become fiction within six months of being drawn. The problem isn't that engineers are undisciplined about updating docs....

Knowledge Management System Software for Engineering Teams: Why Docs Are Not Enough

By Arjun Mehta Your engineering team has a knowledge management system. It's probably Confluence, maybe Notion, possibly a combination of both plus a Jira wiki nobody's touched in eight months. You've invested real time in it. Onboarding docs, architecture overviews, runbooks, ADRs. Someone spent...

Defense secretary Pete Hegseth designates Anthropic a supply chain risk

US President Donald Trump (R) looks on as US Secretary of Defense Pete Hegseth speaks to the press following US military actions in Venezuela | AFP via Getty Images Nearly two hours after President Donald Trump announced on Truth Social that he was banning Anthropic products from the federal...

Dear Future Me: How to Write Code You Won't Hate in 6 Months

The "I'll Remember This" Lie We tell ourselves the same lie every day. "I don't need to write down why I used this specific regex. It’s obvious. I built it. I am the god of this repo." Then, three months pass. Welcome to Context Bankruptcy. When you are a solo developer (the "One Person...

The Ultimate AI Coding Assistant Guide for 2026: Cursor, GitHub Copilot, or Claude Code?

Introduction: AI Coding Assistants in 2026 Two years ago, AI coding assistants were "nice to have" — a smarter autocomplete. Today, they're core toolchain — autonomously reading error logs, fixing CI failures, and refactoring across multiple files. The 2026 landscape is clear: six major players,...

Trump orders federal agencies to drop Anthropic’s AI

On Friday afternoon, Donald Trump posted on Truth Social, accusing Anthropic, the AI company behind Claude, of attempting to "STRONG-ARM" the Pentagon and directing federal agencies to "IMMEDIATELY CEASE" use of its products. At issue is Anthropic CEO Dario Amodei's refusal of an updated agreement...

Showcase Tuning: A Visual Debugging Workflow for AI-Assisted Rendering Code

Rendering code has a testing problem that most developers quietly accept: looks right. Unit tests verify logic. They can't catch inverted normals, clipped sprites, So I built a workflow called Showcase Tuning to solve this - and packaged The workflow is a tight loop: Write a harness → Run it → Look...

Bing Adds GEO To Official Guidelines, Expands AI Abuse Definitions via @sejournal, @MattGSouthern

Bing rewrote its webmaster guidelines to cover Copilot grounding, meta directive controls for AI answers, and a softened stance on AI-generated content. The post Bing Adds GEO To Official Guidelines, Expands AI Abuse Definitions appeared first on Search Engine Journal.

Copilot usage metrics now includes enterprise-level GitHub Copilot CLI activity

Copilot enterprise usage metrics coverage has expanded to now include Copilot CLI telemetry. With this update, your enterprise metrics can include CLI-specific activity and usage totals, such as: Daily active… The post Copilot usage metrics now includes enterprise-level GitHub Copilot CLI activity...

OpenDocs: Turn Any GitHub Repository into Documentation, Diagrams, and Presentations Automatically

Why Documentation Tools Are No Longer Enough Software systems have evolved rapidly, but documentation workflows haven’t kept up. Developers still rely on tools like Pandoc, Docusaurus, and MkDocs. These tools are powerful, but they solve only parts of the problem: 1. Format conversion 2....

Copilot metrics is now generally available

GitHub Copilot usage metrics is now generally available, giving you a single place to see how your teams adopt and use Copilot. This way you can track trends, make informed… The post Copilot metrics is now generally available appeared first on The GitHub Blog.

AI vs. the Pentagon: killer robots, mass surveillance, and red lines

WASHINGTON, DC - JANUARY 29: U.S. Secretary of War Pete Hegseth (C) speaks during a meeting of the Cabinet as U.S. President Donald Trump (L) and U.S. Commerce Secretary Howard Lutnick (R) listen in the Cabinet Room of the White House on January 29, 2026 in Washington, DC. President Trump is...

Release Notes as an Engineering Interface: How to Earn Trust Without Overpromising

Most teams treat release notes as a marketing afterthought or a “changelog dump.” That’s why users stop reading them, and why internal stakeholders stop believing them. A better mental model is to treat release notes as an engineering interface between the people who ship changes and the people who...

We don’t have to have unsupervised killer robots

It's the day of the Pentagon's looming ultimatum for Anthropic: allow the US military unchecked access to its technology, including for mass surveillance and fully autonomous lethal weapons, or potentially be designated a "supply chain risk" and potentially lose hundreds of billions of dollars in...

From idea to pull request: A practical guide to building with GitHub Copilot CLI

A hands-on guide to using GitHub Copilot CLI to move from intent to reviewable changes, and how that work flows naturally into your IDE and GitHub. The post From idea to pull request: A practical guide to building with GitHub Copilot CLI appeared first on The GitHub Blog.

