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Shared HubSpot context improves AI consistency but can spread bad or excessive knowledge. Use a Least-Context Architecture to control scope and impact.

A practical ranking of Swift 6.3 and 6.4 features based on what app developers can adopt now, from Swift Testing interoperability to ownership APIs.

An AI agent can return 200 OK and still do the wrong thing. Production agents need intent tracking, idempotency, postconditions, and verified outcomes.

Learn how versioned canary corpora catch semantic LLM regressions that API monitoring misses, using failure-focused sampling, behavioral checks, & release gates

AI coding agents can generate code quickly, but context, verification, authorization, and governance determine whether those changes can safely reach production

Discover why PostgreSQL remains a trusted foundation for AI applications, combining decades of reliability with extensibility and open source development.

Learn what to look for when buying a kids’ mattress, plus how six top models stack up, according to my 2-year-old.

Lost time. Lost jobs. Lost friends. Lost family. Lost lives. Our joint investigation reveals the system that has divided the West Bank and measures what it cost people to move through it.

From outrage over Nolan Wells’ death to analysis of HBO Max’s Lanterns, Threads has transformed into a vital artery of the Black social media ecosystem.

Gaming online can seriously strain your internet connection, but the best gaming routers could give you the edge.

Any one of these gift ideas will make your favorite bookworm very happy, from e-readers and accessories to handy reading essentials.

Apple's long-rumored smart home hub will reportedly be revealed on October 13th. Bloomberg's Mark Gurman reports that the smart home device will be revealed alongside a new HomePod mini and an upgraded Apple TV device. All three products are set to showcase Siri AI, Apple's overhauled AI-powered assistant. The smart home hub, a new product […]

Airbnb is also launching new services such as meal delivery and laundry in select locations

BAG Ventures announces close of a $11.3M Fund I to invest in all things AI.

This is the dev.to edition of a tutorial that lives, with a live copy of the finished grid you can try, at latticegrid.dev/tutorials/crud-dynamodb-part-2 . Part 1 built the table, the Lambda function and a page that reads from it. Part 1 ended with a page that reads products from your own DynamoDB table through a Lambda function. This part adds the two verbs that make it an application: adding a product through the grid's built-in form, and deleting one from the right-click menu. Both lan...

By Razi Syed. Sample code for this article: github.com/dotnetreport/dotnetreport-multitenant-rls If you run a multi-tenant SaaS product on .NET, you have already solved tenant isolation for the parts of the app you wrote. Every query your code issues carries a WHERE TenantId = @tenant , or a global query filter in EF Core does it for you, and you sleep fine. Then a customer asks for reporting. Not a fixed set of reports — self-service reporting, where their analysts pick tables and c...

Apache Cassandra on the internet: where the exposed port is not the service A distributed database is a data store first and a service second. The interesting exposure is not whether a port answers but whether a client can complete a handshake and issue a query. For Cassandra those two questions are separated by a default configuration that surprises people: the native transport is often left bound to loopback while the cluster communication port is not. Context and method Co...

The three things that separate an AI demo from an AI product aren't models. They're: being able to change a prompt without a deploy, knowing what each request cost you, and not leaking a user's credit card into logs. None of these are exciting. All three are in the ChimerAI stack, so here's what they do and — more usefully — the tradeoffs they hide. 1. Prompt templates in the database Instead of prompt strings scattered across .py files, there's a PromptTemplate model with ...

Company Overview SuperAGI stands at a unique intersection in the rapidly evolving landscape of Artificial Intelligence. Founded in 2020 by Ishaan Bhola and Mukunda NS, the company has grown from an open-source developer tool into a comprehensive "AI-native CRM" platform that unifies sales, marketing, customer support, and customer success operations under one intelligent system Tracxn . Based in Palo Alto, United States, SuperAGI recently closed its Series A funding round, signaling strong ...

I use AI to build software. I also don't trust it. That might sound strange considering most of my recent projects involve AI, LLMs, agents, RAG systems, and AI-assisted development. But after building several projects this way, I have learned something simple: Getting AI to generate code is easy. Knowing whether that code is actually good is the difficult part. AI can make you feel much more productive One of the biggest changes for me has been how quickly I can mo...

Ever hit a wall when a list grows to thousands of rows and React starts to choke? Mounting 10,000 DOM nodes at once is the problem — rendering only what fits on screen is the fix. 🧩 Overview Build a virtualized list of 10,000 contacts that mounts only the rows visible in the scroll viewport (plus a small overscan), using fixed row heights and windowing math. 👉 https://www.reactchallenges.com/challenges/virtualized-list ✅ Requirements Render a virtuali...

On August 20, 2026, Rust malware reached crates.io through one of its most-downloaded small crates. arrayref 0.3.10 added a single dependency, proc-macro1 , a look-alike of the real proc-macro2 , and that crate's build script downloaded and started a binary while your project compiled. The Rust security response team deleted it 86 minutes later . If you write Rust, the mechanism matters more than the crate: cargo build runs your dependencies' code on your machine, as you, by design. ...

A growing share of people never see your HTML. They ask ChatGPT, Claude, Perplexity or Gemini, and an agent fetches your page on their behalf. That agent has a token budget, and your cookie banner, mega-menu and 40 KB of hydration script are not what it came for. I run AskedTheAI , a shopping guide that asks four AI models the same buying question and has a human check every pick on Amazon. The site is about AI, so it would be odd if AI agents struggled to read it. Before launch I set up fou...

Smart Contract Vulnerability Surface Analysis: USDT0 Target Protocol : USDT0 (TVL: $3447.3M) Smart Contract Vulnerability Surface Analysis USDT0 (TVL: $3,447.3 M – Ethereum & L2s) Prepared by:  [Your Firm] – Senior DeFi Security Research & Auditing Team Date:  30 September 2026 1. Executive Summary USDT0 is a high‑value, cross‑chain stablecoin that mirrors the design of legacy USD‑pegged tokens (e.g., USDT, USDC). Its core cont...

I made this lightweight Flask app designed to make checkout math faster, clearer, and more accurate. It helps users calculate the discount amount and final price before making a purchase or a cashiers who have to do coupons manually (like me), while keeping the logic strict enough to prevent bad input and messy rounding. [The link to the live app is below:] Open Coupon Calculator Why I built it I’ve been working toward becoming a better developer and engineer, and one of th...

AI agents are getting genuinely useful. They can read your files, install packages, call APIs, and run shell commands. That is exactly what makes them risky. If you have ever pasted an API key into an agent's environment and then held your breath while it ran, this article is for you. NVIDIA has an open source project called OpenShell that tries to solve this problem. Let's look at what it is, how it works, and whether it is worth your time. The problem in one paragraph An a...

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