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Ryan chats with Karen Ng, EVP of Product at HubSpot, to chat about Model Context Protocol (MCP) and how they implemented it for their server for their CRM product.
Replatforming from Java 8 to the newer Java versions has proven to be a huge challenge due to potential compatibility issues and changes in language specifications. The Spring Framework, which provides a programming and configuration model for modern Java applications, has just released its latest major version, Spring Framework 6.2.10, and it requires a baseline of Java 17 or higher. Because of this, migrating from an...
Mobile app development has moved from occasional, significant updates to a point where users constantly expect new improvements. While weekly launches for mobile apps can be a substantial benefit, itβs not only about how fast you release. The goal is to keep improving over time, allowing teams to deliver value faster, repair errors faster, and maintain the user base without compromising quality. Still, making a weekly...
ObjectBox is a high-performance, lightweight, NoSQL embedded database built specifically for Flutter and Dart applications. It provides reactive APIs, indexes, relationships, and migrations, all designed to make local data management smooth and effic...
Enterprise teams today ship more code, more frequently, than ever before β fueled in part by AI-driven coding tools like GitHub Copilot and Amazon Q. But thereβs a problem.
This is your new home base for discovering MCP servers. Learn how weβre working with the broader community on MCP publication and discovery. The post Meet the GitHub MCP Registry: The fastest way to discover MCP Servers appeared first on The GitHub Blog.
Multi-agent orchestration with AWS Step Functions is a robust architectural pattern for coordinating multiple, specialized agents (such as Lambda functions, microservices, or dedicated AI modules) into a unified, scalable workflow. This approach is especially useful when complex tasks require the collaboration of several autonomous agents without hard-coding their interactions β a strategy that not only simplifies...
Chris and Stephen talk about how we use a Cloudflare Worker & HTMLRewriter to inject a very special
Weβve normalized multi-factor authentication (MFA) for human users. In any secure environment, we expect login workflows to require more than just a password β something you know, something you have, and sometimes something you are. This layered approach is now foundational to protecting human identities. But today, the majority of interactions in our infrastructure arenβt human-driven. Theyβre initiated by non-human...
After 6 months of building our identity platform (Blockia ID), we're open-sourcing the TypeScript SDK that powers it. Why another SSI SDK? We evaluated every existing solution: Walt.id Great features, but we needed TS libs/ Sphereon Powerful but complex with minimal docs Veramo Plugin system means writing most code yourself Credo Came closest but still needed significant custom work What we built: Pure TypeScript...
With the AI boom over the past couple of years, almost every business is trying to innovate and automate its internal business processes or front-end consumer experiences. Traditional business intelligence tools require manual intervention for querying and interpreting data, leading to inefficiencies. AI agents are changing this paradigm by automating data analysis, delivering prescriptive insights, and even taking...
sigh.... Kinda getting sick of writing these, absolutely insane the pace of supply chain attacks anyway... The same ThreatActors behind the NX S1ngularity attack have launched a self-replicating worm, it's infected 187 packages and its terrifying. Yesterday a software developer Daniel Pereira noticed a weird repo being created.... when he looked into it he was the first to realize that actually tinycolor was infected...
TBMQ was primarily designed to aggregate data from IoT devices and reliably deliver it to backend applications. Applications subscribe to data from tens or even hundreds of thousands of devices and require reliable message delivery. Additionally, applications often experience periods of downtime due to system maintenance, upgrades, failover scenarios, or temporary network disruptions. IoT devices typically publish data...
While traditional deep learning techniques have excelled at handling structured data like images and text, they often struggle when faced with irregular, complex data like molecules and networks of data. Geometric deep learning (GDL) is a machine learning methodology suitable for solving problems with irregular and complex data. What Is Geometric Deep Learning? Geometric deep learning extends traditional deep learning...
We are investigating another npm supply chain attack. However, this one seems to be particularly interesting. Malicious payload include: Credential stealing using trufflehog scanning entire filesystem Exposing GitHub private repositories AWS credentials stealing Most surprisingly, we are observing self-replicating worm like behaviour if npm tokens are found from .npmrc and the affected user have packages published to...
With a message broker, you can transmit JSON dynamically to different clients, resulting in"an event-driven architecture." The problem with this approach is that the creator of each individual "service" in this network mesh needs to anticipate the usage requirements of all future potential clients, for an infinite amount of possible questions, for an infinite amount of time. This is the equivalent of anticipating every...