The AI Cambrian Explosion Has 38 Legs

A comprehensive survey now tracks 38 platforms in the personal AI agent space, spanning managed services, self-hosted frameworks, and everything in between. Six months ago, this was a two-horse race. Now it is a Cambrian explosion — and the fault lines tell you everything about where this market is...

The Galaxy S26 is a photography nightmare

In many ways, Samsung's new phones are fairly normal upgrades. The S26 lines come with some useful new things - particularly the Privacy Display on the S26 Ultra, which looks like an extremely cool bit of tech and a really useful new feature - and a lot of iterative year-over-year changes. The new...

AI is moving faster than customer trust

Marketers are racing ahead with AI, but unless brands close the trust gap, customers may never fully embrace AI-powered engagement. The post AI is moving faster than customer trust appeared first on MarTech.

OpenAI snags $110 billion in investments from Amazon, Nvidia, and Softbank

OpenAI has closed another round of funding, totalling $110 billion being newly committed to the maker of ChatGPT, which it says has more than 900 million weekly active users and over 50 million consumer subscribers. Amazon is investing $50 billion and striking a deal that includes plans for custom...

Mobile marketing with RCS: What you need to know

RCS is a game changer for mobile marketing. Updated with news that Apple and Google are testing cross-platform RCS encryption. The post Mobile marketing with RCS: What you need to know appeared first on MarTech.

Real-Time Field Reporting: Why Documentation Drives Customer Satisfaction

Real-Time Field Reporting: Why Documentation Drives Customer Satisfaction By Pablo M. Rivera | East Haven, CT At Eagle Pro Home Solutions, Pablo M. Rivera implemented real-time field reporting and photo documentation protocols that measurably improved customer satisfaction and compliance. Here's...

What gets B2B brands cited in genAI answers

A study of 1,000+ prompts across four AI engines reveals what drives B2B brand visibility in generative AI answers — and where common GEO advice falls short. The post What gets B2B brands cited in genAI answers appeared first on MarTech.

Your CI Pipeline Downloads 500MB of Screenshots Every Build

I added screenshot automation to our docs pipeline last month. Worked great. Fifteen screenshots, all in sync with the live product. Then I checked the repo size. $ git count-objects -vH size-pack: 487.00 MiB Half a gigabyte. For a documentation project. Every git push with updated screenshots...

How to architect AI agents in your martech stack

AI agents introduce probabilistic decision-making into deterministic stacks. Define intent, enforce guardrails and architect agents that scale. The post How to architect AI agents in your martech stack appeared first on MarTech.

How to tell if your CDP is really real-time

Every vendor says they do real-time updates; here's a real-world method to distinguish between platforms. The post How to tell if your CDP is really real-time appeared first on MarTech.

Google’s Discover Core Update Finishes Rolling Out via @sejournal, @MattGSouthern

Google's February Discover core update is complete after a roughly 22-day rollout. Early data suggests fewer domains in top slots. The post Google’s Discover Core Update Finishes Rolling Out appeared first on Search Engine Journal.

Discover Core Update Data, Sitemap Tips & AI Risks – SEO Pulse via @sejournal, @MattGSouthern

This week's SEO Pulse highlights evolving AI link formats, cross-language sourcing biases in ChatGPT, and mounting pressure on traditional organic traffic. The post Discover Core Update Data, Sitemap Tips & AI Risks – SEO Pulse appeared first on Search Engine Journal.

Google’s Asset Guidance & Ad Scheduling Updates, Microsoft Negatives – PPC Pulse via @sejournal, @brookeosmundson

This week's PPC Pulse recaps Google’s evolving Search asset guidance, revised budget pacing behavior, and Microsoft’s rollout of self-serve negative lists for PMax. The post Google’s Asset Guidance & Ad Scheduling Updates, Microsoft Negatives – PPC Pulse appeared first on Search Engine Journal.

The Data Doppelgänger problem by AtData

AI agents, shared signals and fragmented identities are distorting marketing intelligence. Most brands do not know who is really acting. The post The Data Doppelgänger problem appeared first on MarTech.

Joint Statement from OpenAI and Microsoft

Microsoft and OpenAI continue to work closely across research, engineering, and product development, building on years of deep collaboration and shared success.

OpenAI and Amazon announce strategic partnership

OpenAI and Amazon announce a strategic partnership bringing OpenAI’s Frontier platform to AWS, expanding AI infrastructure, custom models, and enterprise AI agents.

Scaling AI for everyone

Today we’re announcing $110B in new investment at a $730B pre money valuation. This includes $30B from SoftBank, $30B from NVIDIA, and $50B from Amazon.

Introducing the Stateful Runtime Environment for Agents in Amazon Bedrock

Stateful Runtime for Agents in Amazon Bedrock brings persistent orchestration, memory, and secure execution to multi-step AI workflows powered by OpenAI.

Markdown for Test Cases in Modern Teams

The Importance of Markdown for Test Cases in Modern Teams In many teams, test cases still live in spreadsheets or standalone tools that sit far away from the actual code. Over time, they drift out of sync. Requirements change, features evolve, but the test documentation doesn’t always keep up. This...

Google Explains Why Its Crawler Ignores Your Resource Hints via @sejournal, @MattGSouthern

Google's Gary Illyes clarifies why resource hints do not influence Googlebot's crawling behavior, and notes that HTML validity is not a ranking factor. The post Google Explains Why Its Crawler Ignores Your Resource Hints appeared first on Search Engine Journal.

An update on our mental health-related work

OpenAI shares updates on its mental health safety work, including parental controls, trusted contacts, improved distress detection, and recent litigation developments.

Anthropic refuses Pentagon’s new terms, standing firm on lethal autonomous weapons and mass surveillance

Less than 24 hours before the deadline in an ultimatum issued by the Pentagon, Anthropic has refused the Department of Defense's demands for unrestricted access to its AI. It's the culmination of a dramatic exchange of public statements, social media posts, and behind-the-scenes negotiations,...

Joost de Valk Exits Federated WordPress Repository Project via @sejournal, @martinibuster

Lack of support for an independent WordPress plugin and theme repository leads Joost de Valk to step away. The post Joost de Valk Exits Federated WordPress Repository Project appeared first on Search Engine Journal.

Microsoft’s Copilot Tasks AI uses its own computer to get things done

Microsoft is previewing a new AI system, Copilot Tasks, that it says is designed to take care of busywork for you in the background, the company announced on Thursday. The feature takes the load off your device using its own cloud-based computer and browser, allowing it to handle a variety of jobs...

GitHub Actions now supports uploading and downloading non-zipped artifacts

GitHub Actions now supports uploading and downloading non-zipped artifacts within workflows. Previously, when you uploaded an artifact using the actions/upload-artifact action it was automatically zipped. Downloading it using the actions/download-artifact… The post GitHub Actions now supports...

Jack Dorsey’s Block cuts nearly half of its staff in AI gamble

Jack Dorsey's Block, the financial tech company that runs Square and the Cash app, is cutting its workforce by "nearly half" and axing more than 4,000 jobs. The company will shrink from more than 10,000 people to less than 6,000, Dorsey says in a post on X. And the reason why? AI. "We're not making...

What’s new with GitHub Copilot coding agent

GitHub Copilot coding agent now includes a model picker, self-review, built-in security scanning, custom agents, and CLI handoff. Here's what's new and how to use it. The post What’s new with GitHub Copilot coding agent appeared first on The GitHub Blog.

Copilot metrics report URLs update

The download URLs returned by the GitHub Copilot usage metrics API now come from a new endpoint. Your report data, the API contract, and the response schema haven’t changed. Action… The post Copilot metrics report URLs update appeared first on The GitHub Blog.

Enterprise AI Controls & agent control plane now generally available

We are now announcing general availability of GitHub’s Enterprise AI Controls and agent control plane, a suite of enterprise governance features designed to give GitHub Enterprise administrators deeper control and… The post Enterprise AI Controls & agent control plane now generally available...

Markdown to HTML in 2026: Libraries, Security, and Performance

Markdown is the lingua franca of developer documentation. But when it hits the browser, it needs to become HTML. Here's how to do it safely and efficiently in 2026. import { marked } from 'marked'; const html = marked('# Hello **World**'); import markdown html = markdown.markdown(text,...

Markdown to HTML: Libraries, Tools, and Best Practices (2026)

Markdown powers GitHub READMEs, dev blogs, documentation sites, and note-taking apps. Here's how to convert it to HTML effectively. Library Language Speed GFM Extensions Best For marked JS Fast Yes Limited Simple rendering markdown-it JS Medium Plugin Rich Feature-rich apps remark JS Medium Plugin...

The latest AI-powered martech news and releases

A WarGames-style AI test found top models escalate to nuclear war under pressure — a sobering signal for marketers automating high-stakes decisions. The post The latest AI-powered martech news and releases appeared first on MarTech.

Claude and Codex now available for Copilot Business & Pro users

Claude by Anthropic and OpenAI Codex are now available as coding agents for Copilot Business and Copilot Pro customers. Copilot Enterprise and Pro+ customers received access earlier this month, and… The post Claude and Codex now available for Copilot Business & Pro users appeared first on The...