Protobuf is powerful and widely used, but working with its C++ API feels unnecessarily verbose: - `add_xxx()` returns a pointer - `mutable_xxx()` everywhere - setting nested fields is boilerplate-heavy Compare this to `nlohmann::json` where you can simply do: cfg["x"] = 42; cfg["name"] = "berkay"; Iβve been toying with the idea of writing a `protoc` plugin that generates wrappers so you can use JSON-like syntax, but...
Help shape the future of Go
I built a route optimizer that runs massive-scale last-mile delivery problems on a personal laptop (MacBook Pro M1, 16 GB RAM). Benchmarked against Amazonβs official dataset, it consistently reduced total kilometers (~18%), routes (~12%), and improved vehicle utilization (~12%). This post explains the methods: batching, concurrency, caching, and constraint-aware clustering β making city-scale routing feasible on...
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Running AI agents locally feels simple until you try it: dependencies break, configs drift, and your laptop slows to a crawl. An agent isnβt one process β itβs usually a mix of a language model, a database, and a frontend. Managing these by hand means juggling installs, versions, and ports. Docker Compose changes that. You can now define these services in a single YAML file and run them together as one app. Compose...
This article will explain some basics of the HashiCorp Consul service and its configurations. It is a service networking solution that provides service registry and discovery capabilities, which integrate seamlessly with Spring Boot. You may have heard of Netflix Eureka; here, Consul works similarly but offers many additional features. Notably, it supports the modern reactive programming paradigm. I will walk you...
I found myself saying βThe Edgeβ in a recent podcast with Stephen. I was talking about some server-side JavaScript that executes during a web request, and that it was advantageous that it happens at CDN nodes around the world rather than at one location only, so that itβs fast. That was kinda the whole point [β¦]
What Is Top K? The "Top K" problem refers to determining the top-k elements with the highest frequencies or relevance scores from vast, rapidly changing data streams. In modern real-time systems β such as e-commerce platforms, social media, and streaming services β it's vital to quickly identify the most relevant items or events. Real-world examples include: Trending Twitter hashtags rapidly shifting based on tweet...
GitHub is introducing post-quantum secure key exchange methods for SSH access to better protect Git data in transit. The post Post-quantum security for SSH access on GitHub appeared first on The GitHub Blog.
Ransomware remains one of the biggest threats to individuals and corporations, primarily because cybercriminals relentlessly look for loopholes. With traditional measures struggling to keep pace with cyber threats, the shift to artificial intelligence (AI) and machine learning (ML) can be revolutionary. With such technologies, detection is automated, damage mitigation strategies are devised, and even attacks are...
Series reminder: This series explores how explainability in AI helps build trust, ensure accountability, and align with real-world needs, from foundational principles to practical use cases. Previously, inPart IX:Conclusion: Explainability Under Real-World Conditions: Comparing LIME and SHAP in practice.
Can you code a code editor in a code editor that you coded? We just published a new course on the freeCodeCamp.org YouTube channel where youβll learn how to build your own browser-based code editor. In this tutorial, developer Mohammed Al Abrah walks...
From Words to Molecules: The Expanding Frontier of GenAI Generative AI has changed how we create, work, and even imagine. In just a few short years, tools like ChatGPT, GitHub Copilot, and DALLΒ·E have redefined productivity across industries β from software development and design to education and marketing. But the innovation curve continues to steepen, and it's no longer just about generating text or images. The same...
Large language models (LLMs) have transitioned from research labs into the everyday workflows of companies worldwide. While tools like GPT-4 and Claude often steal the spotlight, they come with restrictions such as API rate limits, opaque model behavior, and privacy concerns. This has led to the rise of open-source LLMs like Metaβs LLaMA, Mistral AIβs Mistral, and Googleβs Gemma. These models allow developers to build...
Artificial intelligence has evolved significantly over the years. In the early days, we had pseudo-AIs like Siri and Alexa β handy tools for playing songs, setting alarms, or answering basic questions. However, their functionality was limited. They operated as reactive voice bots, only responding to direct commands without any real autonomy or initiative. Then came AI-powered assistants like ChatGPT, which businesses...
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After exploring Tuples and Records in Parts 1β4βcovering JavaScript syntax, immutability, value-based equality, performance benefits, and React optimizationsβwe now examine why this ambitious proposal was ultimately withdrawn from ES2025. Despite the promise of native immutable data structures, technical challenges around structural equality, memory management, and engine optimization prevented its adoption. In this...
Hello everyone, I am excited to share a small milestone, it's the project I have been working in my free time during weekends since past 2 years. DataStore4J a key value datastore entirely written in Java, inspired by Google's LevelDB, its still under development. Iβve published some benchmarks results The performance is on par with LevelDB, and for comparison I also included Facebook's RocksDB (which is a different...