Salesforce targets telecom churn with AI agents

Salesforce launches telecom-specific AI agents to reduce churn, speed quoting and turn service moments into new revenue opportunities. The post Salesforce targets telecom churn with AI agents appeared first on MarTech.

macos-26 is now generally available for GitHub-hosted runners

The macOS 26 runner image is now generally available for GitHub Actions. Previously in public preview, macOS 26 runners give you a fully supported environment for building and testing apps… The post macos-26 is now generally available for GitHub-hosted runners appeared first on The GitHub Blog.

Google’s Nano Banana 2 brings advanced AI image tools to free users

The image generational capabilities of Nano Banana 2 seem comparable to the Pro model. | Image: Google / The Verge Google is bringing a more powerful version of its Nano Banana AI image model to free users. Nano Banana 2 (also known as Gemini 3.1 Flash Image) is rolling out today across the Gemini...

Copilot Content Exclusion REST API in public preview

Organization and enterprise administrators can now programmatically manage Copilot content exclusion rules using the new Content Exclusion REST API. This JSON API is available in public preview and supports GET… The post Copilot Content Exclusion REST API in public preview appeared first on The...

We’re Bringing The SEJ Newsroom To You, Live [Free Event] via @sejournal, @hethr_campbell

We’re bringing the SEJ newsroom to a screen near you. On March 11 from 12–3pm ET, we’ve gathered our own search experts, alongside some very special guests, to help you master AI search visibility this year. This is SEJ Live, a new series we’ve been building behind the scenes, and I couldn’t be...

When Google Is No Longer A Verb: Search Becoming Infrastructure via @sejournal, @DuaneForrester

Search isn’t disappearing, but the habit is changing. This article breaks down why agents are replacing browsing with delegation. The post When Google Is No Longer A Verb: Search Becoming Infrastructure appeared first on Search Engine Journal.

How to turn everyday marketing campaigns into market research

Dashboards don’t fix flawed premises. Learn practical ways to validate buyer intent using forms, nurture sequences and post-webinar conversations. The post How to turn everyday marketing campaigns into market research appeared first on MarTech.

How to create demand when buyers don’t see the problem

Traditional demand capture fails when no one is searching. Here’s a framework for educating the market, building authority and defining a new category. The post How to create demand when buyers don’t see the problem appeared first on MarTech.

How Researchers Reverse-Engineered LLMs For A Ranking Experiment via @sejournal, @martinibuster

Researchers compared two ways to improve rankings in LLMs: Shadow Model and Query-based solutions. The post How Researchers Reverse-Engineered LLMs For A Ranking Experiment appeared first on Search Engine Journal.

From Visibility Engineering To Preference Engineering: The Rise Of The Infinite Tail via @sejournal, @TaylorDanRW

See why the infinite tail demands narrower focus, stronger entity signals, and deeper topical coverage. The post From Visibility Engineering To Preference Engineering: The Rise Of The Infinite Tail appeared first on Search Engine Journal.

15 Practical AI Agent Examples to Scale Your Business in 2026

Explore 15 practical AI agent examples across industries and learn how businesses use AI agents to automate and scale workflows with n8n.

Marketing & Growth Priorities for 2026: Strategy Signals From 1,000 Businesses via @sejournal, @hethr_campbell

Join Jeff Hirz as he unveils key insights on growth and efficiency based on data from 1,000 businesses planning for 2026. The post Marketing & Growth Priorities for 2026: Strategy Signals From 1,000 Businesses appeared first on Search Engine Journal.

Google To Test Search Changes In EU After DMA Charges, Per Report via @sejournal, @MattGSouthern

Google is preparing to test search result changes in the EU that would show rival vertical search services alongside its own results The post Google To Test Search Changes In EU After DMA Charges, Per Report appeared first on Search Engine Journal.

GitHub Mobile: Track coding agent progress in real time with Live Notifications

Live Coding Agent Notifications are now available on GitHub Mobile, making it easier to stay on top of your Copilot coding agent and supported third-party agent sessions while you’re on… The post GitHub Mobile: Track coding agent progress in real time with Live Notifications appeared first on The...

Pacific Northwest National Laboratory and OpenAI partner to accelerate federal permitting

OpenAI and Pacific Northwest National Laboratory introduce DraftNEPABench, a new benchmark evaluating how AI coding agents can accelerate federal permitting—showing potential to reduce NEPA drafting time by up to 15% and modernize infrastructure reviews.

Improved search on the issues dashboard

The new GitHub Issues semantic search will be rolling out to public preview on the issues dashboard over the coming week, meaning you can use natural language to find relevant… The post Improved search on the issues dashboard appeared first on The GitHub Blog.

OpenAI Codex and Figma launch seamless code-to-design experience

OpenAI and Figma launch a new Codex integration that connects code and design, enabling teams to move between implementation and the Figma canvas to iterate and ship faster.

International PPC: Why Consistency Is So Hard To Maintain via @sejournal, @brookeosmundson

Keep international PPC campaigns aligned with practical frameworks for consistency, localization, and multi-agency coordination. The post International PPC: Why Consistency Is So Hard To Maintain appeared first on Search Engine Journal.

Mixture of Experts (MoEs) in Transformers

Gen Z Preference For TikTok Over Google Drops 50%, Data Shows via @sejournal, @MattGSouthern

Survey data shows 49% of U.S. consumers have used TikTok for search, but Gen Z's TikTok-over-Google preference is dropping. The post Gen Z Preference For TikTok Over Google Drops 50%, Data Shows appeared first on Search Engine Journal.

Anthropic’s Claude Bots Make Robots.txt Decisions More Granular via @sejournal, @MattGSouthern

Anthropic updated its crawler documentation to list separate Claude bots for training, search indexing, and user requests, with visibility tradeoffs when blocked. The post Anthropic’s Claude Bots Make Robots.txt Decisions More Granular appeared first on Search Engine Journal.

How n8n Handles Vulnerability Disclosure - and Why We Do It This Way

As n8n grows, so does the scrutiny our codebase receives from the security community. That is a good thing. In the past months we have published many security advisories, and with that comes natural questions from our users: How much notice will I get before a vulnerability is published? Why

The 10 Best PPC Ad Networks via @sejournal, @LisaRocksSEM

Where should you invest paid media dollars in 2026? Here's a data-driven look at reach, targeting depth, and automation across 10 major ad platforms. The post The 10 Best PPC Ad Networks appeared first on Search Engine Journal.

New Platforms Won’t Save Social Media: Here’s What’s Actually Shifting via @sejournal, @rio_seo

Social media’s next chapter moves beyond feeds and platforms toward decision-making moments powered by behavior, trust, and machine interpretation. The post New Platforms Won’t Save Social Media: Here’s What’s Actually Shifting appeared first on Search Engine Journal.

The New Off-Page SEO Playbook: Links, Mentions & AI Visibility via @sejournal, @lorenbaker

Explore off-page SEO strategies to boost your rankings and enhance brand visibility in AI-driven search results. The post The New Off-Page SEO Playbook: Links, Mentions & AI Visibility appeared first on Search Engine Journal.

Marketing experiments every growth team should run

Every reliable tactic marketers now love, from video content to email marketing and blogging, was once a new experiment that early adopters tested and developed. Creating new marketing strategies is foundational to marketing, helping brands reach new customers and gather data that helps facilitate...

If you like VS Code REST Client, you're going to love LAZYREQUEST

If you like VS Code REST Client, you're going to love LAZYREQUEST You already know the best format for API testing: a plain .http file. What you probably don't have is a dead-simple way to run those files from the terminal (and CI), validate the responses you expect, and get a clean PASS/FAIL...

Disrupting malicious uses of AI | February 2026

Our latest threat report examines how malicious actors combine AI models with websites and social platforms—and what it means for detection and defense.

I built a Markdown reader for Android because every one I tried sucked

The problem nobody talks about I use Markdown for everything. Notes in Obsidian, documentation, ChatGPT exports, random .md files people send me. On my laptop, life is good — VS Code, Typora, whatever. Files look great. Then I try to open the same file on my Android phone. And it's... bad. Every...

Multi-agent workflows often fail. Here’s how to engineer ones that don’t.

Most multi-agent workflow failures come down to missing structure, not model capability. Learn the three engineering patterns that make agent systems reliable. The post Multi-agent workflows often fail. Here’s how to engineer ones that don’t. appeared first on The GitHub Blog.

How To Turn Google’s Performance Max Into An Ecommerce Growth Engine

Take charge of your advertising with Performance Max. Learn to segment products and enhance your campaign performance effectively. The post How To Turn Google’s Performance Max Into An Ecommerce Growth Engine appeared first on Search Engine Journal.

AI-SEO Is A Change Management Problem via @sejournal, @Kevin_Indig

Don’t let AI SEO fail in the boardroom. Align leadership, metrics, and ownership before scaling tactics. The post AI-SEO Is A Change Management Problem appeared first on Search Engine Journal.

Arvind KC appointed Chief People Officer

OpenAI appoints Arvind KC as Chief People Officer to help scale the company, strengthen its culture, and lead how work evolves in the age of AI.

How to Bulk Create GitHub Issues Using AI and Markdown

Managing GitHub issues one by one gets old and tiring really fast, especially when you're setting up a new project, migrating tasks, or generating structured backlogs. In this guide, I’ll show you how to bulk-create GitHub issues using AI and seed them directly into your repository with Ghit. You...

What We're Building with Starter Story

We have some big news: HubSpot Media is acquiring Starter Story, one of the most trusted and beloved media brands in the entrepreneurship space.

Deploying Open Source Vision Language Models (VLM) on Jetson

Profound vs Scrunch AI for AEO: Which tool delivers better ROI?

As businesses adjust to the new AEO landscape, marketers are seeing increasing convergence with marketing automation—HubSpot's recent acquisition of Xfunnel signals this shift, bringing AI search optimization directly into the CRM ecosystem where attribution and revenue tracking happen.

Why we no longer evaluate SWE-bench Verified

SWE-bench Verified is increasingly contaminated and mismeasures frontier coding progress. Our analysis shows flawed tests and training leakage. We recommend SWE-bench Pro.

OpenAI announces Frontier Alliance Partners

OpenAI announces Frontier Alliance Partners to help enterprises move from AI pilots to production with secure, scalable agent deployments.

MVA Architecture: Why Every MCP Framework Has Been Building for the Wrong Consumer

Every framework ever built assumed one thing: a human is reading the output. Rails, Laravel, Express, tRPC — beautiful frameworks. But they all have a blind spot: they were designed for browsers and humans, not for AI agents. In 2025, MCP (Model Context Protocol) changed everything. Now AI agents...

Building a native macOS Markdown editor for files, not databases

I'm an indie designer/dev building a native Markdown editor for macOS. Not because the world needs another editor—because I wanted something that treats Markdown as documents. Standard macOS document workflow for .md/.markdown Table of contents sidebar generated from headings Live Preview with...

MEO - a Markdown editor for VS Code with live/source toggle

I write a lot of markdown alongside code: READMEs, specs, changelogs. VS Code's built-in experience is either raw syntax or a read-only preview pane you have to keep open in a split. Neither is great for actually writing. MEO adds a proper editing mode to VS Code. You get a live/source toggle in a...

Serve AI-Ready Markdown from Your Symfony App

Introduction AI agents don't read your website the way humans do. They don't care about your Tailwind or any CSS classes! They ignore your navigation menus! They don't execute your JavaScript! They just want clean, structured content. As tools like ChatGPT, Claude, Perplexity, and autonomous...

I built a full Markdown IDE using Claude Opus 4. Live preview, AI assistant (BYOM), diagrams, workspaces all client-side, zero backend. No signup. No subscriptions. Just open and write. Try it now - https://v-senthil.github.io/mark-viwer/

I Got Tired of Tab Hell Just to Write Documentation - So I Built This Senthil Pitchappan V ・ Feb 21 #opensource #markdown #ai #webdev v-senthil.github.io

I Got Tired of Tab Hell Just to Write Documentation - So I Built This

The problem isn't Markdown. It's everything around Markdown. You open VS Code to write a README. Then you need an AI assistant - new tab. Grammar check - another tab. You want a Mermaid diagram - different tool. Need a quick preview? Open another window. Managing multiple docs? Now you're juggling...

Our First Proof submissions

We share our AI model’s proof attempts for the First Proof math challenge, testing research-grade reasoning on expert-level problems.

GGML and llama.cpp join HF to ensure the long-term progress of Local AI

Train AI models with Unsloth and Hugging Face Jobs for FREE

How AI is reshaping developer choice (and Octoverse data proves it)

AI is rewiring developer preferences through convenience loops. Octoverse 2025 reveals how AI compatibility is becoming the new standard for technology choice. The post How AI is reshaping developer choice (and Octoverse data proves it) appeared first on The GitHub Blog.

8 generative engine optimization best practices your strategy needs

Despite what the headlines would have you believe, artificial intelligence (AI) isn’t new. The term and early technology date back to the 1950s, but generative AI (which emerged in the 2010s) is undeniably new terrain.

Content amplification: How to amplify content across every marketing channel

Sharing content across channels is a top 5 marketing trend in 2026, according to HubSpot’s State of Marketing report. The brands that will do this successfully with the best ROI will focus on amplification, not just copy/paste repurposing.

Advancing independent research on AI alignment

OpenAI commits $7.5M to The Alignment Project to fund independent AI alignment research, strengthening global efforts to address AGI safety and security risks.

Introducing OpenAI for India

OpenAI for India expands AI access across the country—building local infrastructure, powering enterprises, and advancing workforce skills.

What to expect for open source in 2026

Let’s dig into the 2025’s open source data on GitHub to see what we can learn about the future. The post What to expect for open source in 2026 appeared first on The GitHub Blog.

IBM and UC Berkeley Diagnose Why Enterprise Agents Fail Using IT-Bench and MAST

Social media schedulers: Our top picks for growing businesses

If you’re managing social media marketing without a social media scheduler, I’ve got one thing to say to you: You’re making your job harder than it needs to be. A social media scheduler eliminates the chaos of logging into multiple platforms, posting in real-time, and hoping you remembered to hit...

Introducing EVMbench

OpenAI and Paradigm introduce EVMbench, a benchmark evaluating AI agents’ ability to detect, patch, and exploit high-severity smart contract vulnerabilities.

One-Shot Any Web App with Gradio's gr.HTML

Securing the AI software supply chain: Security results across 67 open source projects

Learn how The GitHub Secure Open Source Fund helped 67 critical AI‑stack projects accelerate fixes, strengthen ecosystems, and advance open source resilience. The post Securing the AI software supply chain: Security results across 67 open source projects appeared first on The GitHub Blog.

Generative engine optimization for small business: How to win with a small budget in 2026

In a past work life, I stole search rank positions #1 and zero and even featured snippets from much larger companies, including HubSpot. That’s why I firmly believe bootstrapped small-to-medium-sized businesses (SMB) can compete with big-budget corporations. Strategies like SEO, social media, and...

24 generative engine optimization statistics marketing leaders should know

I never thought I‘d see the day when "Googling" something and sifting through links would become passé. But, like many marketers over the last year, I’m seeing a massive shift in how people find brands, products, and answers online.

Automate repository tasks with GitHub Agentic Workflows  

Discover GitHub Agentic Workflows, now in technical preview. Build automations using coding agents in GitHub Actions to handle triage, documentation, code quality, and more. The post Automate repository tasks with GitHub Agentic Workflows appeared first on The GitHub Blog.

What is an attribution window in marketing? What marketers need to know

An attribution window is the defined time period when a marketing touchpoint — such as an ad click, email open, or page view — can be credited for a conversion. Window length directly affects how conversions are counted, how channels perform, and how budget decisions are made. Platforms use...

GPT-5.2 derives a new result in theoretical physics

A new preprint shows GPT-5.2 proposing a new formula for a gluon amplitude, later formally proved and verified by OpenAI and academic collaborators.

Introducing Lockdown Mode and Elevated Risk labels in ChatGPT

Introducing Lockdown Mode and Elevated Risk labels in ChatGPT to help organizations defend against prompt injection and AI-driven data exfiltration.

Beyond rate limits: scaling access to Codex and Sora

How OpenAI built a real-time access system combining rate limits, usage tracking, and credits to power continuous access to Sora and Codex.

Scaling social science research

GABRIEL is a new open-source toolkit from OpenAI that uses GPT to turn qualitative text and images into quantitative data, helping social scientists analyze research at scale.

Custom Kernels for All from Codex and Claude

Welcome to the Eternal September of open source. Here’s what we plan to do for maintainers.

Open source is hitting an “Eternal September.” As contribution friction drops, maintainers are adapting with new trust signals, triage approaches, and community-led solutions. The post Welcome to the Eternal September of open source. Here’s what we plan to do for maintainers. appeared first on The...

Marketing operations tech stack audit: A proven checklist for operations teams

Marketing tech stacks often expand fast, leading to sprawl. The result is low tool usage. Gartner estimates that only 49% of marketing technology tools are actively used by teams. A marketing operations tech stack audit brings structure back to teams with bloated software.

OpenEnv in Practice: Evaluating Tool-Using Agents in Real-World Environments

GitHub availability report: January 2026

In January, we experienced two incidents that resulted in degraded performance across GitHub services. The post GitHub availability report: January 2026 appeared first on The GitHub Blog.

AI engine optimization audit: How to audit your content for AI search engines

An AI engine optimization audit evaluates brand visibility, accuracy, and citations in AI-powered search engines. It highlights how a brand appears across ChatGPT, Gemini, Perplexity, and Bing Copilot, and identifies gaps in the facts, descriptions, and links these systems rely on. In contrast, a...

Answer engine optimization vs. traditional SEO: What marketers need to know

Understanding answer engine optimization (AEO) vs. traditional SEO has become mission-critical for content managers and marketing leaders as search shifts toward AI-generated responses, voice results, and zero-click experiences. While page ranking on Google is still important (for now), success...

Transformers.js v4 Preview: Now Available on NPM!

Adaptive marketing: Proven strategies for growing companies

The best marketing isn't chiseled in stone. Apative marketing is alive, responding to new tools, shifting consumer preferences, trends, and real-time data. Changing with the trends gives brands a competitive edge, if marketing teams handle it correctly.

Continuous AI in practice: What developers can automate today with agentic CI

Think of Continuous AI as background agents that operate in your repository for tasks that require reasoning. The post Continuous AI in practice: What developers can automate today with agentic CI appeared first on The GitHub Blog.

Introducing SyGra Studio

Email marketing reporting: Our top best practices and tool recommendations for 2026

Here’s a (maybe) mildly spicy hot take: Email marketing reporting is the backbone of any performance-focused email strategy. Without it, you’re sending campaigns into a void, unable to see what’s working, what’s falling flat, and most importantly, what’s driving revenue.

Community Evals: Because we're done trusting black-box leaderboards over the community

H Company's new Holo2 model takes the lead in UI Localization

Introducing the Agentic Customer Platform

The Gap Between Output and Outcomes Over the past two years, I've had hundreds of conversations with business leaders about AI. The pattern is always the same: initial excitement about what AI can do, followed by frustration about what it actually delivers.

The Future of the Global Open-Source AI Ecosystem: From DeepSeek to AI+

How to structure pages for AEO and answer engines: A quick-start guide

The way consumers search for answers online has changed over the years. Instead of typing a keyword or query into search engines like Google, people are typing their questions directly into engines like ChatGPT to get direct, no-frills answers.

Voice search optimization: How to get your business heard about

A couple of decades ago, “voice search optimization” sounded like something out of a science fiction movie.

Training Design for Text-to-Image Models: Lessons from Ablations

I went from Wall Street to content creation: Here's my journey

At 23, I walked into BlackRock‘s New York office fresh out of Wesleyan University, ready to conquer Wall Street. By 28, I had traded my corporate badge for a ring light and a mission to empower women through content creation. Along the way, I learned that the biggest impact doesn’t always come from...

B2B Email Marketing: How to use email to drive B2B pipeline growth

If you‘ve ever wondered why B2B email marketing still dominates as a revenue-driving channel in 2025, you’re not alone. Despite the rise of new marketing platforms and AI-powered tools, B2B email marketing remains one of the most reliable ways to nurture leads, accelerate pipeline, and actually...

Email marketing automation tools: How to choose in 2026

Selecting an email marketing automation platform goes far beyond choosing where marketers will send emails. The right tool becomes the backbone of lifecycle marketing — powering personalized workflows and driving revenue. Email marketing automation platforms help businesses send targeted,...

Introducing Daggr: Chain apps programmatically, inspect visually

Introducing Chat Hub

If you’ve been following the rise of AI in the workplace, you know the challenge: AI usage is becoming commonplace, but it’s often unmanaged. Chat Hub changes that by providing a single, unified interface for your organization to direct users for all AI-related tasks and processes,

We Got Claude to Build CUDA Kernels and teach open models!

Architectural Choices in China's Open-Source AI Ecosystem: Building Beyond DeepSeek 

Alyah ⭐️: Toward Robust Evaluation of Emirati Dialect Capabilities in Arabic LLMs

Unlocking Agentic RL Training for GPT-OSS: A Practical Retrospective

Introducing Custom Project Roles and User Provisioning via SSO, built for Enterprise governance

Projects sit at the heart of how n8n scales inside larger organizations. They are the unit that allows a single n8n instance to be shared safely across teams, business units, and environments, without turning automation into a free-for-all. Each Project acts as an isolated workspace with its own...

AssetOpsBench: Bridging the Gap Between AI Agent Benchmarks and Industrial Reality

Human in the loop automation: Build AI workflows that keep humans in control

Learn how human-in-the-loop automation combines AI efficiency with human oversight. Build smarter workflows with checkpoints using n8n.

Announcing Autosave & More!

We're introducing a safer and more reliable way to manage your workflow development lifecycle with the arrival of Autosave, Versioned Publishing, and Concurrency Protection.

AI Workflow Builder Best Practices

We recently released AI Workflow Builder for Starter, Pro and Enterprise Cloud customers, turning your natural language prompts into working automations. Instead of launching into building a new workflow from scratch with a blank canvas, you can easily get your automation ideas out of your head and...

Security Advisory: Security Vulnerability in n8n Versions 1.65-1.120.4

Security update: Upgrade recommended for users on versions below 1.20.4

15 best n8n practices for deploying AI agents in production

This guide walks you through the 15 best n8n practices for deploying production-ready AI Agents. Choose the best infrastructure, scale queue mode, handle errors, monitor, and deploy AI Agents reliably in n8n.

A practical guide to building your RAG pipeline in n8n

Explore how to build a full RAG pipeline in n8n without heavy frameworks. Compare code-first approaches to visual workflows for faster iteration and easier maintenance.

Multi-agent systems: Frameworks & step-by-step tutorial

Discover multi-agent AI patterns, communication, costs, risks, and real-world use cases. Compare visual builders like n8n with code-first SDKs.

Building your own LLM evaluation framework with n8n

In this hands-on tutorial, we'll guide you through creating a low-code LLM evaluation framework using n8n. Learn key concepts like “LLM-as-a-Judge” and build a custom evaluation path that ensures you can deploy updates, test new models, and maintain quality with total confidence.

Introducing n8n 2.0

n8n 2.0 focuses on secure-by-default execution with better reliability and performance.